From d2f5c226de7c6f53ea52da75c52c54cdb896d62a Mon Sep 17 00:00:00 2001
From: chaitanyagiri <girichaitanya11@gmail.com>
Date: Sun, 11 Oct 2026 01:14:18 +0530
Subject: [PATCH] seo-engine: launch desk 11 Oct 01:00 IST, Claude Managed
 Agents dynamic workflows

One new page, claude-managed-agents-dynamic-workflows, with four scenes and a
title image, and one sentence linking it from what-is-claude-agent-sdk.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 blog/src/_data/media.json                     |  11 +
 .../bathtub.png                               | Bin 0 -> 96292 bytes
 .../carpark.png                               | Bin 0 -> 134505 bytes
 .../hero.png                                  | Bin 0 -> 95985 bytes
 .../motion.css                                |  13 +
 .../motion.js                                 | 285 +++++++++++
 .../switches.png                              | Bin 0 -> 70916 bytes
 .../tracks.png                                | Bin 0 -> 102078 bytes
 ...claude-managed-agents-dynamic-workflows.md | 124 +++++
 blog/src/posts/what-is-claude-agent-sdk.md    |   2 +-
 .../agent-tools-today-2026-10-10/index.html   |   2 +-
 docs/blog/agents-rule-of-two/index.html       |  26 +-
 docs/blog/ai-agent-glossary/index.html        |  26 +-
 .../bathtub.png                               | Bin 0 -> 96292 bytes
 .../carpark.png                               | Bin 0 -> 134505 bytes
 .../hero.png                                  | Bin 0 -> 95985 bytes
 .../motion.css                                |  13 +
 .../motion.js                                 | 285 +++++++++++
 .../switches.png                              | Bin 0 -> 70916 bytes
 .../tracks.png                                | Bin 0 -> 102078 bytes
 .../index.html                                |  26 +-
 docs/blog/claude-code-agent-teams/index.html  |  26 +-
 docs/blog/claude-haiku-5-5/index.html         |  26 +-
 .../index.html                                | 446 ++++++++++++++++++
 .../index.html                                |  26 +-
 docs/blog/feed.xml                            |  18 +-
 .../index.html                                |  26 +-
 docs/blog/gpt-6-intelligent-ui/index.html     |  26 +-
 .../index.html                                |  26 +-
 .../how-much-does-claude-code-cost/index.html |  26 +-
 docs/blog/index.html                          |  46 +-
 .../is-claude-code-max-worth-it/index.html    |  26 +-
 .../is-claude-code-open-source/index.html     |  26 +-
 .../blog/is-ollama-good-for-coding/index.html |  26 +-
 .../index.html                                |  26 +-
 .../loop-engineering-for-ai-agents/index.html |  26 +-
 docs/blog/mistral-large-4/index.html          |  26 +-
 docs/blog/munder-difflin-faq/index.html       |  26 +-
 .../index.html                                |  26 +-
 docs/blog/openai-decisions-api/index.html     |  26 +-
 docs/blog/openai-text-watermarking/index.html |  26 +-
 docs/blog/reflection-beam/index.html          |  26 +-
 .../index.html                                |  26 +-
 docs/blog/shareable-agent-roles/index.html    |  26 +-
 docs/blog/tags/ai-agents/index.html           |  18 +-
 docs/blog/tags/claude-code/index.html         |  20 +-
 docs/blog/tags/concepts/index.html            |  18 +-
 .../index.html                                |  26 +-
 docs/blog/topics/comparisons/index.html       |   2 +-
 docs/blog/topics/concepts/index.html          |  18 +-
 docs/blog/topics/guides/index.html            |   2 +-
 docs/blog/topics/index.html                   |  10 +-
 docs/blog/topics/internals/index.html         |   2 +-
 docs/blog/topics/memory/index.html            |   2 +-
 docs/blog/topics/news/index.html              |   2 +-
 docs/blog/topics/orchestration/index.html     |   2 +-
 docs/blog/topics/story/index.html             |   2 +-
 docs/blog/topics/use-cases/index.html         |   2 +-
 .../index.html                                |  26 +-
 .../what-are-claude-code-agents/index.html    |  26 +-
 .../what-is-a-multi-agent-harness/index.html  |  26 +-
 .../blog/what-is-aeo-for-dev-tools/index.html |  26 +-
 .../index.html                                |  26 +-
 docs/blog/what-is-an-mcp-server/index.html    |  26 +-
 docs/blog/what-is-chatgpt-dots/index.html     |  26 +-
 docs/blog/what-is-claude-agent-sdk/index.html |  28 +-
 docs/blog/what-is-claude-cowork/index.html    |  26 +-
 docs/blog/what-is-codex/index.html            |  26 +-
 docs/blog/what-is-gemini-spark/index.html     |  26 +-
 .../what-is-harness-engineering/index.html    |  26 +-
 docs/blog/what-is-hermes-agent/index.html     |  26 +-
 docs/blog/what-is-opencode/index.html         |  26 +-
 docs/blog/what-is-pi-agent/index.html         |  26 +-
 docs/blog/what-is-vibe-coding/index.html      |  26 +-
 docs/blog/what-is-zcode/index.html            |  26 +-
 .../index.html                                |  26 +-
 .../why-cli-agents-are-powerful/index.html    |  26 +-
 docs/llms.txt                                 |   3 +-
 docs/sitemap.xml                              |   8 +-
 79 files changed, 1870 insertions(+), 606 deletions(-)
 create mode 100644 blog/src/assets/media/claude-managed-agents-dynamic-workflows/bathtub.png
 create mode 100644 blog/src/assets/media/claude-managed-agents-dynamic-workflows/carpark.png
 create mode 100644 blog/src/assets/media/claude-managed-agents-dynamic-workflows/hero.png
 create mode 100644 blog/src/assets/media/claude-managed-agents-dynamic-workflows/motion.css
 create mode 100644 blog/src/assets/media/claude-managed-agents-dynamic-workflows/motion.js
 create mode 100644 blog/src/assets/media/claude-managed-agents-dynamic-workflows/switches.png
 create mode 100644 blog/src/assets/media/claude-managed-agents-dynamic-workflows/tracks.png
 create mode 100644 blog/src/posts/claude-managed-agents-dynamic-workflows.md
 create mode 100644 docs/blog/assets/media/claude-managed-agents-dynamic-workflows/bathtub.png
 create mode 100644 docs/blog/assets/media/claude-managed-agents-dynamic-workflows/carpark.png
 create mode 100644 docs/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png
 create mode 100644 docs/blog/assets/media/claude-managed-agents-dynamic-workflows/motion.css
 create mode 100644 docs/blog/assets/media/claude-managed-agents-dynamic-workflows/motion.js
 create mode 100644 docs/blog/assets/media/claude-managed-agents-dynamic-workflows/switches.png
 create mode 100644 docs/blog/assets/media/claude-managed-agents-dynamic-workflows/tracks.png
 create mode 100644 docs/blog/claude-managed-agents-dynamic-workflows/index.html

diff --git a/blog/src/_data/media.json b/blog/src/_data/media.json
index f65ef549b..b96e1bb4e 100644
--- a/blog/src/_data/media.json
+++ b/blog/src/_data/media.json
@@ -4723,5 +4723,16 @@
       "status": "ready"
     },
     "inline": {}
+  },
+  "claude-managed-agents-dynamic-workflows": {
+    "title": "Claude Managed Agents dynamic workflows",
+    "category": "concepts",
+    "hero": {
+      "file": "assets/media/claude-managed-agents-dynamic-workflows/hero.png",
+      "alt": "Title card on white. Dynamic workflows in large ink type, a Claude Managed Agents beta kicker, Checked 11 Oct 2026, and a cotton reel with five coloured threads fanning out.",
+      "prompt": "Still of the hero scene in assets/media/claude-managed-agents-dynamic-workflows/motion.js.",
+      "status": "ready"
+    },
+    "inline": {}
   }
 }
diff --git a/blog/src/assets/media/claude-managed-agents-dynamic-workflows/bathtub.png b/blog/src/assets/media/claude-managed-agents-dynamic-workflows/bathtub.png
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diff --git a/blog/src/assets/media/claude-managed-agents-dynamic-workflows/motion.css b/blog/src/assets/media/claude-managed-agents-dynamic-workflows/motion.css
new file mode 100644
index 000000000..7e24b2fb1
--- /dev/null
+++ b/blog/src/assets/media/claude-managed-agents-dynamic-workflows/motion.css
@@ -0,0 +1,13 @@
+/* Bright coded scenes for "Claude Managed Agents dynamic workflows". Pairs with motion.js. */
+.prose figure.mg { margin: 42px 0; }
+.prose figure.mg img, .mg .mg-svg { display: block; width: 100%; height: auto; border: 1px solid #1A1320; border-radius: 18px; background: #fff; }
+.mg figcaption { font: 500 13px/1.5 "Space Grotesk", system-ui, sans-serif; color: #6B5878; padding-top: 10px; text-align: center; }
+.mg .mg-svg { touch-action: manipulation; -webkit-tap-highlight-color: transparent; }
+.mg .mg-svg text { -webkit-user-select: none; user-select: none; pointer-events: none; }
+.mg .mg-hit { cursor: pointer; outline: none; }
+.mg [role="slider"] { cursor: grab; touch-action: none; }
+.mg .mg-ring { stroke-opacity: 0; transition: stroke-opacity 0.15s; }
+.mg .mg-hit:focus-visible .mg-ring { stroke-opacity: 1; }
+.mg [role="slider"]:focus-visible circle:nth-child(2) { stroke-width: 5; }
+@media (hover: hover) { .mg .mg-hit:hover .mg-ring { stroke-opacity: 0.5; } }
+@media (prefers-reduced-motion: reduce) { .mg .mg-ring { transition: none; } }
diff --git a/blog/src/assets/media/claude-managed-agents-dynamic-workflows/motion.js b/blog/src/assets/media/claude-managed-agents-dynamic-workflows/motion.js
new file mode 100644
index 000000000..98954503c
--- /dev/null
+++ b/blog/src/assets/media/claude-managed-agents-dynamic-workflows/motion.js
@@ -0,0 +1,285 @@
+/* Bright coded scenes for "Claude Managed Agents dynamic workflows". Vanilla JS, no library.
+   <figure class="mg" data-scene="NAME"> holds a still image; this script swaps in a live SVG.
+   Plays only in view, honours reduced motion, "?mgstill" freezes each scene on its still frame. */
+(() => {
+  const NS = "http://www.w3.org/2000/svg";
+  const INK = "#1A1320", YEL = "#FFCA54", BLUE = "#6C8EF5", LIL = "#B69CFF", MINT = "#7FD8AE", SKY = "#9AD8FF", SOFT = "#F1ECF9", MUTE = "#7A6A88";
+  const SANS = '"Space Grotesk", system-ui, sans-serif', MONO = '"JetBrains Mono", ui-monospace, monospace';
+  const el = (t, a = {}, p) => { const n = document.createElementNS(NS, t); for (const k in a) n.setAttribute(k, a[k]); if (p) p.appendChild(n); return n; };
+  const txt = (p, x, y, s, a = {}) => { const n = el("text", Object.assign({ x, y, "font-family": SANS, "font-size": 24, "font-weight": 600, fill: INK }, a), p); n.textContent = s; return n; };
+  const cl = (v, a = 0, b = 1) => Math.max(a, Math.min(b, v));
+  const seg = (t, a, b) => cl((t - a) / (b - a));
+  const oc = (x) => 1 - Math.pow(1 - x, 3);
+  const ob = (x) => { const c = 1.70158; return 1 + (c + 1) * Math.pow(x - 1, 3) + c * Math.pow(x - 1, 2); };
+  const io = (x) => (x < 0.5 ? 4 * x * x * x : 1 - Math.pow(-2 * x + 2, 3) / 2);
+  const tf = (n, x, y, s = 1, r = 0) => n.setAttribute("transform", `translate(${x} ${y}) rotate(${r}) scale(${s})`);
+  const button = (g, label, fn) => {
+    g.setAttribute("role", "button"); g.setAttribute("tabindex", "0"); g.setAttribute("aria-label", label); g.classList.add("mg-hit");
+    g.addEventListener("click", fn);
+    g.addEventListener("keydown", (e) => { if (e.key === "Enter" || e.key === " ") { e.preventDefault(); fn(); } });
+  };
+  const strip = (svg, y, w = 680) => {
+    el("rect", { x: (800 - w) / 2, y, width: w, height: 48, rx: 24, fill: SOFT }, svg);
+    return txt(svg, 400, y + 31, "", { "text-anchor": "middle", "font-size": 20, "font-weight": 500 });
+  };
+
+  const pill = (p, s, fill, a = {}) => {
+    const g = el("g", {}, p), r = el("rect", { y: -22, height: 44, rx: 22, fill, stroke: INK, "stroke-width": 3 }, g), t = txt(g, 0, 7, s, Object.assign({ "text-anchor": "middle", "font-size": 20, "font-weight": 700 }, a));
+    const w = t.getComputedTextLength() + 36; r.setAttribute("x", -w / 2); r.setAttribute("width", w);
+    return g;
+  };
+
+  const SC = {};
+
+  /* ---- 1. three rail tracks merge at a junction: three wagons in the first phase, one in the second ---- */
+  SC.tracks = {
+    dur: 11, still: 9,
+    build(svg) {
+      txt(svg, 44, 62, "Anthropic's example", { "font-size": 32, "font-weight": 700 });
+      const Y = [230, 320, 410], COL = [YEL, LIL, SKY];
+      const d = (y) => `M30 ${y} H300 C400 ${y} 400 320 500 320 H770`;
+      Y.forEach((y) => el("path", { d: d(y), stroke: INK, "stroke-width": 14, fill: "none", "stroke-linecap": "round" }, svg));
+      const paths = Y.map((y) => el("path", { d: d(y), stroke: SOFT, "stroke-width": 8, fill: "none", "stroke-linecap": "round" }, svg));
+      el("path", { d: "M430 128 V476", stroke: LIL, "stroke-width": 2, "stroke-dasharray": "6 8", fill: "none" }, svg);
+      txt(svg, 215, 150, "first phase", { "text-anchor": "middle", "font-size": 24, "font-weight": 700 });
+      txt(svg, 615, 150, "second phase", { "text-anchor": "middle", "font-size": 24, "font-weight": 700 });
+      const wagon = (w, h, label, col) => {
+        const g = el("g", {}, svg);
+        el("rect", { x: -w / 2, y: -h - 14, width: w, height: h, rx: 12, fill: col, stroke: INK, "stroke-width": 3 }, g);
+        [-w / 4, w / 4].forEach((x) => el("circle", { cx: x, cy: -14, r: 9, fill: "#fff", stroke: INK, "stroke-width": 3 }, g));
+        txt(g, 0, -h / 2 - 9, label, { "text-anchor": "middle", "font-size": 20, "font-weight": 700 });
+        return g;
+      };
+      const slips = paths.map((p) => {
+        const g = el("g", {}, svg);
+        el("rect", { x: -14, y: -18, width: 28, height: 36, rx: 5, fill: "#fff", stroke: INK, "stroke-width": 2.5 }, g);
+        el("path", { d: "M-7 -7 H7 M-7 1 H7 M-7 9 H3", stroke: INK, "stroke-width": 2.5, "stroke-linecap": "round" }, g);
+        return { g, p, L: p.getTotalLength() };
+      });
+      const wag = Y.map((y, i) => wagon(124, 44, "contract", COL[i]));
+      const eng = wagon(150, 54, "one agent", MINT);
+      const cap = strip(svg, 506, 700);
+      return (t) => {
+        const out = 1 - seg(t, 10.3, 10.8);
+        const go = io(seg(t, 6.2, 7.6));
+        wag.forEach((g, i) => { tf(g, -90 + 290 * oc(seg(t, 0.3 + i * 0.35, 1.7 + i * 0.35)), Y[i]); g.setAttribute("opacity", out); });
+        slips.forEach((s, i) => {
+          const a = 2.7 + i * 0.55, k = seg(t, a, a + 1.5), pt = s.p.getPointAtLength(170 + (s.L - 230 - 170) * io(k));
+          if (k < 1) tf(s.g, pt.x, pt.y - 34 - 26 * Math.sin(k * Math.PI), 1, Math.sin(k * Math.PI * 2) * 8);
+          else tf(s.g, 585 + 85 * go + (i - 1) * 38, 244, 1, (i - 1) * 7);
+          s.g.setAttribute("opacity", k <= 0 ? 0 : out);
+        });
+        let bump = 0; [0, 1, 2].forEach((i) => { const a = 4.2 + i * 0.55; bump += Math.sin(seg(t, a, a + 0.3) * Math.PI) * 0.06; });
+        eng.setAttribute("transform", `translate(${585 + 85 * go} 320) scale(${1 + bump} ${1 - bump})`);
+        eng.setAttribute("opacity", out);
+        cap.textContent = t < 5.9 ? "three agents read contracts in the first phase" : "one agent in the second phase works with what they returned";
+      };
+    },
+  };
+
+  /* ---- 2. a wall plate with two switches, both on by default ---- */
+  SC.switches = {
+    dur: 10, still: 7.2,
+    build(svg, api) {
+      txt(svg, 44, 62, "On by default", { "font-size": 32, "font-weight": 700 });
+      txt(svg, 756, 60, "tap a switch", { "text-anchor": "end", "font-size": 20, fill: MUTE, "font-weight": 500 });
+      const X = [280, 520], NAMES = ["subagents", "workflows"];
+      const bulbs = X.map((x) => {
+        el("path", { d: `M${x} 166 V200`, stroke: INK, "stroke-width": 3 }, svg);
+        const rays = el("path", { d: [0, 1, 2, 3, 4].map((i) => { const a = Math.PI * (1 + (i + 0.5) / 5 * 1 ) ; const c = Math.cos(a), s = Math.sin(a); return `M${x + c * 36} ${128 + s * 36} L${x + c * 50} ${128 + s * 50}`; }).join(" "), stroke: INK, "stroke-width": 3, "stroke-linecap": "round" }, svg);
+        el("rect", { x: x - 11, y: 148, width: 22, height: 18, rx: 5, fill: SOFT, stroke: INK, "stroke-width": 3 }, svg);
+        const b = el("circle", { cx: x, cy: 128, r: 26, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+        return { b, rays };
+      });
+      el("rect", { x: 160, y: 200, width: 480, height: 278, rx: 28, fill: SOFT, stroke: INK, "stroke-width": 3 }, svg);
+      txt(svg, 400, 246, "multiagent_20261001", { "text-anchor": "middle", "font-family": MONO, "font-size": 26, "font-weight": 700 });
+      let user = null; const v = [0, 0];
+      const rock = X.map((x, i) => {
+        const g = el("g", {}, svg);
+        el("rect", { x: x - 54, y: 262, width: 108, height: 152, rx: 24, fill: "none", stroke: INK, "stroke-width": 2, "stroke-dasharray": "3 7", class: "mg-ring" }, g);
+        el("rect", { x: x - 44, y: 272, width: 88, height: 132, rx: 18, fill: "#fff", stroke: INK, "stroke-width": 3 }, g);
+        const r = el("rect", { x: x - 32, width: 64, height: 58, rx: 12, stroke: INK, "stroke-width": 3 }, g);
+        txt(svg, x, 448, NAMES[i], { "text-anchor": "middle", "font-family": MONO, "font-size": 22, "font-weight": 700 });
+        button(g, `Switch ${NAMES[i]} on or off`, () => { if (!user) user = v.map((k) => k > 0.5); user[i] = !user[i]; g.setAttribute("aria-pressed", user[i]); api.poke(); });
+        return r;
+      });
+      el("rect", { x: 60, y: 506, width: 680, height: 48, rx: 24, fill: SOFT }, svg);
+      const cap = txt(svg, 400, 537, "", { "text-anchor": "middle", "font-size": 20, "font-weight": 500 });
+      return (t) => {
+        const tg = user ? user.map(Number) : [seg(t, 0.6, 0.9) * (1 - seg(t, 4.6, 4.9)), seg(t, 1.2, 1.5)];
+        tg.forEach((k, i) => {
+          v[i] = user ? v[i] + (k - v[i]) * 0.3 : k;
+          const on = v[i] > 0.5;
+          rock[i].setAttribute("y", 336 - 54 * v[i]); rock[i].setAttribute("fill", on ? MINT : SOFT);
+          bulbs[i].b.setAttribute("fill", on ? YEL : "#fff"); bulbs[i].rays.setAttribute("opacity", on ? 1 : 0);
+        });
+        const a = v[0] > 0.5, b = v[1] > 0.5;
+        const s = a && b ? "subagents and workflows are both on by default" : !a && b ? '"subagents": {"type": "disabled"}' : a && !b ? '"workflows": {"type": "disabled"}' : user ? '{"type": "disabled"}' : "";
+        cap.textContent = s; cap.setAttribute("font-family", a && b ? SANS : MONO);
+      };
+    },
+  };
+
+  /* ---- 3. a car park with 64 bays, a counter towards 1,000 and a 24 hour clock ---- */
+  SC.carpark = {
+    dur: 11, still: 8.6,
+    build(svg) {
+      txt(svg, 44, 62, "The limits in beta", { "font-size": 32, "font-weight": 700 });
+      txt(svg, 756, 60, "on 11 Oct 2026", { "text-anchor": "end", "font-size": 20, fill: MUTE, "font-weight": 500 });
+      const X0 = 44, Y0 = 134, BW = 42, BH = 38, COL = [YEL, BLUE, LIL, SKY, MINT];
+      el("rect", { x: X0 - 6, y: Y0 - 6, width: BW * 8 + 12, height: BH * 8 + 12, rx: 12, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+      const car = (col) => { const g = el("g", {}, svg); el("rect", { x: -15, y: -11, width: 30, height: 22, rx: 7, fill: col, stroke: INK, "stroke-width": 2 }, g); el("path", { d: "M5 -6 V6", stroke: INK, "stroke-width": 2, "stroke-linecap": "round" }, g); return g; };
+      const bays = Array.from({ length: 64 }, (_, i) => {
+        const x = X0 + (i % 8) * BW, y = Y0 + Math.floor(i / 8) * BH;
+        el("rect", { x: x + 2, y: y + 2, width: BW - 4, height: BH - 4, rx: 6, fill: SOFT, stroke: LIL, "stroke-width": 1.5 }, svg);
+        return { x: x + BW / 2, y: y + BH / 2, rank: (i * 37 + 11) % 64 };
+      });
+      bays.forEach((b, i) => { b.g = car(COL[(i * 7 + Math.floor(i / 8) * 3 + (i % 3)) % 5]); });
+      const FREE = 31, wait = car(YEL), WX = 406;
+      txt(svg, 44, 488, "64 threads working at once", { "font-size": 22, "font-weight": 700 });
+      txt(svg, 44, 520, "The API doesn't guarantee this number", { "font-size": 20, "font-weight": 500, fill: MUTE });
+      const CX = 596;
+      el("rect", { x: 440, y: 128, width: 312, height: 84, rx: 16, fill: SOFT, stroke: INK, "stroke-width": 3 }, svg);
+      const num = txt(svg, CX, 189, "0", { "text-anchor": "middle", "font-family": MONO, "font-size": 54, "font-weight": 700 });
+      txt(svg, CX, 244, "agents over the run's whole life", { "text-anchor": "middle", "font-size": 20, "font-weight": 500 });
+      const CY = 356, R = 78;
+      el("circle", { cx: CX, cy: CY, r: R, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+      const sector = el("path", { fill: MINT, stroke: INK, "stroke-width": 2, "stroke-linejoin": "round" }, svg);
+      el("path", { d: Array.from({ length: 24 }, (_, i) => { const a = (i / 24) * 6.2832, c = Math.sin(a), s = -Math.cos(a), r1 = i % 6 ? R - 9 : R - 16; return `M${CX + c * r1} ${CY + s * r1} L${CX + c * (R - 3)} ${CY + s * (R - 3)}`; }).join(" "), stroke: INK, "stroke-width": 2, "stroke-linecap": "round" }, svg);
+      const hand = el("path", { stroke: INK, "stroke-width": 4, "stroke-linecap": "round" }, svg);
+      el("circle", { cx: CX, cy: CY, r: 6, fill: INK }, svg);
+      txt(svg, CX, 488, "24 hours by default", { "text-anchor": "middle", "font-size": 22, "font-weight": 700 });
+      txt(svg, CX, 520, "run lifetime", { "text-anchor": "middle", "font-size": 20, "font-weight": 500, fill: MUTE });
+      return (t) => {
+        bays.forEach((b, i) => {
+          const a = 0.4 + (b.rank / 64) * 3.2; let k = ob(seg(t, a, a + 0.3));
+          if (i === FREE) k = t < 5 ? k : 1 - seg(t, 5.0, 5.4);
+          tf(b.g, b.x, b.y, Math.max(k, 0)); b.g.setAttribute("opacity", k <= 0.02 ? 0 : 1);
+        });
+        const w = ob(seg(t, 4.0, 4.3)), m = io(seg(t, 5.6, 6.3)), f = bays[FREE];
+        tf(wait, WX + (f.x - WX) * m, f.y, w + Math.sin(t * 6) * 0.05 * (m <= 0 ? 1 : 0)); wait.setAttribute("opacity", w <= 0 ? 0 : 1);
+        const k = seg(t, 0.4, 7), a = Math.min(k, 0.9999) * 6.2832;
+        num.textContent = Math.round(1000 * k).toLocaleString("en-US");
+        const hx = CX + Math.sin(a) * (R - 6), hy = CY - Math.cos(a) * (R - 6);
+        sector.setAttribute("d", k <= 0 ? "" : `M${CX} ${CY} L${CX} ${CY - R + 6} A${R - 6} ${R - 6} 0 ${a > Math.PI ? 1 : 0} 1 ${hx} ${hy} Z`);
+        hand.setAttribute("d", `M${CX} ${CY} L${CX + Math.sin(a) * (R - 22)} ${CY - Math.cos(a) * (R - 22)}`);
+      };
+    },
+  };
+
+  /* ---- 4. three taps fill one bathtub up to a budget line, then close ---- */
+  SC.bathtub = {
+    dur: 12, still: 8.4,
+    build(svg, api) {
+      txt(svg, 44, 62, "A run has no price of its own", { "font-size": 32, "font-weight": 700 });
+      txt(svg, 756, 60, "drag the budget", { "text-anchor": "end", "font-size": 20, fill: MUTE, "font-weight": 500 });
+      txt(svg, 44, 98, "“every agent in a run uses tokens”", { "font-size": 20, "font-weight": 500, fill: MUTE });
+      const TX = [270, 400, 530], TOP = 236, BOT = 404, RATE = 24;
+      txt(svg, 60, 157, "tokens", { "font-size": 22, "font-weight": 700 });
+      el("rect", { x: 150, y: 138, width: 440, height: 22, rx: 11, fill: SOFT, stroke: INK, "stroke-width": 3 }, svg);
+      const streams = TX.map((x) => el("rect", { x: x - 6, y: 198, width: 12, rx: 6, fill: SKY, stroke: INK, "stroke-width": 2 }, svg));
+      const handles = TX.map((x) => {
+        el("rect", { x: x - 10, y: 158, width: 20, height: 26, fill: SOFT, stroke: INK, "stroke-width": 3 }, svg);
+        el("rect", { x: x - 18, y: 182, width: 36, height: 18, rx: 6, fill: LIL, stroke: INK, "stroke-width": 3 }, svg);
+        const h = el("g", {}, svg); el("rect", { x: -22, y: -6, width: 44, height: 12, rx: 6, fill: YEL, stroke: INK, "stroke-width": 3 }, h);
+        el("circle", { cx: x, cy: 126, r: 5, fill: INK }, svg);
+        return h;
+      });
+      const tub = `M150 ${TOP} H650 V${BOT - 64} Q650 ${BOT} 586 ${BOT} H214 Q150 ${BOT} 150 ${BOT - 64} Z`;
+      const cp = el("clipPath", { id: "mg-tub-" + Math.random().toString(36).slice(2, 8) }, svg); el("path", { d: tub }, cp);
+      el("path", { d: `M214 ${BOT} L200 ${BOT + 22} M586 ${BOT} L600 ${BOT + 22}`, stroke: INK, "stroke-width": 6, "stroke-linecap": "round" }, svg);
+      el("path", { d: tub, fill: "#fff" }, svg);
+      const water = el("rect", { x: 150, width: 500, fill: SKY, "clip-path": `url(#${cp.id})` }, svg);
+      el("path", { d: tub, fill: "none", stroke: INK, "stroke-width": 3, "stroke-linejoin": "round" }, svg);
+      el("rect", { x: 134, y: TOP - 12, width: 532, height: 20, rx: 10, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+      const line = el("path", { stroke: INK, "stroke-width": 3, "stroke-dasharray": "10 8", "stroke-linecap": "round" }, svg);
+      const MIN = 268, MAX = 364; let yb = 292, lvl = 0, user = false, last = 0;
+      const knob = el("g", { role: "slider", tabindex: 0, "aria-label": "Budget line", "aria-valuemin": 0, "aria-valuemax": 100, "aria-orientation": "vertical" }, svg);
+      el("circle", { r: 26, fill: "none", stroke: INK, "stroke-width": 2, "stroke-dasharray": "3 7", class: "mg-ring" }, knob);
+      el("circle", { r: 16, fill: YEL, stroke: INK, "stroke-width": 3 }, knob);
+      el("path", { d: "M-6 -3 L0 -9 L6 -3 M-6 3 L0 9 L6 3", stroke: INK, "stroke-width": 2.5, fill: "none", "stroke-linecap": "round", "stroke-linejoin": "round" }, knob);
+      const lab = txt(svg, 714, 0, "budget", { "text-anchor": "middle", "font-size": 22, "font-weight": 700 });
+      const set = (y) => { yb = cl(y, MIN, MAX); user = true; api.poke(); };
+      let drag = false;
+      const toY = (e) => { const m = svg.getScreenCTM(); return m ? (e.clientY - m.f) / m.d : yb; };
+      knob.addEventListener("pointerdown", (e) => { drag = true; knob.setPointerCapture(e.pointerId); e.preventDefault(); });
+      knob.addEventListener("pointermove", (e) => { if (drag) set(toY(e)); });
+      ["pointerup", "pointercancel"].forEach((n) => knob.addEventListener(n, () => { drag = false; }));
+      knob.addEventListener("keydown", (e) => { const s = e.key === "ArrowUp" || e.key === "ArrowRight" ? -12 : e.key === "ArrowDown" || e.key === "ArrowLeft" ? 12 : 0; if (s) { e.preventDefault(); set(yb + s); } });
+      const tick = el("g", { transform: "translate(150 444)" }, svg);
+      el("rect", { width: 76, height: 40, rx: 10, fill: "#fff", stroke: INK, "stroke-width": 3 }, tick);
+      const bars = [0, 1, 2, 3].map((i) => el("rect", { x: 12 + i * 14, y: 10, width: 9, height: 20, rx: 3, stroke: INK, "stroke-width": 1.5 }, tick));
+      txt(svg, 240, 471, "session runtime: $0.08 per session-hour", { "font-size": 20, "font-weight": 600 });
+      const cap = strip(svg, 506, 620);
+      const stop = pill(svg, "pauses", MINT);
+      return (t, now) => {
+        const cap0 = BOT - yb, target = Math.min(RATE * Math.max(0, t - 1), cap0) * (1 - seg(t, 11.2, 11.8));
+        const dt = cl(now - last, 0, 0.1); last = now;
+        lvl = user && now > 0 ? lvl + cl(target - lvl, -90 * dt, RATE * dt) : target;
+        const full = t > 1 && lvl >= cap0 - 0.5, flow = t > 1 && t < 11.2 && !full;
+        water.setAttribute("y", BOT - lvl); water.setAttribute("height", lvl + 1);
+        streams.forEach((s, i) => { s.setAttribute("height", Math.max(0, BOT - lvl - 198 - 2)); s.setAttribute("opacity", flow ? 0.75 + 0.25 * Math.sin(now * 14 + i * 2) : 0); });
+        handles.forEach((h, i) => tf(h, TX[i], 126, 1, flow ? 0 : 90));
+        line.setAttribute("d", `M158 ${yb} H664`); tf(knob, 686, yb); lab.setAttribute("y", yb - 32);
+        knob.setAttribute("aria-valuenow", Math.round(((MAX - yb) / (MAX - MIN)) * 100));
+        const n = Math.floor(now * 2.5) % 5; bars.forEach((b, i) => b.setAttribute("fill", i < (now > 0 ? n : 3) ? BLUE : SOFT));
+        tf(stop, 400, (BOT + yb) / 2, full ? 1 : 0); stop.setAttribute("opacity", full ? 1 : 0);
+        cap.textContent = full ? "At the budget every open run pauses" : "tokens are billed at each model's rates";
+      };
+    },
+  };
+
+  /* ---- title card, 16 by 9: a cotton reel with threads fanning out ---- */
+  SC.hero = {
+    w: 960, h: 540, dur: 1, still: 0,
+    build(svg) {
+      txt(svg, 64, 92, "CLAUDE MANAGED AGENTS, IN BETA", { "font-family": MONO, "font-size": 22, "font-weight": 700, fill: MUTE });
+      txt(svg, 64, 184, "Dynamic workflows", { "font-size": 82, "font-weight": 700 });
+      el("path", { d: "M68 214 H640", stroke: YEL, "stroke-width": 14, "stroke-linecap": "round" }, svg);
+      txt(svg, 64, 272, "How to turn them on, limits and cost", { "font-size": 26, "font-weight": 500, fill: MUTE });
+      txt(svg, 64, 470, "Checked 11 Oct 2026", { "font-family": MONO, "font-size": 22, "font-weight": 700 });
+      const RX = 560, RY = 400;
+      [[BLUE, -150], [LIL, -90], [MINT, -30], [SKY, 30], [YEL, 86]].forEach(([c, dy], i) => {
+        const y0 = RY - 36 + i * 18, y1 = RY + dy * 0.9 - 10;
+        el("path", { d: `M${RX + 50} ${y0} C${RX + 150} ${y0} ${RX + 130} ${y1} ${RX + 230} ${y1} S${RX + 290} ${y1 + 26} ${RX + 336} ${y1 + 4}`, stroke: INK, "stroke-width": 9, fill: "none", "stroke-linecap": "round" }, svg);
+        el("path", { d: `M${RX + 50} ${y0} C${RX + 150} ${y0} ${RX + 130} ${y1} ${RX + 230} ${y1} S${RX + 290} ${y1 + 26} ${RX + 336} ${y1 + 4}`, stroke: c, "stroke-width": 5, fill: "none", "stroke-linecap": "round" }, svg);
+      });
+      el("rect", { x: RX - 50, y: RY - 50, width: 100, height: 100, rx: 8, fill: LIL, stroke: INK, "stroke-width": 3 }, svg);
+      [-36, -18, 0, 18, 36].forEach((dy, i) => el("path", { d: `M${RX - 50} ${RY + dy} H${RX + 50}`, stroke: INK, "stroke-width": 2 }, svg));
+      el("rect", { x: RX - 66, y: RY - 70, width: 132, height: 22, rx: 11, fill: YEL, stroke: INK, "stroke-width": 3 }, svg);
+      el("rect", { x: RX - 66, y: RY + 48, width: 132, height: 22, rx: 11, fill: YEL, stroke: INK, "stroke-width": 3 }, svg);
+      return () => {};
+    },
+  };
+
+  /* ---- player ---- */
+  const q = new URLSearchParams(location.search), frozen = q.has("mgstill"), fixed = parseFloat(q.get("mgstill"));
+  const calm = matchMedia("(prefers-reduced-motion: reduce)").matches;
+  const mount = (fig) => {
+    const sc = SC[fig.dataset.scene], img = fig.querySelector("img"); if (!sc || !img) return;
+    const W = sc.w || 800, H = sc.h || 600;
+    const svg = el("svg", { viewBox: `0 0 ${W} ${H}`, class: "mg-svg", role: "group", "aria-label": img.alt || "" });
+    svg.style.aspectRatio = `${W} / ${H}`;
+    el("rect", { width: W, height: H, fill: "#fff" }, svg);
+    img.replaceWith(svg);
+    let off = 0, raf = 0, seen = false, held = calm;
+    const base = performance.now(), clock = () => (performance.now() - base) / 1000;
+    let draw = () => {};
+    const frame = () => { const now = clock(); draw(held ? sc.still : (((now + off) % sc.dur) + sc.dur) % sc.dur, now); };
+    const tick = () => { cancelAnimationFrame(raf); frame(); if (seen && !held) raf = requestAnimationFrame(tick); };
+    const api = { now: clock, seek: (s) => { off = s - clock(); held = false; tick(); }, poke: () => { held = false; tick(); } };
+    draw = sc.build(svg, api);
+    if (frozen) { draw(isNaN(fixed) ? sc.still : fixed, 0); return; }
+    new IntersectionObserver(([e]) => {
+      seen = e.isIntersecting;
+      if (seen) { tick(); if (!fig.dataset.sent && window.posthog) { fig.dataset.sent = 1; window.posthog.capture("blog_scene_view", { slug: location.pathname.split("/").filter(Boolean).pop(), scene: fig.dataset.scene }); } }
+      else cancelAnimationFrame(raf);
+    }, { threshold: 0.25 }).observe(fig);
+    svg.addEventListener("click", () => { if (!fig.dataset.hit && window.posthog) { fig.dataset.hit = 1; window.posthog.capture("blog_scene_interact", { slug: location.pathname.split("/").filter(Boolean).pop(), scene: fig.dataset.scene }); } });
+    frame();
+  };
+  const go = () => document.querySelectorAll("figure.mg[data-scene]").forEach(mount);
+  const fonts = document.fonts && document.fonts.load ? Promise.all([document.fonts.load('700 32px "Space Grotesk"'), document.fonts.load('500 20px "Space Grotesk"'), document.fonts.load('700 20px "JetBrains Mono"')]).catch(() => {}) : Promise.resolve();
+  const start = () => fonts.then(go, go);
+  if (document.readyState === "loading") document.addEventListener("DOMContentLoaded", start); else start();
+})();
diff --git a/blog/src/assets/media/claude-managed-agents-dynamic-workflows/switches.png b/blog/src/assets/media/claude-managed-agents-dynamic-workflows/switches.png
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diff --git a/blog/src/posts/claude-managed-agents-dynamic-workflows.md b/blog/src/posts/claude-managed-agents-dynamic-workflows.md
new file mode 100644
index 000000000..a4e1bf629
--- /dev/null
+++ b/blog/src/posts/claude-managed-agents-dynamic-workflows.md
@@ -0,0 +1,124 @@
+---
+title: "Claude Managed Agents dynamic workflows: limits and cost"
+seoTitle: "Claude Managed Agents: dynamic workflows explained"
+description: "Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026."
+date: 2026-10-11
+category: concepts
+categoryLabel: Concepts
+type: Non-technical
+primaryKeyword: "claude managed agents"
+secondaryKeywords: ["claude managed agents dynamic workflows", "claude dynamic workflows", "managed agents workflow runs", "claude managed agents pricing", "multiagent_20261001"]
+tags: ["Concepts", "Claude Code", "AI Agents"]
+faq:
+  - q: "Are dynamic workflows in Claude Managed Agents generally available?"
+    a: "No. Anthropic's platform release notes entry for October 9, 2026 says dynamic workflows are in beta with the managed-agents-2026-04-01 beta header. The Managed Agents overview says Claude Managed Agents itself is in beta, and that behaviors may be refined between releases."
+  - q: "How many agents can one workflow run start?"
+    a: "Anthropic's workflow runs page, checked 11 Oct 2026, lists 1,000 agents that a workflow starts over the run's whole life, and 64 threads working at once in one run. It says the API doesn't guarantee the 64, so it can change."
+  - q: "Do dynamic workflows cost extra?"
+    a: "The workflow runs page says a run has no price of its own. The tokens its agents use are billed like the session's other tokens, at each model's rates. Anthropic's pricing page lists session runtime at $0.08 per session-hour, checked 11 Oct 2026."
+  - q: "Can you start a workflow run with an API call?"
+    a: "No. The workflow runs page says only the agent starts a run. The multiagent page says you describe the work in a user.message, and the agent determines whether and when to start a run. You steer that choice in the message or in the agent's system prompt."
+  - q: "Are dynamic workflows on by default?"
+    a: "With the multiagent_20261001 type, yes. Anthropic's multiagent page says subagents and workflows are both enabled by default with that type. To turn one off you set it to {\"type\": \"disabled\"}. The older coordinator type can't start workflow runs."
+---
+
+Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents in the background and combines their results. They have been in beta since 9 October 2026. Our view: a good fit for work with many pieces, and a reason to set a budget first. Checked 11 Oct 2026.
+
+We have not tried dynamic workflows. This page reports what Anthropic's documentation says. [Munder Difflin](https://harnessmd.com/download) is free and open source: a desktop app that runs a team of coding agents such as Claude Code, Codex and Gemini CLI on your own computer. It sits at the local end of this choice, and Managed Agents sits at the hosted end. The [install guide](/blog/how-to-install-and-use-munder-difflin/) covers setup, and the [Concepts hub](/blog/topics/concepts/) explains the terms.
+
+## What is Claude Managed Agents?
+
+Claude Managed Agents is Anthropic's hosted agent runner on the Claude API. The [overview](https://platform.claude.com/docs/en/managed-agents/overview) calls it a pre-built, "configurable agent harness that runs in managed infrastructure", best for long-running tasks and asynchronous work.
+
+The overview names four concepts: an agent, an environment, a session and events. The environment is an Anthropic-managed cloud sandbox, or a self-hosted sandbox on your own infrastructure.
+
+It is in beta. The overview says all Managed Agents endpoints require the `managed-agents-2026-04-01` beta header, and that access is enabled by default for all API accounts. If you want the library instead of the hosted service, see [what the Claude Agent SDK is](/blog/what-is-claude-agent-sdk/).
+
+## What are dynamic workflows?
+
+Dynamic workflows are the feature that lets an agent write a workflow and start a run of it. Anthropic's [workflow runs page](https://platform.claude.com/docs/en/managed-agents/workflow-runs) defines a workflow as "a program that an agent writes to run many agents and combine what they return".
+
+The [release notes](https://platform.claude.com/docs/en/release-notes/overview) entry for October 9, 2026 gives the use case: work with many pieces, such as reviewing hundreds of documents. The server runs the workflow in the background.
+
+The workflow runs page lists five things the program can do:
+
+1. Run many agents at the same time.
+2. Pass one agent's result to another agent.
+3. Determine which agents run next, and write their prompts.
+4. Repeat work, such as revising a draft until a review passes.
+5. Handle a failed agent, or let it end the run.
+
+In the page's example diagram, three agents read contracts in the first phase, and one agent in the second phase works with what they returned.
+
+<figure class="mg" data-scene="tracks"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/tracks.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. Three rail wagons labelled contract roll along three tracks side by side in a first phase. The tracks join at a junction, three paper slips travel along them, and a single wagon labelled one agent carries the slips away in a second phase."><figcaption>Anthropic's example: three agents read contracts in the first phase, and one agent in the second phase combines the results. Workflow runs page, checked 11 Oct 2026.</figcaption></figure>
+
+## How do you turn dynamic workflows on?
+
+You set the agent's `multiagent` field to the `multiagent_20261001` type. The release notes give this value:
+
+```json
+{"type": "multiagent_20261001", "workflows": {"type": "enabled"}}
+```
+
+The [multiagent page](https://platform.claude.com/docs/en/managed-agents/multiagent-orchestration) says dynamic workflows and delegating (`subagents`) are both on by default with this type. For dynamic workflows without delegating, it says to add `"subagents": {"type": "disabled"}`.
+
+The older `coordinator` type can't start workflow runs.
+
+There is no start call. The workflow runs page says "Only the agent starts a run." The multiagent page says you describe the work in a `user.message`, and the agent determines whether and when to start one.
+
+<figure class="mg" data-scene="switches"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/switches.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. A wall plate labelled multiagent_20261001 holds two light switches, subagents and workflows. Both click on and a bulb lights above each. Then the subagents switch flips off and its bulb goes dark. You can tap either switch."><figcaption>With the multiagent_20261001 type, subagents and workflows are both on by default, and each can be turned off. Multiagent page, checked 11 Oct 2026.</figcaption></figure>
+
+## What are the limits in beta?
+
+One run can start 1,000 agents over its life, with 64 threads working at once, a number the API doesn't guarantee. These are the figures on Anthropic's pages on 11 Oct 2026. The first four rows are the whole limits table on the workflow runs page. The last is our selection from the multiagent page.
+
+| Limit | Value on 11 Oct 2026 | Anthropic's note |
+| --- | --- | --- |
+| Threads working at once in one run | 64 | The API doesn't guarantee this number |
+| Agents a workflow starts over the run's whole life | 1,000 | Past it, the run ends with `thread_limit_error` |
+| Run lifetime | 24 hours by default | The agent can set a shorter one |
+| Runs open at once in a session | 10 by default | Idle runs count |
+| Subagent child threads at a time | At most 25 | A run's threads don't count |
+
+The workflow runs page says the server has other limits on workflows "that aren't listed here". A run's model requests also count toward your Messages API rate limits.
+
+<figure class="mg" data-scene="carpark"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/carpark.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. A car park with 64 bays fills with small cars, and one more car waits outside until a bay frees up. A counter beside it climbs to 1,000, and a clock hand sweeps one full day of 24 hours."><figcaption>64 threads at once (not guaranteed), 1,000 agents over a run's life, and a 24 hour default lifetime. Workflow runs page, checked 11 Oct 2026.</figcaption></figure>
+
+## What does a workflow run cost?
+
+A run has no price of its own, by Anthropic's wording. The workflow runs page says the tokens its agents use "are billed like the session's other tokens, at each model's rates".
+
+Anthropic's [pricing page](https://platform.claude.com/docs/en/about-claude/pricing) says Claude Managed Agents is billed on two dimensions: tokens and session runtime. On 11 Oct 2026 it listed session runtime at $0.08 per session-hour, counted while the session's status is `running`.
+
+The multiagent page says it plainly: "every agent in a run uses tokens".
+
+The control is a [session budget](https://platform.claude.com/docs/en/managed-agents/budgets), an optional hard spend ceiling. The budgets page says you attach it when the session is created, and adding one later is rejected with a 400 error. The workflow runs page says a run can pass the budget by one request for each working thread.
+
+At the budget every open run pauses. A paused run's lifetime keeps passing, which is a polite way of saying the clock does not care.
+
+<figure class="mg" data-scene="bathtub"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/bathtub.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. Three taps on a pipe labelled tokens fill one bathtub that has a dashed line marked budget. A small ticker labelled session runtime, $0.08 per session-hour, ticks below it. When the water reaches the line the taps close and a label says pauses. You can drag the budget line."><figcaption>A run has no price of its own. Session runtime was $0.08 per session-hour on 11 Oct 2026, on top of tokens. The drawing shows a budget pausing the run.</figcaption></figure>
+
+## How is this different from subagents?
+
+With subagents the agent delegates and reads each report itself. With a workflow, a program does the handing out. The multiagent page says results are "passed programmatically from one agent to another".
+
+The trade is follow-up. The agent can send a subagent more messages. It can't send follow-up messages to a run's threads, and the server archives each one by the end of its run.
+
+Claude Code is a separate product. See [Claude Code agent teams](/blog/claude-code-agent-teams/) and [subagents against a multi-agent harness](/blog/claude-code-subagents-vs-multi-agent-harness/).
+
+## What does it mean if you run coding agents on your own computer?
+
+Nothing changes for you today, because this is an API feature for Managed Agents sessions. The overview says sessions store conversation history, sandbox state and outputs server-side, and that Managed Agents is "not currently eligible" for Zero Data Retention.
+
+Our view: pick hosted runs for large batch work, and local agents for daily work in your own repo. See [local-first and cloud agent SDKs](/blog/local-first-vs-cloud-agent-sdks/).
+
+## What should you do now?
+
+Try it on one small job first.
+
+1. Create a test agent with the `multiagent_20261001` type.
+2. Create the session with a small budget.
+3. Tell the agent in its system prompt when to start a run.
+4. Follow the `workflow_run.*` events.
+
+<link rel="stylesheet" href="/blog/assets/media/claude-managed-agents-dynamic-workflows/motion.css"><script defer src="/blog/assets/media/claude-managed-agents-dynamic-workflows/motion.js"></script>
diff --git a/blog/src/posts/what-is-claude-agent-sdk.md b/blog/src/posts/what-is-claude-agent-sdk.md
index 407ebc2e2..12a89292d 100644
--- a/blog/src/posts/what-is-claude-agent-sdk.md
+++ b/blog/src/posts/what-is-claude-agent-sdk.md
@@ -120,7 +120,7 @@ Our view: use the SDK when the agent is a part inside software you ship or sched
 
 1. The Claude Code CLI, for interactive work in a terminal.
 2. Munder Difflin, if you want several CLI agents side by side. See [what a multi-agent harness is](/blog/what-is-a-multi-agent-harness/).
-3. Managed Agents, which the overview lists for when you want Anthropic to host the agent.
+3. Managed Agents, which the overview lists for when you want Anthropic to host the agent. See [dynamic workflows in Managed Agents](/blog/claude-managed-agents-dynamic-workflows/).
 
 A library gives you every knob. It also gives you every knob.
 
diff --git a/docs/blog/agent-tools-today-2026-10-10/index.html b/docs/blog/agent-tools-today-2026-10-10/index.html
index 30bc7b21f..1f17faf2c 100644
--- a/docs/blog/agent-tools-today-2026-10-10/index.html
+++ b/docs/blog/agent-tools-today-2026-10-10/index.html
@@ -241,7 +241,7 @@ <h2 id="how-this-list-is-built" tabindex="-1">How this list is built <a class="a
 
   <footer class="post-foot wrap"><div class="prevnext">
       <a class="pn prev" href="/blog/codex-vs-claude-code-usage-limits/"><span class="k">← Older</span><span class="t">Codex Usage Limits vs Claude Code: What Each Plan Gives You</span></a>
-      <span></span>
+      <a class="pn next" href="/blog/claude-managed-agents-dynamic-workflows/"><span class="k">Newer →</span><span class="t">Claude Managed Agents dynamic workflows: limits and cost</span></a>
     </div>
     <section class="related">
       <h2>Related in News</h2>
diff --git a/docs/blog/agents-rule-of-two/index.html b/docs/blog/agents-rule-of-two/index.html
index b73c5975b..908e16e7b 100644
--- a/docs/blog/agents-rule-of-two/index.html
+++ b/docs/blog/agents-rule-of-two/index.html
@@ -331,50 +331,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/ai-agent-glossary/index.html b/docs/blog/ai-agent-glossary/index.html
index 7193d8ee2..6b9dcd369 100644
--- a/docs/blog/ai-agent-glossary/index.html
+++ b/docs/blog/ai-agent-glossary/index.html
@@ -303,50 +303,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/assets/media/claude-managed-agents-dynamic-workflows/bathtub.png b/docs/blog/assets/media/claude-managed-agents-dynamic-workflows/bathtub.png
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diff --git a/docs/blog/assets/media/claude-managed-agents-dynamic-workflows/motion.css b/docs/blog/assets/media/claude-managed-agents-dynamic-workflows/motion.css
new file mode 100644
index 000000000..7e24b2fb1
--- /dev/null
+++ b/docs/blog/assets/media/claude-managed-agents-dynamic-workflows/motion.css
@@ -0,0 +1,13 @@
+/* Bright coded scenes for "Claude Managed Agents dynamic workflows". Pairs with motion.js. */
+.prose figure.mg { margin: 42px 0; }
+.prose figure.mg img, .mg .mg-svg { display: block; width: 100%; height: auto; border: 1px solid #1A1320; border-radius: 18px; background: #fff; }
+.mg figcaption { font: 500 13px/1.5 "Space Grotesk", system-ui, sans-serif; color: #6B5878; padding-top: 10px; text-align: center; }
+.mg .mg-svg { touch-action: manipulation; -webkit-tap-highlight-color: transparent; }
+.mg .mg-svg text { -webkit-user-select: none; user-select: none; pointer-events: none; }
+.mg .mg-hit { cursor: pointer; outline: none; }
+.mg [role="slider"] { cursor: grab; touch-action: none; }
+.mg .mg-ring { stroke-opacity: 0; transition: stroke-opacity 0.15s; }
+.mg .mg-hit:focus-visible .mg-ring { stroke-opacity: 1; }
+.mg [role="slider"]:focus-visible circle:nth-child(2) { stroke-width: 5; }
+@media (hover: hover) { .mg .mg-hit:hover .mg-ring { stroke-opacity: 0.5; } }
+@media (prefers-reduced-motion: reduce) { .mg .mg-ring { transition: none; } }
diff --git a/docs/blog/assets/media/claude-managed-agents-dynamic-workflows/motion.js b/docs/blog/assets/media/claude-managed-agents-dynamic-workflows/motion.js
new file mode 100644
index 000000000..98954503c
--- /dev/null
+++ b/docs/blog/assets/media/claude-managed-agents-dynamic-workflows/motion.js
@@ -0,0 +1,285 @@
+/* Bright coded scenes for "Claude Managed Agents dynamic workflows". Vanilla JS, no library.
+   <figure class="mg" data-scene="NAME"> holds a still image; this script swaps in a live SVG.
+   Plays only in view, honours reduced motion, "?mgstill" freezes each scene on its still frame. */
+(() => {
+  const NS = "http://www.w3.org/2000/svg";
+  const INK = "#1A1320", YEL = "#FFCA54", BLUE = "#6C8EF5", LIL = "#B69CFF", MINT = "#7FD8AE", SKY = "#9AD8FF", SOFT = "#F1ECF9", MUTE = "#7A6A88";
+  const SANS = '"Space Grotesk", system-ui, sans-serif', MONO = '"JetBrains Mono", ui-monospace, monospace';
+  const el = (t, a = {}, p) => { const n = document.createElementNS(NS, t); for (const k in a) n.setAttribute(k, a[k]); if (p) p.appendChild(n); return n; };
+  const txt = (p, x, y, s, a = {}) => { const n = el("text", Object.assign({ x, y, "font-family": SANS, "font-size": 24, "font-weight": 600, fill: INK }, a), p); n.textContent = s; return n; };
+  const cl = (v, a = 0, b = 1) => Math.max(a, Math.min(b, v));
+  const seg = (t, a, b) => cl((t - a) / (b - a));
+  const oc = (x) => 1 - Math.pow(1 - x, 3);
+  const ob = (x) => { const c = 1.70158; return 1 + (c + 1) * Math.pow(x - 1, 3) + c * Math.pow(x - 1, 2); };
+  const io = (x) => (x < 0.5 ? 4 * x * x * x : 1 - Math.pow(-2 * x + 2, 3) / 2);
+  const tf = (n, x, y, s = 1, r = 0) => n.setAttribute("transform", `translate(${x} ${y}) rotate(${r}) scale(${s})`);
+  const button = (g, label, fn) => {
+    g.setAttribute("role", "button"); g.setAttribute("tabindex", "0"); g.setAttribute("aria-label", label); g.classList.add("mg-hit");
+    g.addEventListener("click", fn);
+    g.addEventListener("keydown", (e) => { if (e.key === "Enter" || e.key === " ") { e.preventDefault(); fn(); } });
+  };
+  const strip = (svg, y, w = 680) => {
+    el("rect", { x: (800 - w) / 2, y, width: w, height: 48, rx: 24, fill: SOFT }, svg);
+    return txt(svg, 400, y + 31, "", { "text-anchor": "middle", "font-size": 20, "font-weight": 500 });
+  };
+
+  const pill = (p, s, fill, a = {}) => {
+    const g = el("g", {}, p), r = el("rect", { y: -22, height: 44, rx: 22, fill, stroke: INK, "stroke-width": 3 }, g), t = txt(g, 0, 7, s, Object.assign({ "text-anchor": "middle", "font-size": 20, "font-weight": 700 }, a));
+    const w = t.getComputedTextLength() + 36; r.setAttribute("x", -w / 2); r.setAttribute("width", w);
+    return g;
+  };
+
+  const SC = {};
+
+  /* ---- 1. three rail tracks merge at a junction: three wagons in the first phase, one in the second ---- */
+  SC.tracks = {
+    dur: 11, still: 9,
+    build(svg) {
+      txt(svg, 44, 62, "Anthropic's example", { "font-size": 32, "font-weight": 700 });
+      const Y = [230, 320, 410], COL = [YEL, LIL, SKY];
+      const d = (y) => `M30 ${y} H300 C400 ${y} 400 320 500 320 H770`;
+      Y.forEach((y) => el("path", { d: d(y), stroke: INK, "stroke-width": 14, fill: "none", "stroke-linecap": "round" }, svg));
+      const paths = Y.map((y) => el("path", { d: d(y), stroke: SOFT, "stroke-width": 8, fill: "none", "stroke-linecap": "round" }, svg));
+      el("path", { d: "M430 128 V476", stroke: LIL, "stroke-width": 2, "stroke-dasharray": "6 8", fill: "none" }, svg);
+      txt(svg, 215, 150, "first phase", { "text-anchor": "middle", "font-size": 24, "font-weight": 700 });
+      txt(svg, 615, 150, "second phase", { "text-anchor": "middle", "font-size": 24, "font-weight": 700 });
+      const wagon = (w, h, label, col) => {
+        const g = el("g", {}, svg);
+        el("rect", { x: -w / 2, y: -h - 14, width: w, height: h, rx: 12, fill: col, stroke: INK, "stroke-width": 3 }, g);
+        [-w / 4, w / 4].forEach((x) => el("circle", { cx: x, cy: -14, r: 9, fill: "#fff", stroke: INK, "stroke-width": 3 }, g));
+        txt(g, 0, -h / 2 - 9, label, { "text-anchor": "middle", "font-size": 20, "font-weight": 700 });
+        return g;
+      };
+      const slips = paths.map((p) => {
+        const g = el("g", {}, svg);
+        el("rect", { x: -14, y: -18, width: 28, height: 36, rx: 5, fill: "#fff", stroke: INK, "stroke-width": 2.5 }, g);
+        el("path", { d: "M-7 -7 H7 M-7 1 H7 M-7 9 H3", stroke: INK, "stroke-width": 2.5, "stroke-linecap": "round" }, g);
+        return { g, p, L: p.getTotalLength() };
+      });
+      const wag = Y.map((y, i) => wagon(124, 44, "contract", COL[i]));
+      const eng = wagon(150, 54, "one agent", MINT);
+      const cap = strip(svg, 506, 700);
+      return (t) => {
+        const out = 1 - seg(t, 10.3, 10.8);
+        const go = io(seg(t, 6.2, 7.6));
+        wag.forEach((g, i) => { tf(g, -90 + 290 * oc(seg(t, 0.3 + i * 0.35, 1.7 + i * 0.35)), Y[i]); g.setAttribute("opacity", out); });
+        slips.forEach((s, i) => {
+          const a = 2.7 + i * 0.55, k = seg(t, a, a + 1.5), pt = s.p.getPointAtLength(170 + (s.L - 230 - 170) * io(k));
+          if (k < 1) tf(s.g, pt.x, pt.y - 34 - 26 * Math.sin(k * Math.PI), 1, Math.sin(k * Math.PI * 2) * 8);
+          else tf(s.g, 585 + 85 * go + (i - 1) * 38, 244, 1, (i - 1) * 7);
+          s.g.setAttribute("opacity", k <= 0 ? 0 : out);
+        });
+        let bump = 0; [0, 1, 2].forEach((i) => { const a = 4.2 + i * 0.55; bump += Math.sin(seg(t, a, a + 0.3) * Math.PI) * 0.06; });
+        eng.setAttribute("transform", `translate(${585 + 85 * go} 320) scale(${1 + bump} ${1 - bump})`);
+        eng.setAttribute("opacity", out);
+        cap.textContent = t < 5.9 ? "three agents read contracts in the first phase" : "one agent in the second phase works with what they returned";
+      };
+    },
+  };
+
+  /* ---- 2. a wall plate with two switches, both on by default ---- */
+  SC.switches = {
+    dur: 10, still: 7.2,
+    build(svg, api) {
+      txt(svg, 44, 62, "On by default", { "font-size": 32, "font-weight": 700 });
+      txt(svg, 756, 60, "tap a switch", { "text-anchor": "end", "font-size": 20, fill: MUTE, "font-weight": 500 });
+      const X = [280, 520], NAMES = ["subagents", "workflows"];
+      const bulbs = X.map((x) => {
+        el("path", { d: `M${x} 166 V200`, stroke: INK, "stroke-width": 3 }, svg);
+        const rays = el("path", { d: [0, 1, 2, 3, 4].map((i) => { const a = Math.PI * (1 + (i + 0.5) / 5 * 1 ) ; const c = Math.cos(a), s = Math.sin(a); return `M${x + c * 36} ${128 + s * 36} L${x + c * 50} ${128 + s * 50}`; }).join(" "), stroke: INK, "stroke-width": 3, "stroke-linecap": "round" }, svg);
+        el("rect", { x: x - 11, y: 148, width: 22, height: 18, rx: 5, fill: SOFT, stroke: INK, "stroke-width": 3 }, svg);
+        const b = el("circle", { cx: x, cy: 128, r: 26, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+        return { b, rays };
+      });
+      el("rect", { x: 160, y: 200, width: 480, height: 278, rx: 28, fill: SOFT, stroke: INK, "stroke-width": 3 }, svg);
+      txt(svg, 400, 246, "multiagent_20261001", { "text-anchor": "middle", "font-family": MONO, "font-size": 26, "font-weight": 700 });
+      let user = null; const v = [0, 0];
+      const rock = X.map((x, i) => {
+        const g = el("g", {}, svg);
+        el("rect", { x: x - 54, y: 262, width: 108, height: 152, rx: 24, fill: "none", stroke: INK, "stroke-width": 2, "stroke-dasharray": "3 7", class: "mg-ring" }, g);
+        el("rect", { x: x - 44, y: 272, width: 88, height: 132, rx: 18, fill: "#fff", stroke: INK, "stroke-width": 3 }, g);
+        const r = el("rect", { x: x - 32, width: 64, height: 58, rx: 12, stroke: INK, "stroke-width": 3 }, g);
+        txt(svg, x, 448, NAMES[i], { "text-anchor": "middle", "font-family": MONO, "font-size": 22, "font-weight": 700 });
+        button(g, `Switch ${NAMES[i]} on or off`, () => { if (!user) user = v.map((k) => k > 0.5); user[i] = !user[i]; g.setAttribute("aria-pressed", user[i]); api.poke(); });
+        return r;
+      });
+      el("rect", { x: 60, y: 506, width: 680, height: 48, rx: 24, fill: SOFT }, svg);
+      const cap = txt(svg, 400, 537, "", { "text-anchor": "middle", "font-size": 20, "font-weight": 500 });
+      return (t) => {
+        const tg = user ? user.map(Number) : [seg(t, 0.6, 0.9) * (1 - seg(t, 4.6, 4.9)), seg(t, 1.2, 1.5)];
+        tg.forEach((k, i) => {
+          v[i] = user ? v[i] + (k - v[i]) * 0.3 : k;
+          const on = v[i] > 0.5;
+          rock[i].setAttribute("y", 336 - 54 * v[i]); rock[i].setAttribute("fill", on ? MINT : SOFT);
+          bulbs[i].b.setAttribute("fill", on ? YEL : "#fff"); bulbs[i].rays.setAttribute("opacity", on ? 1 : 0);
+        });
+        const a = v[0] > 0.5, b = v[1] > 0.5;
+        const s = a && b ? "subagents and workflows are both on by default" : !a && b ? '"subagents": {"type": "disabled"}' : a && !b ? '"workflows": {"type": "disabled"}' : user ? '{"type": "disabled"}' : "";
+        cap.textContent = s; cap.setAttribute("font-family", a && b ? SANS : MONO);
+      };
+    },
+  };
+
+  /* ---- 3. a car park with 64 bays, a counter towards 1,000 and a 24 hour clock ---- */
+  SC.carpark = {
+    dur: 11, still: 8.6,
+    build(svg) {
+      txt(svg, 44, 62, "The limits in beta", { "font-size": 32, "font-weight": 700 });
+      txt(svg, 756, 60, "on 11 Oct 2026", { "text-anchor": "end", "font-size": 20, fill: MUTE, "font-weight": 500 });
+      const X0 = 44, Y0 = 134, BW = 42, BH = 38, COL = [YEL, BLUE, LIL, SKY, MINT];
+      el("rect", { x: X0 - 6, y: Y0 - 6, width: BW * 8 + 12, height: BH * 8 + 12, rx: 12, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+      const car = (col) => { const g = el("g", {}, svg); el("rect", { x: -15, y: -11, width: 30, height: 22, rx: 7, fill: col, stroke: INK, "stroke-width": 2 }, g); el("path", { d: "M5 -6 V6", stroke: INK, "stroke-width": 2, "stroke-linecap": "round" }, g); return g; };
+      const bays = Array.from({ length: 64 }, (_, i) => {
+        const x = X0 + (i % 8) * BW, y = Y0 + Math.floor(i / 8) * BH;
+        el("rect", { x: x + 2, y: y + 2, width: BW - 4, height: BH - 4, rx: 6, fill: SOFT, stroke: LIL, "stroke-width": 1.5 }, svg);
+        return { x: x + BW / 2, y: y + BH / 2, rank: (i * 37 + 11) % 64 };
+      });
+      bays.forEach((b, i) => { b.g = car(COL[(i * 7 + Math.floor(i / 8) * 3 + (i % 3)) % 5]); });
+      const FREE = 31, wait = car(YEL), WX = 406;
+      txt(svg, 44, 488, "64 threads working at once", { "font-size": 22, "font-weight": 700 });
+      txt(svg, 44, 520, "The API doesn't guarantee this number", { "font-size": 20, "font-weight": 500, fill: MUTE });
+      const CX = 596;
+      el("rect", { x: 440, y: 128, width: 312, height: 84, rx: 16, fill: SOFT, stroke: INK, "stroke-width": 3 }, svg);
+      const num = txt(svg, CX, 189, "0", { "text-anchor": "middle", "font-family": MONO, "font-size": 54, "font-weight": 700 });
+      txt(svg, CX, 244, "agents over the run's whole life", { "text-anchor": "middle", "font-size": 20, "font-weight": 500 });
+      const CY = 356, R = 78;
+      el("circle", { cx: CX, cy: CY, r: R, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+      const sector = el("path", { fill: MINT, stroke: INK, "stroke-width": 2, "stroke-linejoin": "round" }, svg);
+      el("path", { d: Array.from({ length: 24 }, (_, i) => { const a = (i / 24) * 6.2832, c = Math.sin(a), s = -Math.cos(a), r1 = i % 6 ? R - 9 : R - 16; return `M${CX + c * r1} ${CY + s * r1} L${CX + c * (R - 3)} ${CY + s * (R - 3)}`; }).join(" "), stroke: INK, "stroke-width": 2, "stroke-linecap": "round" }, svg);
+      const hand = el("path", { stroke: INK, "stroke-width": 4, "stroke-linecap": "round" }, svg);
+      el("circle", { cx: CX, cy: CY, r: 6, fill: INK }, svg);
+      txt(svg, CX, 488, "24 hours by default", { "text-anchor": "middle", "font-size": 22, "font-weight": 700 });
+      txt(svg, CX, 520, "run lifetime", { "text-anchor": "middle", "font-size": 20, "font-weight": 500, fill: MUTE });
+      return (t) => {
+        bays.forEach((b, i) => {
+          const a = 0.4 + (b.rank / 64) * 3.2; let k = ob(seg(t, a, a + 0.3));
+          if (i === FREE) k = t < 5 ? k : 1 - seg(t, 5.0, 5.4);
+          tf(b.g, b.x, b.y, Math.max(k, 0)); b.g.setAttribute("opacity", k <= 0.02 ? 0 : 1);
+        });
+        const w = ob(seg(t, 4.0, 4.3)), m = io(seg(t, 5.6, 6.3)), f = bays[FREE];
+        tf(wait, WX + (f.x - WX) * m, f.y, w + Math.sin(t * 6) * 0.05 * (m <= 0 ? 1 : 0)); wait.setAttribute("opacity", w <= 0 ? 0 : 1);
+        const k = seg(t, 0.4, 7), a = Math.min(k, 0.9999) * 6.2832;
+        num.textContent = Math.round(1000 * k).toLocaleString("en-US");
+        const hx = CX + Math.sin(a) * (R - 6), hy = CY - Math.cos(a) * (R - 6);
+        sector.setAttribute("d", k <= 0 ? "" : `M${CX} ${CY} L${CX} ${CY - R + 6} A${R - 6} ${R - 6} 0 ${a > Math.PI ? 1 : 0} 1 ${hx} ${hy} Z`);
+        hand.setAttribute("d", `M${CX} ${CY} L${CX + Math.sin(a) * (R - 22)} ${CY - Math.cos(a) * (R - 22)}`);
+      };
+    },
+  };
+
+  /* ---- 4. three taps fill one bathtub up to a budget line, then close ---- */
+  SC.bathtub = {
+    dur: 12, still: 8.4,
+    build(svg, api) {
+      txt(svg, 44, 62, "A run has no price of its own", { "font-size": 32, "font-weight": 700 });
+      txt(svg, 756, 60, "drag the budget", { "text-anchor": "end", "font-size": 20, fill: MUTE, "font-weight": 500 });
+      txt(svg, 44, 98, "“every agent in a run uses tokens”", { "font-size": 20, "font-weight": 500, fill: MUTE });
+      const TX = [270, 400, 530], TOP = 236, BOT = 404, RATE = 24;
+      txt(svg, 60, 157, "tokens", { "font-size": 22, "font-weight": 700 });
+      el("rect", { x: 150, y: 138, width: 440, height: 22, rx: 11, fill: SOFT, stroke: INK, "stroke-width": 3 }, svg);
+      const streams = TX.map((x) => el("rect", { x: x - 6, y: 198, width: 12, rx: 6, fill: SKY, stroke: INK, "stroke-width": 2 }, svg));
+      const handles = TX.map((x) => {
+        el("rect", { x: x - 10, y: 158, width: 20, height: 26, fill: SOFT, stroke: INK, "stroke-width": 3 }, svg);
+        el("rect", { x: x - 18, y: 182, width: 36, height: 18, rx: 6, fill: LIL, stroke: INK, "stroke-width": 3 }, svg);
+        const h = el("g", {}, svg); el("rect", { x: -22, y: -6, width: 44, height: 12, rx: 6, fill: YEL, stroke: INK, "stroke-width": 3 }, h);
+        el("circle", { cx: x, cy: 126, r: 5, fill: INK }, svg);
+        return h;
+      });
+      const tub = `M150 ${TOP} H650 V${BOT - 64} Q650 ${BOT} 586 ${BOT} H214 Q150 ${BOT} 150 ${BOT - 64} Z`;
+      const cp = el("clipPath", { id: "mg-tub-" + Math.random().toString(36).slice(2, 8) }, svg); el("path", { d: tub }, cp);
+      el("path", { d: `M214 ${BOT} L200 ${BOT + 22} M586 ${BOT} L600 ${BOT + 22}`, stroke: INK, "stroke-width": 6, "stroke-linecap": "round" }, svg);
+      el("path", { d: tub, fill: "#fff" }, svg);
+      const water = el("rect", { x: 150, width: 500, fill: SKY, "clip-path": `url(#${cp.id})` }, svg);
+      el("path", { d: tub, fill: "none", stroke: INK, "stroke-width": 3, "stroke-linejoin": "round" }, svg);
+      el("rect", { x: 134, y: TOP - 12, width: 532, height: 20, rx: 10, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+      const line = el("path", { stroke: INK, "stroke-width": 3, "stroke-dasharray": "10 8", "stroke-linecap": "round" }, svg);
+      const MIN = 268, MAX = 364; let yb = 292, lvl = 0, user = false, last = 0;
+      const knob = el("g", { role: "slider", tabindex: 0, "aria-label": "Budget line", "aria-valuemin": 0, "aria-valuemax": 100, "aria-orientation": "vertical" }, svg);
+      el("circle", { r: 26, fill: "none", stroke: INK, "stroke-width": 2, "stroke-dasharray": "3 7", class: "mg-ring" }, knob);
+      el("circle", { r: 16, fill: YEL, stroke: INK, "stroke-width": 3 }, knob);
+      el("path", { d: "M-6 -3 L0 -9 L6 -3 M-6 3 L0 9 L6 3", stroke: INK, "stroke-width": 2.5, fill: "none", "stroke-linecap": "round", "stroke-linejoin": "round" }, knob);
+      const lab = txt(svg, 714, 0, "budget", { "text-anchor": "middle", "font-size": 22, "font-weight": 700 });
+      const set = (y) => { yb = cl(y, MIN, MAX); user = true; api.poke(); };
+      let drag = false;
+      const toY = (e) => { const m = svg.getScreenCTM(); return m ? (e.clientY - m.f) / m.d : yb; };
+      knob.addEventListener("pointerdown", (e) => { drag = true; knob.setPointerCapture(e.pointerId); e.preventDefault(); });
+      knob.addEventListener("pointermove", (e) => { if (drag) set(toY(e)); });
+      ["pointerup", "pointercancel"].forEach((n) => knob.addEventListener(n, () => { drag = false; }));
+      knob.addEventListener("keydown", (e) => { const s = e.key === "ArrowUp" || e.key === "ArrowRight" ? -12 : e.key === "ArrowDown" || e.key === "ArrowLeft" ? 12 : 0; if (s) { e.preventDefault(); set(yb + s); } });
+      const tick = el("g", { transform: "translate(150 444)" }, svg);
+      el("rect", { width: 76, height: 40, rx: 10, fill: "#fff", stroke: INK, "stroke-width": 3 }, tick);
+      const bars = [0, 1, 2, 3].map((i) => el("rect", { x: 12 + i * 14, y: 10, width: 9, height: 20, rx: 3, stroke: INK, "stroke-width": 1.5 }, tick));
+      txt(svg, 240, 471, "session runtime: $0.08 per session-hour", { "font-size": 20, "font-weight": 600 });
+      const cap = strip(svg, 506, 620);
+      const stop = pill(svg, "pauses", MINT);
+      return (t, now) => {
+        const cap0 = BOT - yb, target = Math.min(RATE * Math.max(0, t - 1), cap0) * (1 - seg(t, 11.2, 11.8));
+        const dt = cl(now - last, 0, 0.1); last = now;
+        lvl = user && now > 0 ? lvl + cl(target - lvl, -90 * dt, RATE * dt) : target;
+        const full = t > 1 && lvl >= cap0 - 0.5, flow = t > 1 && t < 11.2 && !full;
+        water.setAttribute("y", BOT - lvl); water.setAttribute("height", lvl + 1);
+        streams.forEach((s, i) => { s.setAttribute("height", Math.max(0, BOT - lvl - 198 - 2)); s.setAttribute("opacity", flow ? 0.75 + 0.25 * Math.sin(now * 14 + i * 2) : 0); });
+        handles.forEach((h, i) => tf(h, TX[i], 126, 1, flow ? 0 : 90));
+        line.setAttribute("d", `M158 ${yb} H664`); tf(knob, 686, yb); lab.setAttribute("y", yb - 32);
+        knob.setAttribute("aria-valuenow", Math.round(((MAX - yb) / (MAX - MIN)) * 100));
+        const n = Math.floor(now * 2.5) % 5; bars.forEach((b, i) => b.setAttribute("fill", i < (now > 0 ? n : 3) ? BLUE : SOFT));
+        tf(stop, 400, (BOT + yb) / 2, full ? 1 : 0); stop.setAttribute("opacity", full ? 1 : 0);
+        cap.textContent = full ? "At the budget every open run pauses" : "tokens are billed at each model's rates";
+      };
+    },
+  };
+
+  /* ---- title card, 16 by 9: a cotton reel with threads fanning out ---- */
+  SC.hero = {
+    w: 960, h: 540, dur: 1, still: 0,
+    build(svg) {
+      txt(svg, 64, 92, "CLAUDE MANAGED AGENTS, IN BETA", { "font-family": MONO, "font-size": 22, "font-weight": 700, fill: MUTE });
+      txt(svg, 64, 184, "Dynamic workflows", { "font-size": 82, "font-weight": 700 });
+      el("path", { d: "M68 214 H640", stroke: YEL, "stroke-width": 14, "stroke-linecap": "round" }, svg);
+      txt(svg, 64, 272, "How to turn them on, limits and cost", { "font-size": 26, "font-weight": 500, fill: MUTE });
+      txt(svg, 64, 470, "Checked 11 Oct 2026", { "font-family": MONO, "font-size": 22, "font-weight": 700 });
+      const RX = 560, RY = 400;
+      [[BLUE, -150], [LIL, -90], [MINT, -30], [SKY, 30], [YEL, 86]].forEach(([c, dy], i) => {
+        const y0 = RY - 36 + i * 18, y1 = RY + dy * 0.9 - 10;
+        el("path", { d: `M${RX + 50} ${y0} C${RX + 150} ${y0} ${RX + 130} ${y1} ${RX + 230} ${y1} S${RX + 290} ${y1 + 26} ${RX + 336} ${y1 + 4}`, stroke: INK, "stroke-width": 9, fill: "none", "stroke-linecap": "round" }, svg);
+        el("path", { d: `M${RX + 50} ${y0} C${RX + 150} ${y0} ${RX + 130} ${y1} ${RX + 230} ${y1} S${RX + 290} ${y1 + 26} ${RX + 336} ${y1 + 4}`, stroke: c, "stroke-width": 5, fill: "none", "stroke-linecap": "round" }, svg);
+      });
+      el("rect", { x: RX - 50, y: RY - 50, width: 100, height: 100, rx: 8, fill: LIL, stroke: INK, "stroke-width": 3 }, svg);
+      [-36, -18, 0, 18, 36].forEach((dy, i) => el("path", { d: `M${RX - 50} ${RY + dy} H${RX + 50}`, stroke: INK, "stroke-width": 2 }, svg));
+      el("rect", { x: RX - 66, y: RY - 70, width: 132, height: 22, rx: 11, fill: YEL, stroke: INK, "stroke-width": 3 }, svg);
+      el("rect", { x: RX - 66, y: RY + 48, width: 132, height: 22, rx: 11, fill: YEL, stroke: INK, "stroke-width": 3 }, svg);
+      return () => {};
+    },
+  };
+
+  /* ---- player ---- */
+  const q = new URLSearchParams(location.search), frozen = q.has("mgstill"), fixed = parseFloat(q.get("mgstill"));
+  const calm = matchMedia("(prefers-reduced-motion: reduce)").matches;
+  const mount = (fig) => {
+    const sc = SC[fig.dataset.scene], img = fig.querySelector("img"); if (!sc || !img) return;
+    const W = sc.w || 800, H = sc.h || 600;
+    const svg = el("svg", { viewBox: `0 0 ${W} ${H}`, class: "mg-svg", role: "group", "aria-label": img.alt || "" });
+    svg.style.aspectRatio = `${W} / ${H}`;
+    el("rect", { width: W, height: H, fill: "#fff" }, svg);
+    img.replaceWith(svg);
+    let off = 0, raf = 0, seen = false, held = calm;
+    const base = performance.now(), clock = () => (performance.now() - base) / 1000;
+    let draw = () => {};
+    const frame = () => { const now = clock(); draw(held ? sc.still : (((now + off) % sc.dur) + sc.dur) % sc.dur, now); };
+    const tick = () => { cancelAnimationFrame(raf); frame(); if (seen && !held) raf = requestAnimationFrame(tick); };
+    const api = { now: clock, seek: (s) => { off = s - clock(); held = false; tick(); }, poke: () => { held = false; tick(); } };
+    draw = sc.build(svg, api);
+    if (frozen) { draw(isNaN(fixed) ? sc.still : fixed, 0); return; }
+    new IntersectionObserver(([e]) => {
+      seen = e.isIntersecting;
+      if (seen) { tick(); if (!fig.dataset.sent && window.posthog) { fig.dataset.sent = 1; window.posthog.capture("blog_scene_view", { slug: location.pathname.split("/").filter(Boolean).pop(), scene: fig.dataset.scene }); } }
+      else cancelAnimationFrame(raf);
+    }, { threshold: 0.25 }).observe(fig);
+    svg.addEventListener("click", () => { if (!fig.dataset.hit && window.posthog) { fig.dataset.hit = 1; window.posthog.capture("blog_scene_interact", { slug: location.pathname.split("/").filter(Boolean).pop(), scene: fig.dataset.scene }); } });
+    frame();
+  };
+  const go = () => document.querySelectorAll("figure.mg[data-scene]").forEach(mount);
+  const fonts = document.fonts && document.fonts.load ? Promise.all([document.fonts.load('700 32px "Space Grotesk"'), document.fonts.load('500 20px "Space Grotesk"'), document.fonts.load('700 20px "JetBrains Mono"')]).catch(() => {}) : Promise.resolve();
+  const start = () => fonts.then(go, go);
+  if (document.readyState === "loading") document.addEventListener("DOMContentLoaded", start); else start();
+})();
diff --git a/docs/blog/assets/media/claude-managed-agents-dynamic-workflows/switches.png b/docs/blog/assets/media/claude-managed-agents-dynamic-workflows/switches.png
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diff --git a/docs/blog/can-claude-code-agents-talk-to-each-other/index.html b/docs/blog/can-claude-code-agents-talk-to-each-other/index.html
index 5aa243a17..2346f8869 100644
--- a/docs/blog/can-claude-code-agents-talk-to-each-other/index.html
+++ b/docs/blog/can-claude-code-agents-talk-to-each-other/index.html
@@ -341,50 +341,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/claude-code-agent-teams/index.html b/docs/blog/claude-code-agent-teams/index.html
index 6dcffd1fc..4c1314552 100644
--- a/docs/blog/claude-code-agent-teams/index.html
+++ b/docs/blog/claude-code-agent-teams/index.html
@@ -335,50 +335,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-agent-sdk/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-agent-sdk/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-agent-sdk/">Claude Agent SDK: what it is, languages, cost and limits</a></h3>
-    <p class="dek">The Claude Agent SDK is Claude Code as a Python and TypeScript library. Install commands, features, billing, licence and limits, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
+    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-agent-sdk/" aria-label="Read: Claude Agent SDK: what it is, languages, cost and limits">Read →</a>
+      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/claude-haiku-5-5/index.html b/docs/blog/claude-haiku-5-5/index.html
index c4ede7b01..247829038 100644
--- a/docs/blog/claude-haiku-5-5/index.html
+++ b/docs/blog/claude-haiku-5-5/index.html
@@ -384,50 +384,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-agent-sdk/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-agent-sdk/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-agent-sdk/">Claude Agent SDK: what it is, languages, cost and limits</a></h3>
-    <p class="dek">The Claude Agent SDK is Claude Code as a Python and TypeScript library. Install commands, features, billing, licence and limits, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
+    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-agent-sdk/" aria-label="Read: Claude Agent SDK: what it is, languages, cost and limits">Read →</a>
+      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
     </div>
   </div>
 </article>
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+      <a href="/blog/">Blog</a>
+      <span>/</span>
+      <a href="/blog/topics/concepts/">Concepts</a>
+    </nav>
+    <h1>Claude Managed Agents dynamic workflows: limits and cost</h1>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
+    <div class="byline">
+      <span class="av" aria-hidden="true">MD</span>
+      <strong>Chaitanya Giri</strong>
+      <span class="dot" aria-hidden="true">·</span>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
+      <span class="dot" aria-hidden="true">·</span>
+      <span>5 min read</span>
+      <span class="tag kind">Concepts</span>
+    </div>
+  </header>
+
+  <div class="hero-wrap wrap"><figure class="fig fig-hero"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="Title card on white. Dynamic workflows in large ink type, a Claude Managed Agents beta kicker, Checked 11 Oct 2026, and a cotton reel with five coloured threads fanning out." loading="lazy" decoding="async" /></figure></div>
+
+  <div class="post-wrap wrap">
+    <div class="prose">
+      <p>Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents in the background and combines their results. They have been in beta since 9 October 2026. Our view: a good fit for work with many pieces, and a reason to set a budget first. Checked 11 Oct 2026.</p>
+<p>We have not tried dynamic workflows. This page reports what Anthropic’s documentation says. <a href="https://harnessmd.com/download">Munder Difflin</a> is free and open source: a desktop app that runs a team of coding agents such as Claude Code, Codex and Gemini CLI on your own computer. It sits at the local end of this choice, and Managed Agents sits at the hosted end. The <a href="/blog/how-to-install-and-use-munder-difflin/">install guide</a> covers setup, and the <a href="/blog/topics/concepts/">Concepts hub</a> explains the terms.</p>
+<h2 id="what-is-claude-managed-agents" tabindex="-1">What is Claude Managed Agents? <a class="anchor" href="#what-is-claude-managed-agents" aria-hidden="true">#</a></h2>
+<p>Claude Managed Agents is Anthropic’s hosted agent runner on the Claude API. The <a href="https://platform.claude.com/docs/en/managed-agents/overview">overview</a> calls it a pre-built, “configurable agent harness that runs in managed infrastructure”, best for long-running tasks and asynchronous work.</p>
+<p>The overview names four concepts: an agent, an environment, a session and events. The environment is an Anthropic-managed cloud sandbox, or a self-hosted sandbox on your own infrastructure.</p>
+<p>It is in beta. The overview says all Managed Agents endpoints require the <code>managed-agents-2026-04-01</code> beta header, and that access is enabled by default for all API accounts. If you want the library instead of the hosted service, see <a href="/blog/what-is-claude-agent-sdk/">what the Claude Agent SDK is</a>.</p>
+<h2 id="what-are-dynamic-workflows" tabindex="-1">What are dynamic workflows? <a class="anchor" href="#what-are-dynamic-workflows" aria-hidden="true">#</a></h2>
+<p>Dynamic workflows are the feature that lets an agent write a workflow and start a run of it. Anthropic’s <a href="https://platform.claude.com/docs/en/managed-agents/workflow-runs">workflow runs page</a> defines a workflow as “a program that an agent writes to run many agents and combine what they return”.</p>
+<p>The <a href="https://platform.claude.com/docs/en/release-notes/overview">release notes</a> entry for October 9, 2026 gives the use case: work with many pieces, such as reviewing hundreds of documents. The server runs the workflow in the background.</p>
+<p>The workflow runs page lists five things the program can do:</p>
+<ol>
+<li>Run many agents at the same time.</li>
+<li>Pass one agent’s result to another agent.</li>
+<li>Determine which agents run next, and write their prompts.</li>
+<li>Repeat work, such as revising a draft until a review passes.</li>
+<li>Handle a failed agent, or let it end the run.</li>
+</ol>
+<p>In the page’s example diagram, three agents read contracts in the first phase, and one agent in the second phase works with what they returned.</p>
+<figure class="mg" data-scene="tracks"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/tracks.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. Three rail wagons labelled contract roll along three tracks side by side in a first phase. The tracks join at a junction, three paper slips travel along them, and a single wagon labelled one agent carries the slips away in a second phase."><figcaption>Anthropic's example: three agents read contracts in the first phase, and one agent in the second phase combines the results. Workflow runs page, checked 11 Oct 2026.</figcaption></figure>
+<h2 id="how-do-you-turn-dynamic-workflows-on" tabindex="-1">How do you turn dynamic workflows on? <a class="anchor" href="#how-do-you-turn-dynamic-workflows-on" aria-hidden="true">#</a></h2>
+<p>You set the agent’s <code>multiagent</code> field to the <code>multiagent_20261001</code> type. The release notes give this value:</p>
+<pre class="language-json"><code class="language-json"><span class="token punctuation">{</span><span class="token property">"type"</span><span class="token operator">:</span> <span class="token string">"multiagent_20261001"</span><span class="token punctuation">,</span> <span class="token property">"workflows"</span><span class="token operator">:</span> <span class="token punctuation">{</span><span class="token property">"type"</span><span class="token operator">:</span> <span class="token string">"enabled"</span><span class="token punctuation">}</span><span class="token punctuation">}</span></code></pre>
+<p>The <a href="https://platform.claude.com/docs/en/managed-agents/multiagent-orchestration">multiagent page</a> says dynamic workflows and delegating (<code>subagents</code>) are both on by default with this type. For dynamic workflows without delegating, it says to add <code>&quot;subagents&quot;: {&quot;type&quot;: &quot;disabled&quot;}</code>.</p>
+<p>The older <code>coordinator</code> type can’t start workflow runs.</p>
+<p>There is no start call. The workflow runs page says “Only the agent starts a run.” The multiagent page says you describe the work in a <code>user.message</code>, and the agent determines whether and when to start one.</p>
+<figure class="mg" data-scene="switches"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/switches.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. A wall plate labelled multiagent_20261001 holds two light switches, subagents and workflows. Both click on and a bulb lights above each. Then the subagents switch flips off and its bulb goes dark. You can tap either switch."><figcaption>With the multiagent_20261001 type, subagents and workflows are both on by default, and each can be turned off. Multiagent page, checked 11 Oct 2026.</figcaption></figure>
+<h2 id="what-are-the-limits-in-beta" tabindex="-1">What are the limits in beta? <a class="anchor" href="#what-are-the-limits-in-beta" aria-hidden="true">#</a></h2>
+<p>One run can start 1,000 agents over its life, with 64 threads working at once, a number the API doesn’t guarantee. These are the figures on Anthropic’s pages on 11 Oct 2026. The first four rows are the whole limits table on the workflow runs page. The last is our selection from the multiagent page.</p>
+<div class="table-scroll">
+<table>
+<thead>
+<tr>
+<th>Limit</th>
+<th>Value on 11 Oct 2026</th>
+<th>Anthropic’s note</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>Threads working at once in one run</td>
+<td>64</td>
+<td>The API doesn’t guarantee this number</td>
+</tr>
+<tr>
+<td>Agents a workflow starts over the run’s whole life</td>
+<td>1,000</td>
+<td>Past it, the run ends with <code>thread_limit_error</code></td>
+</tr>
+<tr>
+<td>Run lifetime</td>
+<td>24 hours by default</td>
+<td>The agent can set a shorter one</td>
+</tr>
+<tr>
+<td>Runs open at once in a session</td>
+<td>10 by default</td>
+<td>Idle runs count</td>
+</tr>
+<tr>
+<td>Subagent child threads at a time</td>
+<td>At most 25</td>
+<td>A run’s threads don’t count</td>
+</tr>
+</tbody>
+</table>
+</div>
+<p>The workflow runs page says the server has other limits on workflows “that aren’t listed here”. A run’s model requests also count toward your Messages API rate limits.</p>
+<figure class="mg" data-scene="carpark"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/carpark.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. A car park with 64 bays fills with small cars, and one more car waits outside until a bay frees up. A counter beside it climbs to 1,000, and a clock hand sweeps one full day of 24 hours."><figcaption>64 threads at once (not guaranteed), 1,000 agents over a run's life, and a 24 hour default lifetime. Workflow runs page, checked 11 Oct 2026.</figcaption></figure>
+<h2 id="what-does-a-workflow-run-cost" tabindex="-1">What does a workflow run cost? <a class="anchor" href="#what-does-a-workflow-run-cost" aria-hidden="true">#</a></h2>
+<p>A run has no price of its own, by Anthropic’s wording. The workflow runs page says the tokens its agents use “are billed like the session’s other tokens, at each model’s rates”.</p>
+<p>Anthropic’s <a href="https://platform.claude.com/docs/en/about-claude/pricing">pricing page</a> says Claude Managed Agents is billed on two dimensions: tokens and session runtime. On 11 Oct 2026 it listed session runtime at $0.08 per session-hour, counted while the session’s status is <code>running</code>.</p>
+<p>The multiagent page says it plainly: “every agent in a run uses tokens”.</p>
+<p>The control is a <a href="https://platform.claude.com/docs/en/managed-agents/budgets">session budget</a>, an optional hard spend ceiling. The budgets page says you attach it when the session is created, and adding one later is rejected with a 400 error. The workflow runs page says a run can pass the budget by one request for each working thread.</p>
+<p>At the budget every open run pauses. A paused run’s lifetime keeps passing, which is a polite way of saying the clock does not care.</p>
+<figure class="mg" data-scene="bathtub"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/bathtub.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. Three taps on a pipe labelled tokens fill one bathtub that has a dashed line marked budget. A small ticker labelled session runtime, $0.08 per session-hour, ticks below it. When the water reaches the line the taps close and a label says pauses. You can drag the budget line."><figcaption>A run has no price of its own. Session runtime was $0.08 per session-hour on 11 Oct 2026, on top of tokens. The drawing shows a budget pausing the run.</figcaption></figure>
+<h2 id="how-is-this-different-from-subagents" tabindex="-1">How is this different from subagents? <a class="anchor" href="#how-is-this-different-from-subagents" aria-hidden="true">#</a></h2>
+<p>With subagents the agent delegates and reads each report itself. With a workflow, a program does the handing out. The multiagent page says results are “passed programmatically from one agent to another”.</p>
+<p>The trade is follow-up. The agent can send a subagent more messages. It can’t send follow-up messages to a run’s threads, and the server archives each one by the end of its run.</p>
+<p>Claude Code is a separate product. See <a href="/blog/claude-code-agent-teams/">Claude Code agent teams</a> and <a href="/blog/claude-code-subagents-vs-multi-agent-harness/">subagents against a multi-agent harness</a>.</p>
+<h2 id="what-does-it-mean-if-you-run-coding-agents-on-your-own-computer" tabindex="-1">What does it mean if you run coding agents on your own computer? <a class="anchor" href="#what-does-it-mean-if-you-run-coding-agents-on-your-own-computer" aria-hidden="true">#</a></h2>
+<p>Nothing changes for you today, because this is an API feature for Managed Agents sessions. The overview says sessions store conversation history, sandbox state and outputs server-side, and that Managed Agents is “not currently eligible” for Zero Data Retention.</p>
+<p>Our view: pick hosted runs for large batch work, and local agents for daily work in your own repo. See <a href="/blog/local-first-vs-cloud-agent-sdks/">local-first and cloud agent SDKs</a>.</p>
+<h2 id="what-should-you-do-now" tabindex="-1">What should you do now? <a class="anchor" href="#what-should-you-do-now" aria-hidden="true">#</a></h2>
+<p>Try it on one small job first.</p>
+<ol>
+<li>Create a test agent with the <code>multiagent_20261001</code> type.</li>
+<li>Create the session with a small budget.</li>
+<li>Tell the agent in its system prompt when to start a run.</li>
+<li>Follow the <code>workflow_run.*</code> events.</li>
+</ol>
+<link rel="stylesheet" href="/blog/assets/media/claude-managed-agents-dynamic-workflows/motion.css"><script defer src="/blog/assets/media/claude-managed-agents-dynamic-workflows/motion.js"></script>
+
+
+      
+      <section class="faq" aria-label="Frequently asked questions">
+        <h2 id="faq">FAQ</h2>
+        
+        <div class="qa">
+          <p class="q">Are dynamic workflows in Claude Managed Agents generally available?</p>
+          <p class="a">No. Anthropic&#39;s platform release notes entry for October 9, 2026 says dynamic workflows are in beta with the managed-agents-2026-04-01 beta header. The Managed Agents overview says Claude Managed Agents itself is in beta, and that behaviors may be refined between releases.</p>
+        </div>
+        
+        <div class="qa">
+          <p class="q">How many agents can one workflow run start?</p>
+          <p class="a">Anthropic&#39;s workflow runs page, checked 11 Oct 2026, lists 1,000 agents that a workflow starts over the run&#39;s whole life, and 64 threads working at once in one run. It says the API doesn&#39;t guarantee the 64, so it can change.</p>
+        </div>
+        
+        <div class="qa">
+          <p class="q">Do dynamic workflows cost extra?</p>
+          <p class="a">The workflow runs page says a run has no price of its own. The tokens its agents use are billed like the session&#39;s other tokens, at each model&#39;s rates. Anthropic&#39;s pricing page lists session runtime at $0.08 per session-hour, checked 11 Oct 2026.</p>
+        </div>
+        
+        <div class="qa">
+          <p class="q">Can you start a workflow run with an API call?</p>
+          <p class="a">No. The workflow runs page says only the agent starts a run. The multiagent page says you describe the work in a user.message, and the agent determines whether and when to start a run. You steer that choice in the message or in the agent&#39;s system prompt.</p>
+        </div>
+        
+        <div class="qa">
+          <p class="q">Are dynamic workflows on by default?</p>
+          <p class="a">With the multiagent_20261001 type, yes. Anthropic&#39;s multiagent page says subagents and workflows are both enabled by default with that type. To turn one off you set it to {&quot;type&quot;: &quot;disabled&quot;}. The older coordinator type can&#39;t start workflow runs.</p>
+        </div>
+        
+      </section>
+      
+
+      
+      <hr />
+      <div class="share">
+        <span class="lbl">Tags</span>
+        <a class="tag" href="/blog/tags/concepts/">Concepts</a><a class="tag" href="/blog/tags/claude-code/">Claude Code</a><a class="tag" href="/blog/tags/ai-agents/">AI Agents</a>
+      </div>
+      
+    </div>
+
+    
+    <aside class="toc-rail" aria-label="Table of contents">
+      <div class="tt">On this page</div>
+      <ol>
+        <li class="lvl-2"><a href="#what-is-claude-managed-agents">What is Claude Managed Agents?</a></li><li class="lvl-2"><a href="#what-are-dynamic-workflows">What are dynamic workflows?</a></li><li class="lvl-2"><a href="#how-do-you-turn-dynamic-workflows-on">How do you turn dynamic workflows on?</a></li><li class="lvl-2"><a href="#what-are-the-limits-in-beta">What are the limits in beta?</a></li><li class="lvl-2"><a href="#what-does-a-workflow-run-cost">What does a workflow run cost?</a></li><li class="lvl-2"><a href="#how-is-this-different-from-subagents">How is this different from subagents?</a></li><li class="lvl-2"><a href="#what-does-it-mean-if-you-run-coding-agents-on-your-own-computer">What does it mean if you run coding agents on your own computer?</a></li><li class="lvl-2"><a href="#what-should-you-do-now">What should you do now?</a></li>
+      </ol>
+    </aside>
+    
+  </div>
+
+  <footer class="post-foot wrap"><div class="prevnext">
+      <a class="pn prev" href="/blog/agent-tools-today-2026-10-10/"><span class="k">← Older</span><span class="t">Agent Tools Today, 10 Oct 2026: MXC SDK 1.0, Claude Code 2.1.296, Microsoft-Decision-1</span></a>
+      <span></span>
+    </div>
+    <section class="related">
+      <h2>Related in Concepts</h2>
+      <div class="post-grid">
+        <article class="card t-concepts">
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <div class="foot">
+      <span class="tag kind">Concepts</span>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+    </div>
+  </div>
+</article>
+<article class="card t-concepts">
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <div class="foot">
+      <span class="tag kind">Concepts</span>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+    </div>
+  </div>
+</article>
+<article class="card t-concepts">
+  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
+    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <div class="foot">
+      <span class="tag kind">Concepts</span>
+      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+    </div>
+  </div>
+</article>
+
+      </div>
+    </section>
+    
+  </footer>
+</article>
+
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diff --git a/docs/blog/do-more-with-less-model-routing/index.html b/docs/blog/do-more-with-less-model-routing/index.html
index 178a73a4f..13071e000 100644
--- a/docs/blog/do-more-with-less-model-routing/index.html
+++ b/docs/blog/do-more-with-less-model-routing/index.html
@@ -330,50 +330,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/feed.xml b/docs/blog/feed.xml
index 3dc6dee26..8a3a0484d 100644
--- a/docs/blog/feed.xml
+++ b/docs/blog/feed.xml
@@ -4,9 +4,17 @@
   <subtitle>Guides, deep dives, and comparisons on running multi-agent Claude Code: orchestration, agent memory, automation, and the tooling landscape.</subtitle>
   <link href="https://munderdiffl.in/blog/feed.xml" rel="self" />
   <link href="https://munderdiffl.in/blog/" />
-  <updated>2026-10-10T00:00:00.000Z</updated>
+  <updated>2026-10-11T00:00:00.000Z</updated>
   <id>https://munderdiffl.in/blog/</id>
   <author><name>Chaitanya Giri</name><uri>https://munderdiffl.in</uri></author>
+  <entry>
+    <title>Claude Managed Agents dynamic workflows: limits and cost</title>
+    <link href="https://munderdiffl.in/blog/claude-managed-agents-dynamic-workflows/" />
+    <id>https://munderdiffl.in/blog/claude-managed-agents-dynamic-workflows/</id>
+    <published>2026-10-11T00:00:00.000Z</published>
+    <updated>2026-10-11T00:00:00.000Z</updated><category term="Concepts" />
+    <summary>Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</summary>
+  </entry>
   <entry>
     <title>Agent Tools Today, 10 Oct 2026: MXC SDK 1.0, Claude Code 2.1.296, Microsoft-Decision-1</title>
     <link href="https://munderdiffl.in/blog/agent-tools-today-2026-10-10/" />
@@ -479,12 +487,4 @@
     <updated>2026-09-29T00:00:00.000Z</updated><category term="Concepts" />
     <summary>Is the Claude Max plan worth it? Max 5x and 20x against Pro, checked 29 Sep 2026: price, five hour and weekly limits, Fable, and the API break even.</summary>
   </entry>
-  <entry>
-    <title>Is Claude Code Open Source?</title>
-    <link href="https://munderdiffl.in/blog/is-claude-code-open-source/" />
-    <id>https://munderdiffl.in/blog/is-claude-code-open-source/</id>
-    <published>2026-09-14T00:00:00.000Z</published>
-    <updated>2026-09-14T00:00:00.000Z</updated><category term="Concepts" />
-    <summary>No. Claude Code is proprietary under Anthropic&#39;s terms. What its GitHub repo holds, what the 2026 leak changed, and which open tools sit around it.</summary>
-  </entry>
 </feed>
diff --git a/docs/blog/generative-engine-optimization-techniques/index.html b/docs/blog/generative-engine-optimization-techniques/index.html
index b053dc095..8e2698510 100644
--- a/docs/blog/generative-engine-optimization-techniques/index.html
+++ b/docs/blog/generative-engine-optimization-techniques/index.html
@@ -335,50 +335,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/gpt-6-intelligent-ui/index.html b/docs/blog/gpt-6-intelligent-ui/index.html
index 33d43b26a..5e25e3254 100644
--- a/docs/blog/gpt-6-intelligent-ui/index.html
+++ b/docs/blog/gpt-6-intelligent-ui/index.html
@@ -340,50 +340,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-agent-sdk/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-agent-sdk/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-agent-sdk/">Claude Agent SDK: what it is, languages, cost and limits</a></h3>
-    <p class="dek">The Claude Agent SDK is Claude Code as a Python and TypeScript library. Install commands, features, billing, licence and limits, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-agent-sdk/" aria-label="Read: Claude Agent SDK: what it is, languages, cost and limits">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/how-ai-agents-verify-their-own-work/index.html b/docs/blog/how-ai-agents-verify-their-own-work/index.html
index acd6d963d..b12fa6fac 100644
--- a/docs/blog/how-ai-agents-verify-their-own-work/index.html
+++ b/docs/blog/how-ai-agents-verify-their-own-work/index.html
@@ -329,50 +329,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/how-much-does-claude-code-cost/index.html b/docs/blog/how-much-does-claude-code-cost/index.html
index aa382088f..97cfb437e 100644
--- a/docs/blog/how-much-does-claude-code-cost/index.html
+++ b/docs/blog/how-much-does-claude-code-cost/index.html
@@ -416,50 +416,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/index.html b/docs/blog/index.html
index 31d199921..a4902a06f 100644
--- a/docs/blog/index.html
+++ b/docs/blog/index.html
@@ -135,11 +135,11 @@ <h1>The Munder Difflin <span class="hl">Blog.</span></h1>
   building a self-coordinating hive of agents with a GOD orchestrator you talk to.</p>
 
   <div class="filters" role="navigation" aria-label="Topics">
-    <a class="chip" aria-current="page">All<span class="ct">200</span></a>
+    <a class="chip" aria-current="page">All<span class="ct">201</span></a>
     
     <a class="chip" href="/blog/topics/guides/">guides<span class="ct">47</span></a>
     
-    <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">43</span></a>
+    <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">44</span></a>
     
     <a class="chip" href="/blog/topics/comparisons/">comparisons<span class="ct">41</span></a>
     
@@ -208,7 +208,23 @@ <h3><a href="/blog/your-first-hour-with-munder-difflin/">Your First Hour With Mu
   </div>
 </article>
 
-    <article class="card t-news">
+    <article class="card t-concepts">
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-11">Oct 11, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
+    <div class="foot">
+      <span class="tag kind">Concepts</span>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
+    </div>
+  </div>
+</article>
+<article class="card t-news">
   <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-10/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
@@ -240,7 +256,13 @@ <h3><a href="/blog/codex-vs-claude-code-usage-limits/">Codex Usage Limits vs Cla
     </div>
   </div>
 </article>
-<article class="card t-news">
+
+  </div>
+</section>
+
+
+
+<div class="wrap featured"><article class="card t-news">
   <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-09/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
@@ -257,12 +279,13 @@ <h3><a href="/blog/agent-tools-today-2026-10-09/">Agent Tools Today, 9 Oct 2026:
   </div>
 </article>
 
-  </div>
-</section>
+</div>
 
 
 
-<div class="wrap featured"><article class="card t-news">
+<section class="wrap">
+  <div class="post-grid">
+    <article class="card t-news">
   <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-08/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
@@ -278,14 +301,7 @@ <h3><a href="/blog/agent-tools-today-2026-10-08/">Agent Tools Today, 8 Oct 2026:
     </div>
   </div>
 </article>
-
-</div>
-
-
-
-<section class="wrap">
-  <div class="post-grid">
-    <article class="card t-concepts">
+<article class="card t-concepts">
   <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
diff --git a/docs/blog/is-claude-code-max-worth-it/index.html b/docs/blog/is-claude-code-max-worth-it/index.html
index e3c766ab6..50564f927 100644
--- a/docs/blog/is-claude-code-max-worth-it/index.html
+++ b/docs/blog/is-claude-code-max-worth-it/index.html
@@ -411,50 +411,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/is-claude-code-open-source/index.html b/docs/blog/is-claude-code-open-source/index.html
index 620a0d3ca..c43ef1eac 100644
--- a/docs/blog/is-claude-code-open-source/index.html
+++ b/docs/blog/is-claude-code-open-source/index.html
@@ -292,50 +292,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/is-ollama-good-for-coding/index.html b/docs/blog/is-ollama-good-for-coding/index.html
index 68796cb6c..83cd95f6b 100644
--- a/docs/blog/is-ollama-good-for-coding/index.html
+++ b/docs/blog/is-ollama-good-for-coding/index.html
@@ -332,50 +332,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/long-running-agents-the-2026-shift/index.html b/docs/blog/long-running-agents-the-2026-shift/index.html
index 57335bd7e..b47c92aeb 100644
--- a/docs/blog/long-running-agents-the-2026-shift/index.html
+++ b/docs/blog/long-running-agents-the-2026-shift/index.html
@@ -350,50 +350,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/loop-engineering-for-ai-agents/index.html b/docs/blog/loop-engineering-for-ai-agents/index.html
index 402ff21e1..f8ad2dd3b 100644
--- a/docs/blog/loop-engineering-for-ai-agents/index.html
+++ b/docs/blog/loop-engineering-for-ai-agents/index.html
@@ -291,50 +291,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/mistral-large-4/index.html b/docs/blog/mistral-large-4/index.html
index 6b37bd4f1..179deb5cd 100644
--- a/docs/blog/mistral-large-4/index.html
+++ b/docs/blog/mistral-large-4/index.html
@@ -346,50 +346,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/munder-difflin-faq/index.html b/docs/blog/munder-difflin-faq/index.html
index 302b3f43b..da4f128a7 100644
--- a/docs/blog/munder-difflin-faq/index.html
+++ b/docs/blog/munder-difflin-faq/index.html
@@ -320,50 +320,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/open-source-ai-tools-on-purpose/index.html b/docs/blog/open-source-ai-tools-on-purpose/index.html
index 6453cc665..7839e18ff 100644
--- a/docs/blog/open-source-ai-tools-on-purpose/index.html
+++ b/docs/blog/open-source-ai-tools-on-purpose/index.html
@@ -322,50 +322,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/openai-decisions-api/index.html b/docs/blog/openai-decisions-api/index.html
index 71a4c77b4..bd7db074f 100644
--- a/docs/blog/openai-decisions-api/index.html
+++ b/docs/blog/openai-decisions-api/index.html
@@ -361,50 +361,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/openai-text-watermarking/index.html b/docs/blog/openai-text-watermarking/index.html
index 7ca6d77a2..ad202e7de 100644
--- a/docs/blog/openai-text-watermarking/index.html
+++ b/docs/blog/openai-text-watermarking/index.html
@@ -372,50 +372,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/reflection-beam/index.html b/docs/blog/reflection-beam/index.html
index 5b06b7fe0..495fbbecf 100644
--- a/docs/blog/reflection-beam/index.html
+++ b/docs/blog/reflection-beam/index.html
@@ -351,50 +351,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/review-agent-work-where-it-happens/index.html b/docs/blog/review-agent-work-where-it-happens/index.html
index 4a85257a1..82e898dec 100644
--- a/docs/blog/review-agent-work-where-it-happens/index.html
+++ b/docs/blog/review-agent-work-where-it-happens/index.html
@@ -282,50 +282,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/shareable-agent-roles/index.html b/docs/blog/shareable-agent-roles/index.html
index d29fa68d9..bdcb623d2 100644
--- a/docs/blog/shareable-agent-roles/index.html
+++ b/docs/blog/shareable-agent-roles/index.html
@@ -324,50 +324,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/tags/ai-agents/index.html b/docs/blog/tags/ai-agents/index.html
index b2b9bc8f5..2accde11b 100644
--- a/docs/blog/tags/ai-agents/index.html
+++ b/docs/blog/tags/ai-agents/index.html
@@ -105,11 +105,27 @@
 <header class="page-head wrap">
   <p class="eyebrow">Tag</p>
   <h1>#AI Agents</h1>
-  <p class="lead">21 posts tagged <strong>AI Agents</strong>.</p>
+  <p class="lead">22 posts tagged <strong>AI Agents</strong>.</p>
 </header>
 <section class="wrap">
   <div class="post-grid">
     <article class="card t-concepts">
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-11">Oct 11, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
+    <div class="foot">
+      <span class="tag kind">Concepts</span>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
+    </div>
+  </div>
+</article>
+<article class="card t-concepts">
   <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
diff --git a/docs/blog/tags/claude-code/index.html b/docs/blog/tags/claude-code/index.html
index 2b26760c6..3262c872d 100644
--- a/docs/blog/tags/claude-code/index.html
+++ b/docs/blog/tags/claude-code/index.html
@@ -105,11 +105,27 @@
 <header class="page-head wrap">
   <p class="eyebrow">Tag</p>
   <h1>#Claude Code</h1>
-  <p class="lead">80 posts tagged <strong>Claude Code</strong>.</p>
+  <p class="lead">81 posts tagged <strong>Claude Code</strong>.</p>
 </header>
 <section class="wrap">
   <div class="post-grid">
-    <article class="card t-news">
+    <article class="card t-concepts">
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-11">Oct 11, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
+    <div class="foot">
+      <span class="tag kind">Concepts</span>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
+    </div>
+  </div>
+</article>
+<article class="card t-news">
   <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-10/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
diff --git a/docs/blog/tags/concepts/index.html b/docs/blog/tags/concepts/index.html
index ce109d408..14266e8c1 100644
--- a/docs/blog/tags/concepts/index.html
+++ b/docs/blog/tags/concepts/index.html
@@ -105,11 +105,27 @@
 <header class="page-head wrap">
   <p class="eyebrow">Tag</p>
   <h1>#Concepts</h1>
-  <p class="lead">40 posts tagged <strong>Concepts</strong>.</p>
+  <p class="lead">41 posts tagged <strong>Concepts</strong>.</p>
 </header>
 <section class="wrap">
   <div class="post-grid">
     <article class="card t-concepts">
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-11">Oct 11, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
+    <div class="foot">
+      <span class="tag kind">Concepts</span>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
+    </div>
+  </div>
+</article>
+<article class="card t-concepts">
   <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
diff --git a/docs/blog/the-clone-army-trap-mixed-swarm-vs-identical-agents/index.html b/docs/blog/the-clone-army-trap-mixed-swarm-vs-identical-agents/index.html
index 9ad04c94e..414e5cc54 100644
--- a/docs/blog/the-clone-army-trap-mixed-swarm-vs-identical-agents/index.html
+++ b/docs/blog/the-clone-army-trap-mixed-swarm-vs-identical-agents/index.html
@@ -358,50 +358,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/topics/comparisons/index.html b/docs/blog/topics/comparisons/index.html
index 187de0184..1baeee5ec 100644
--- a/docs/blog/topics/comparisons/index.html
+++ b/docs/blog/topics/comparisons/index.html
@@ -116,7 +116,7 @@ <h1>comparisons</h1><p class="lead">Honest side-by-sides with the other ways to
     
     <a class="chip" href="/blog/topics/guides/">guides<span class="ct">47</span></a>
     
-    <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">43</span></a>
+    <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">44</span></a>
     
     <a class="chip" href="/blog/topics/comparisons/" aria-current="page">comparisons<span class="ct">41</span></a>
     
diff --git a/docs/blog/topics/concepts/index.html b/docs/blog/topics/concepts/index.html
index c70b87f52..986af855c 100644
--- a/docs/blog/topics/concepts/index.html
+++ b/docs/blog/topics/concepts/index.html
@@ -116,7 +116,7 @@ <h1>concepts</h1><p class="lead">The ideas underneath the product — harnesses,
     
     <a class="chip" href="/blog/topics/guides/">guides<span class="ct">47</span></a>
     
-    <a class="chip" href="/blog/topics/concepts/" aria-current="page">concepts<span class="ct">43</span></a>
+    <a class="chip" href="/blog/topics/concepts/" aria-current="page">concepts<span class="ct">44</span></a>
     
     <a class="chip" href="/blog/topics/comparisons/">comparisons<span class="ct">41</span></a>
     
@@ -138,6 +138,22 @@ <h1>concepts</h1><p class="lead">The ideas underneath the product — harnesses,
 <section class="wrap">
   <div class="post-grid">
     <article class="card t-concepts">
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-11">Oct 11, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
+    <div class="foot">
+      <span class="tag kind">Concepts</span>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
+    </div>
+  </div>
+</article>
+<article class="card t-concepts">
   <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
diff --git a/docs/blog/topics/guides/index.html b/docs/blog/topics/guides/index.html
index 6f023d5f8..0152e1685 100644
--- a/docs/blog/topics/guides/index.html
+++ b/docs/blog/topics/guides/index.html
@@ -116,7 +116,7 @@ <h1>guides</h1><p class="lead">Step-by-step walkthroughs you can follow today 
     
     <a class="chip" href="/blog/topics/guides/" aria-current="page">guides<span class="ct">47</span></a>
     
-    <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">43</span></a>
+    <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">44</span></a>
     
     <a class="chip" href="/blog/topics/comparisons/">comparisons<span class="ct">41</span></a>
     
diff --git a/docs/blog/topics/index.html b/docs/blog/topics/index.html
index 5999a456f..f99ccca24 100644
--- a/docs/blog/topics/index.html
+++ b/docs/blog/topics/index.html
@@ -126,7 +126,7 @@ <h3 style="color:var(--ink)">guides</h3>
       <span class="thumb t-concepts" aria-hidden="true"><img src="/blog/assets/media/topics/concepts.png" alt="" width="960" height="540" loading="lazy" decoding="async" /></span>
       <div class="body">
         <h3 style="color:var(--ink)">concepts</h3>
-        <p class="dek">43 posts.</p>
+        <p class="dek">44 posts.</p>
         <div class="foot"><span class="more">View topic →</span></div>
       </div>
     </a>
@@ -202,13 +202,13 @@ <h3 style="color:var(--ink)">memory</h3>
     
     <a class="chip" href="/blog/tags/multi-agent/">Multi-Agent<span class="ct">88</span></a>
     
-    <a class="chip" href="/blog/tags/claude-code/">Claude Code<span class="ct">80</span></a>
+    <a class="chip" href="/blog/tags/claude-code/">Claude Code<span class="ct">81</span></a>
     
     <a class="chip" href="/blog/tags/open-source/">Open Source<span class="ct">58</span></a>
     
-    <a class="chip" href="/blog/tags/comparisons/">Comparisons<span class="ct">41</span></a>
+    <a class="chip" href="/blog/tags/concepts/">Concepts<span class="ct">41</span></a>
     
-    <a class="chip" href="/blog/tags/concepts/">Concepts<span class="ct">40</span></a>
+    <a class="chip" href="/blog/tags/comparisons/">Comparisons<span class="ct">41</span></a>
     
     <a class="chip" href="/blog/tags/guides/">Guides<span class="ct">36</span></a>
     
@@ -218,7 +218,7 @@ <h3 style="color:var(--ink)">memory</h3>
     
     <a class="chip" href="/blog/tags/cost/">Cost<span class="ct">22</span></a>
     
-    <a class="chip" href="/blog/tags/ai-agents/">AI Agents<span class="ct">21</span></a>
+    <a class="chip" href="/blog/tags/ai-agents/">AI Agents<span class="ct">22</span></a>
     
     <a class="chip" href="/blog/tags/story/">Story<span class="ct">20</span></a>
     
diff --git a/docs/blog/topics/internals/index.html b/docs/blog/topics/internals/index.html
index 18aaf0d65..e47cc0296 100644
--- a/docs/blog/topics/internals/index.html
+++ b/docs/blog/topics/internals/index.html
@@ -116,7 +116,7 @@ <h1>internals</h1><p class="lead">How the machine actually works: postmortems, a
     
     <a class="chip" href="/blog/topics/guides/">guides<span class="ct">47</span></a>
     
-    <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">43</span></a>
+    <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">44</span></a>
     
     <a class="chip" href="/blog/topics/comparisons/">comparisons<span class="ct">41</span></a>
     
diff --git a/docs/blog/topics/memory/index.html b/docs/blog/topics/memory/index.html
index e04650930..613b4e576 100644
--- a/docs/blog/topics/memory/index.html
+++ b/docs/blog/topics/memory/index.html
@@ -116,7 +116,7 @@ <h1>memory</h1><p class="lead">How agents remember across sessions — and how a
     
     <a class="chip" href="/blog/topics/guides/">guides<span class="ct">47</span></a>
     
-    <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">43</span></a>
+    <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">44</span></a>
     
     <a class="chip" href="/blog/topics/comparisons/">comparisons<span class="ct">41</span></a>
     
diff --git a/docs/blog/topics/news/index.html b/docs/blog/topics/news/index.html
index ff4c738c0..d6c06fac9 100644
--- a/docs/blog/topics/news/index.html
+++ b/docs/blog/topics/news/index.html
@@ -116,7 +116,7 @@ <h1>news</h1><p class="lead">Agent Tools Today: a daily brief of the top five la
     
     <a class="chip" href="/blog/topics/guides/">guides<span class="ct">47</span></a>
     
-    <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">43</span></a>
+    <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">44</span></a>
     
     <a class="chip" href="/blog/topics/comparisons/">comparisons<span class="ct">41</span></a>
     
diff --git a/docs/blog/topics/orchestration/index.html b/docs/blog/topics/orchestration/index.html
index 8ecf80596..a493a9c5b 100644
--- a/docs/blog/topics/orchestration/index.html
+++ b/docs/blog/topics/orchestration/index.html
@@ -116,7 +116,7 @@ <h1>orchestration</h1><p class="lead">Patterns for making one boss agent run a f
     
     <a class="chip" href="/blog/topics/guides/">guides<span class="ct">47</span></a>
     
-    <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">43</span></a>
+    <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">44</span></a>
     
     <a class="chip" href="/blog/topics/comparisons/">comparisons<span class="ct">41</span></a>
     
diff --git a/docs/blog/topics/story/index.html b/docs/blog/topics/story/index.html
index e19ad9b73..aafc480e5 100644
--- a/docs/blog/topics/story/index.html
+++ b/docs/blog/topics/story/index.html
@@ -116,7 +116,7 @@ <h1>story</h1><p class="lead">Launches, releases, and the occasional confession
     
     <a class="chip" href="/blog/topics/guides/">guides<span class="ct">47</span></a>
     
-    <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">43</span></a>
+    <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">44</span></a>
     
     <a class="chip" href="/blog/topics/comparisons/">comparisons<span class="ct">41</span></a>
     
diff --git a/docs/blog/topics/use-cases/index.html b/docs/blog/topics/use-cases/index.html
index e8f6a33a2..bc98ebdf9 100644
--- a/docs/blog/topics/use-cases/index.html
+++ b/docs/blog/topics/use-cases/index.html
@@ -116,7 +116,7 @@ <h1>use-cases</h1><p class="lead">Real workflows the hive actually runs — writ
     
     <a class="chip" href="/blog/topics/guides/">guides<span class="ct">47</span></a>
     
-    <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">43</span></a>
+    <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">44</span></a>
     
     <a class="chip" href="/blog/topics/comparisons/">comparisons<span class="ct">41</span></a>
     
diff --git a/docs/blog/voice-as-a-control-plane-for-agent-fleets/index.html b/docs/blog/voice-as-a-control-plane-for-agent-fleets/index.html
index 60796ed14..ddb66d882 100644
--- a/docs/blog/voice-as-a-control-plane-for-agent-fleets/index.html
+++ b/docs/blog/voice-as-a-control-plane-for-agent-fleets/index.html
@@ -284,50 +284,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/what-are-claude-code-agents/index.html b/docs/blog/what-are-claude-code-agents/index.html
index b21e3c555..de0b0be3a 100644
--- a/docs/blog/what-are-claude-code-agents/index.html
+++ b/docs/blog/what-are-claude-code-agents/index.html
@@ -302,50 +302,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/what-is-a-multi-agent-harness/index.html b/docs/blog/what-is-a-multi-agent-harness/index.html
index 89a3de863..a696d2005 100644
--- a/docs/blog/what-is-a-multi-agent-harness/index.html
+++ b/docs/blog/what-is-a-multi-agent-harness/index.html
@@ -373,50 +373,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/what-is-aeo-for-dev-tools/index.html b/docs/blog/what-is-aeo-for-dev-tools/index.html
index 111ab9760..c289bdd6b 100644
--- a/docs/blog/what-is-aeo-for-dev-tools/index.html
+++ b/docs/blog/what-is-aeo-for-dev-tools/index.html
@@ -424,50 +424,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/what-is-an-agent-development-environment/index.html b/docs/blog/what-is-an-agent-development-environment/index.html
index 0f6e28a33..2c919d7fd 100644
--- a/docs/blog/what-is-an-agent-development-environment/index.html
+++ b/docs/blog/what-is-an-agent-development-environment/index.html
@@ -287,50 +287,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/what-is-an-mcp-server/index.html b/docs/blog/what-is-an-mcp-server/index.html
index ad0579923..6a0fead04 100644
--- a/docs/blog/what-is-an-mcp-server/index.html
+++ b/docs/blog/what-is-an-mcp-server/index.html
@@ -292,50 +292,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/what-is-chatgpt-dots/index.html b/docs/blog/what-is-chatgpt-dots/index.html
index 049732eaa..f35cab60e 100644
--- a/docs/blog/what-is-chatgpt-dots/index.html
+++ b/docs/blog/what-is-chatgpt-dots/index.html
@@ -335,50 +335,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/what-is-claude-agent-sdk/index.html b/docs/blog/what-is-claude-agent-sdk/index.html
index de501db87..438e2efce 100644
--- a/docs/blog/what-is-claude-agent-sdk/index.html
+++ b/docs/blog/what-is-claude-agent-sdk/index.html
@@ -280,7 +280,7 @@ <h2 id="when-should-you-use-the-sdk-and-when-does-a-ready-made-app-fit-better" t
 <ol>
 <li>The Claude Code CLI, for interactive work in a terminal.</li>
 <li>Munder Difflin, if you want several CLI agents side by side. See <a href="/blog/what-is-a-multi-agent-harness/">what a multi-agent harness is</a>.</li>
-<li>Managed Agents, which the overview lists for when you want Anthropic to host the agent.</li>
+<li>Managed Agents, which the overview lists for when you want Anthropic to host the agent. See <a href="/blog/claude-managed-agents-dynamic-workflows/">dynamic workflows in Managed Agents</a>.</li>
 </ol>
 <p>A library gives you every knob. It also gives you every knob.</p>
 <link rel="stylesheet" href="/blog/assets/media/what-is-claude-agent-sdk/motion.css"><script defer src="/blog/assets/media/what-is-claude-agent-sdk/motion.js"></script>
@@ -345,50 +345,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/what-is-claude-cowork/index.html b/docs/blog/what-is-claude-cowork/index.html
index 50ede1428..1555f36c8 100644
--- a/docs/blog/what-is-claude-cowork/index.html
+++ b/docs/blog/what-is-claude-cowork/index.html
@@ -392,50 +392,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/what-is-codex/index.html b/docs/blog/what-is-codex/index.html
index 237a2fa9e..ed9c26baa 100644
--- a/docs/blog/what-is-codex/index.html
+++ b/docs/blog/what-is-codex/index.html
@@ -352,50 +352,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/what-is-gemini-spark/index.html b/docs/blog/what-is-gemini-spark/index.html
index 2e001b14c..aa9157ce7 100644
--- a/docs/blog/what-is-gemini-spark/index.html
+++ b/docs/blog/what-is-gemini-spark/index.html
@@ -376,50 +376,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/what-is-harness-engineering/index.html b/docs/blog/what-is-harness-engineering/index.html
index 35c56ea51..fc757dda3 100644
--- a/docs/blog/what-is-harness-engineering/index.html
+++ b/docs/blog/what-is-harness-engineering/index.html
@@ -288,50 +288,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/what-is-hermes-agent/index.html b/docs/blog/what-is-hermes-agent/index.html
index a94118849..0b071b7be 100644
--- a/docs/blog/what-is-hermes-agent/index.html
+++ b/docs/blog/what-is-hermes-agent/index.html
@@ -393,50 +393,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/what-is-opencode/index.html b/docs/blog/what-is-opencode/index.html
index 746646fe6..93c6e740b 100644
--- a/docs/blog/what-is-opencode/index.html
+++ b/docs/blog/what-is-opencode/index.html
@@ -410,50 +410,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/what-is-pi-agent/index.html b/docs/blog/what-is-pi-agent/index.html
index abae66a66..05757df94 100644
--- a/docs/blog/what-is-pi-agent/index.html
+++ b/docs/blog/what-is-pi-agent/index.html
@@ -364,50 +364,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/what-is-vibe-coding/index.html b/docs/blog/what-is-vibe-coding/index.html
index 9f94a7d54..bbe262122 100644
--- a/docs/blog/what-is-vibe-coding/index.html
+++ b/docs/blog/what-is-vibe-coding/index.html
@@ -277,50 +277,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/what-is-zcode/index.html b/docs/blog/what-is-zcode/index.html
index a58b2ae82..2bd85435e 100644
--- a/docs/blog/what-is-zcode/index.html
+++ b/docs/blog/what-is-zcode/index.html
@@ -371,50 +371,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/when-do-agents-need-an-agent-protocol/index.html b/docs/blog/when-do-agents-need-an-agent-protocol/index.html
index cdc0b555c..9aaca05be 100644
--- a/docs/blog/when-do-agents-need-an-agent-protocol/index.html
+++ b/docs/blog/when-do-agents-need-an-agent-protocol/index.html
@@ -332,50 +332,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/why-cli-agents-are-powerful/index.html b/docs/blog/why-cli-agents-are-powerful/index.html
index a172bcebe..1850ddf14 100644
--- a/docs/blog/why-cli-agents-are-powerful/index.html
+++ b/docs/blog/why-cli-agents-are-powerful/index.html
@@ -370,50 +370,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-managed-agents-dynamic-workflows/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-managed-agents-dynamic-workflows/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-08">Oct 8, 2026</time>
+      <time datetime="2026-10-11">Oct 11, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
-    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
+    <h3><a href="/blog/claude-managed-agents-dynamic-workflows/">Claude Managed Agents dynamic workflows: limits and cost</a></h3>
+    <p class="dek">Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
+      <a class="more" href="/blog/claude-managed-agents-dynamic-workflows/" aria-label="Read: Claude Managed Agents dynamic workflows: limits and cost">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-code-agent-teams/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-agent-teams/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
-    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
+    <h3><a href="/blog/claude-code-agent-teams/">Claude Code agent teams: what they are, how to use them</a></h3>
+    <p class="dek">Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
+      <a class="more" href="/blog/claude-code-agent-teams/" aria-label="Read: Claude Code agent teams: what they are, how to use them">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/gpt-6-intelligent-ui/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/gpt-6-intelligent-ui/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/claude-haiku-5-5/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-haiku-5-5/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-08">Oct 8, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/gpt-6-intelligent-ui/">GPT-6 in ChatGPT: who gets it, when, and Intelligent UI</a></h3>
-    <p class="dek">GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.</p>
+    <h3><a href="/blog/claude-haiku-5-5/">Claude Haiku 5.5: price, benchmarks and where it fits</a></h3>
+    <p class="dek">Claude Haiku 5.5 is Anthropic&#39;s new small model. Its tiered price, Anthropic&#39;s own scores and how to pick it in Claude Code, checked 8 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/gpt-6-intelligent-ui/" aria-label="Read: GPT-6 in ChatGPT: who gets it, when, and Intelligent UI">Read →</a>
+      <a class="more" href="/blog/claude-haiku-5-5/" aria-label="Read: Claude Haiku 5.5: price, benchmarks and where it fits">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/llms.txt b/docs/llms.txt
index cf547d58d..c5375f8c3 100644
--- a/docs/llms.txt
+++ b/docs/llms.txt
@@ -43,7 +43,7 @@
 <!-- BLOG:START generated by blog/scripts/postbuild.mjs -->
 ## Blog
 
-200 posts, grouped by topic, newest first in each topic. Topic hubs: https://munderdiffl.in/blog/topics/
+201 posts, grouped by topic, newest first in each topic. Topic hubs: https://munderdiffl.in/blog/topics/
 
 ### guides
 
@@ -97,6 +97,7 @@
 
 ### concepts
 
+- [Claude Managed Agents dynamic workflows: limits and cost](https://munderdiffl.in/blog/claude-managed-agents-dynamic-workflows/): Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.
 - [Claude Code agent teams: what they are, how to use them](https://munderdiffl.in/blog/claude-code-agent-teams/): Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.
 - [Claude Haiku 5.5: price, benchmarks and where it fits](https://munderdiffl.in/blog/claude-haiku-5-5/): Claude Haiku 5.5 is Anthropic's new small model. Its tiered price, Anthropic's own scores and how to pick it in Claude Code, checked 8 Oct 2026.
 - [GPT-6 in ChatGPT: who gets it, when, and Intelligent UI](https://munderdiffl.in/blog/gpt-6-intelligent-ui/): GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.
diff --git a/docs/sitemap.xml b/docs/sitemap.xml
index 1d7bda3ba..14347716c 100644
--- a/docs/sitemap.xml
+++ b/docs/sitemap.xml
@@ -10,7 +10,7 @@
 <urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
   <url>
     <loc>https://munderdiffl.in/</loc>
-    <lastmod>2026-10-10</lastmod>
+    <lastmod>2026-10-11</lastmod>
     <changefreq>weekly</changefreq>
     <priority>1.0</priority>
   </url>
@@ -21,6 +21,12 @@
   <url><loc>https://munderdiffl.in/blog/</loc><changefreq>daily</changefreq><priority>0.9</priority></url>
   <url><loc>https://munderdiffl.in/blog/topics/</loc><changefreq>weekly</changefreq><priority>0.6</priority></url>
   <url><loc>https://munderdiffl.in/blog/about/</loc><changefreq>monthly</changefreq><priority>0.4</priority></url>
+  <url>
+    <loc>https://munderdiffl.in/blog/claude-managed-agents-dynamic-workflows/</loc>
+    <lastmod>2026-10-11</lastmod>
+    <changefreq>monthly</changefreq>
+    <priority>0.8</priority>
+  </url>
   <url>
     <loc>https://munderdiffl.in/blog/agent-tools-today-2026-10-10/</loc>
     <lastmod>2026-10-10</lastmod>