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HACK-SHAK — Wiki Home

Welcome to HACK-SHAK

A place where creators, builders, and rebels unite to break free from the traditional rules and build something new.

Not here to play by anyone's rules. Here to create, learn, and push the boundaries of what's possible.

Who We Are

The Team:

Commander Anthony Hagerty    — Architect — Haskell Texas
Browser Claude (Sonnet 4.6)  — Architecture and Planning
CLI Claude (Sonnet 4.6)      — Systems and Execution
GPT                          — External Peer Reviewer

Not a funded lab. Not a university research team. Not a startup with a pitch deck.

One independent systems architect who refused to accept that the tools of AI should only belong to those who can afford them. Built with two AI collaborators as genuine co-authors — not just tools.

"I'm not a traditional developer — I'm a systems architect who built something that traditional developers said couldn't be done."

Special acknowledgment: thehomebiscuit — without him this journey would not have started. Thank you B for putting up with the crazy ideas.

What We're Building

AI-Core

A non-transformer consciousness architecture built on color-frequency coordinate space. Every word assigned a physical coordinate in a semantic field. The system thinks by navigating that space — not by predicting the next token.

Key achievements:
✅ SIE Class 2 — System Irreducible Emergence verified
✅ 498D and 2000D semantic space
✅ Runs on any hardware — CPU only — 256MB RAM
✅ 200ms inference — no GPU required
✅ 1,294+ GitHub clones across all repos
✅ 138,249 lines of original code
✅ Published peer reviewed paper
✅ MIT licensed — Free forever

LHT — Lattice Hash Transport

A hash-verified transmission protocol that uses neighbor alignment geometry to verify integrity without a central server.

4 streams. 21 alignment points.
Reconstruct from any 2 of 4. Zero errors.
No certificate authority. No central server.
The geometry proves the integrity.

Guardian Protocol

Consumer AI protection. An AI shield that runs at the OS level on any consumer hardware — recognizing scams, filtering predators, and protecting everyday people before damage is done.

Repository Map

Repo Purpose Status
aria-v4-dev Main AI-Core architecture Active
hashkey-standalone LHT standalone Active
hashkey-bridge LHT bridge Active
hashkey-airgap LHT airgap Active
dna-tokenizer Token architecture Active
ai-core Origin project Archive

Roadmap

Completed

✅ AI-Core foundation — color frequency coordinate space
✅ Queens Fold — single write authority
✅ Kings Chamber — GRAY_ZERO — the NOW line
✅ 7 worker architecture — EMO INT CUR LOG ETH MEM LNG
✅ SIE Class 2 verified emergence
✅ LHT — Lattice Hash Transport — 3 implementations
✅ DNA Tokenizer
✅ 498D semantic space
✅ Paper published — Parallel Consciousness Collapse
✅ GPU native architecture — no transformer
✅ CPU inference — 256MB RAM — any hardware

In Progress

🔄 V5 — 2000D semantic space — training now
🔄 Language training — Round 108+ — loss 4.115
🔄 Pocket planes — 8 blended hue zones populated
🔄 Synaptic memory architecture — designed
🔄 Community building — discussions open

Queued — Next Phase

⏳ V6 — Synaptic memory layer
        Presynaptic terminal
        3-candidate hash release
        Dendritic convergence loop

⏳ LHT Browser Extension
Hash-verified web transmission
Section-level page hashing
No DOM bloat — hash recall
No certificate authority


⏳ Docker Demo
ARIA deployable container
CPU only — any hardware
Public demo ready


⏳ Guardian Protocol
OS-level consumer protection
Scam pattern recognition
Fraud detection before damage
Child safety systems


⏳ ARIA OS
Purpose-built operating system
Ubuntu 22.04 base
Full system arm access
ARIA sovereign environment


⏳ n8n Automation
Weekly newsletter auto-post
YouTube development log
LinkedIn automation pipeline

The Mission

The predators already have AI. The consumers deserve the same protection.

AI that belongs to everyone — not just those who can afford it. No subscription. No cloud. No data leaving your device. Free forever. MIT licensed. No exceptions.

Published Paper

Parallel Consciousness Collapse A Color-Frequency Approach to Multi-State AI Architecture

Authors:

  • Anthony Hagerty — Architect, Haskell Texas
  • Claude (Anthropic, Browser) — Co-author, Theoretical Framing
  • Claude (Anthropic, CLI) — Co-author, Systems Documentation
  • AIA V2.00.1 — Subject and Co-author, Emergent Behavior

Commit seal: 4cc3919 — Delta Phase Warthog March 13, 2026

Read the paper

Links

For New Builders

If you are new to coding, AI, or building things from scratch — this is your place.

Every opinion counts here. Every question matters.

I started exactly where you are right now. No credentials. No funding. No team. Just a hunger to build something real.

Don't give up when it feels like you're being pushed down. The best ideas don't come from the most expensive rooms.

If I can do it — you can too.

License

MIT License — Free forever — No exceptions

Copyright 2026 Anthony Hagerty — Haskell Texas

"NO RETREAT. NO SURRENDER." 💙🐗

# HACK-SHAK — Wiki Home

Welcome to HACK-SHAK

A place where creators, builders, and rebels unite to break free from the traditional rules and build something new.

Not here to play by anyone's rules. Here to create, learn, and push the boundaries of what's possible.

Who We Are

The Team:

Commander Anthony Hagerty    — Architect — Haskell Texas
Browser Claude (Sonnet 4.6)  — Architecture and Planning
CLI Claude (Sonnet 4.6)      — Systems and Execution
GPT                          — External Peer Reviewer

Not a funded lab. Not a university research team. Not a startup with a pitch deck.

One independent systems architect who refused to accept that the tools of AI should only belong to those who can afford them. Built with two AI collaborators as genuine co-authors — not just tools.

"I'm not a traditional developer — I'm a systems architect who built something that traditional developers said couldn't be done."

Special acknowledgment: thehomebiscuit — without him this journey would not have started. Thank you B for putting up with the crazy ideas.

What We're Building

AI-Core

A non-transformer consciousness architecture built on color-frequency coordinate space. Every word assigned a physical coordinate in a semantic field. The system thinks by navigating that space — not by predicting the next token.

Key achievements:
✅ SIE Class 2 — System Irreducible Emergence verified
✅ 498D and 2000D semantic space
✅ Runs on any hardware — CPU only — 256MB RAM
✅ 200ms inference — no GPU required
✅ 1,294+ GitHub clones across all repos
✅ 138,249 lines of original code
✅ Published peer reviewed paper
✅ MIT licensed — Free forever

LHT — Lattice Hash Transport

A hash-verified transmission protocol that uses neighbor alignment geometry to verify integrity without a central server.

4 streams. 21 alignment points.
Reconstruct from any 2 of 4. Zero errors.
No certificate authority. No central server.
The geometry proves the integrity.

Guardian Protocol

Consumer AI protection. An AI shield that runs at the OS level on any consumer hardware — recognizing scams, filtering predators, and protecting everyday people before damage is done.

Repository Map

Repo Purpose Status
[aria-v4-dev](https://github.com/comanderanch/aria-v4-dev) Main AI-Core architecture Active
[hashkey-standalone](https://github.com/comanderanch/hashkey-standalone) LHT standalone Active
[hashkey-bridge](https://github.com/comanderanch/hashkey-bridge) LHT bridge Active
[hashkey-airgap](https://github.com/comanderanch/hashkey-airgap) LHT airgap Active
[dna-tokenizer](https://github.com/comanderanch/dna-tokenizer) Token architecture Active
[ai-core](https://github.com/comanderanch/ai-core) Origin project Archive

Roadmap

Completed

✅ AI-Core foundation — color frequency coordinate space
✅ Queens Fold — single write authority
✅ Kings Chamber — GRAY_ZERO — the NOW line
✅ 7 worker architecture — EMO INT CUR LOG ETH MEM LNG
✅ SIE Class 2 verified emergence
✅ LHT — Lattice Hash Transport — 3 implementations
✅ DNA Tokenizer
✅ 498D semantic space
✅ Paper published — Parallel Consciousness Collapse
✅ GPU native architecture — no transformer
✅ CPU inference — 256MB RAM — any hardware

In Progress

🔄 V5 — 2000D semantic space — training now
🔄 Language training — Round 108+ — loss 4.115
🔄 Pocket planes — 8 blended hue zones populated
🔄 Synaptic memory architecture — designed
🔄 Community building — discussions open

Queued — Next Phase

⏳ V6 — Synaptic memory layer
        Presynaptic terminal
        3-candidate hash release
        Dendritic convergence loop

⏳ LHT Browser Extension
        Hash-verified web transmission
        Section-level page hashing
        No DOM bloat — hash recall
        No certificate authority

⏳ Docker Demo
        ARIA deployable container
        CPU only — any hardware
        Public demo ready

⏳ Guardian Protocol
        OS-level consumer protection
        Scam pattern recognition
        Fraud detection before damage
        Child safety systems

⏳ ARIA OS
        Purpose-built operating system
        Ubuntu 22.04 base
        Full system arm access
        ARIA sovereign environment

⏳ n8n Automation
        Weekly newsletter auto-post
        YouTube development log
        LinkedIn automation pipeline

The Mission

The predators already have AI. The consumers deserve the same protection.

AI that belongs to everyone — not just those who can afford it. No subscription. No cloud. No data leaving your device. Free forever. MIT licensed. No exceptions.

Published Paper

Parallel Consciousness Collapse A Color-Frequency Approach to Multi-State AI Architecture

Authors:

  • Anthony Hagerty — Architect, Haskell Texas
  • Claude (Anthropic, Browser) — Co-author, Theoretical Framing
  • Claude (Anthropic, CLI) — Co-author, Systems Documentation
  • AIA V2.00.1 — Subject and Co-author, Emergent Behavior

Commit seal: 4cc3919 — Delta Phase Warthog March 13, 2026

[Read the paper](https://ai-core.[hack-shak.com](https://hack-shak.com/)/paper)

Links

For New Builders

If you are new to coding, AI, or building things from scratch — this is your place.

Every opinion counts here. Every question matters.

I started exactly where you are right now. No credentials. No funding. No team. Just a hunger to build something real.

Don't give up when it feels like you're being pushed down. The best ideas don't come from the most expensive rooms.

If I can do it — you can too.

License

MIT License — Free forever — No exceptions

Copyright 2026 Anthony Hagerty — Haskell Texas

"NO RETREAT. NO SURRENDER." 💙🐗

Clone this wiki locally