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eca74d6
Add initial skill for testing, which is simply Steve's skill (#1)
donald-pinckney Feb 2, 2026
5998c64
Use claude to merge Steve's, Max's, and Mason's skills. (#2)
donald-pinckney Feb 4, 2026
ff033bc
add simple feedback mechanism (#3)
donald-pinckney Feb 4, 2026
b8b74c0
Change skill name to kebab-case, for compatibility with Amp and Cline…
donald-pinckney Feb 13, 2026
d25073a
Clean up references/core/ai-integration.md
donald-pinckney Feb 13, 2026
b0fcfe3
Clean up references/core/common-gotchas.md
donald-pinckney Feb 13, 2026
e113399
Clean up references/core/common-gotchas.md
donald-pinckney Feb 13, 2026
2b6676f
Clean up references/core/determinism.md
donald-pinckney Feb 13, 2026
efc8ef2
Clean up references/core/determinism.md
donald-pinckney Feb 13, 2026
45497f4
Update error-reference.md
donald-pinckney Feb 17, 2026
f61d2ea
Update interactive-workflows.md
donald-pinckney Feb 17, 2026
1f4c53d
Clean up patterns.md
donald-pinckney Feb 17, 2026
3c19991
Cut shell scripts
donald-pinckney Feb 17, 2026
d237247
Edit troubleshooting.md
donald-pinckney Feb 17, 2026
5695854
remove interceptors for now
donald-pinckney Feb 18, 2026
e10cbb8
remove dynamic workflows
donald-pinckney Feb 18, 2026
d4d9921
clarify on heartbeating of async activity completions, and prompt it …
donald-pinckney Feb 18, 2026
1c185b6
Improve references/python/advanced-features.md
donald-pinckney Feb 18, 2026
e945f1d
Use explicit namespace in connect
donald-pinckney Feb 18, 2026
322f85a
remove duplicated content from determinism.md, clean up
donald-pinckney Feb 18, 2026
bb46cb4
Improve references/python/data-handling.md
donald-pinckney Feb 18, 2026
3dcccb8
Prefer start_to_close_timeout
donald-pinckney Feb 18, 2026
8b7dffa
don't explicitely provide defaults for retry policies
donald-pinckney Feb 18, 2026
f693cc7
error-handling.md cleanup
donald-pinckney Feb 18, 2026
3d43cd2
move idempotency patterns to patterns.md
donald-pinckney Feb 18, 2026
f0387e3
remove multi-param activities
donald-pinckney Feb 18, 2026
f36faca
small edits
donald-pinckney Feb 18, 2026
0bc69b2
Unify sandbox stuff into one file
donald-pinckney Feb 18, 2026
56dde75
local activities aren't experimental
donald-pinckney Feb 18, 2026
35c3bc5
Clean up references/python/sync-vs-async.md
donald-pinckney Feb 18, 2026
d61866b
Cleanup observability.md, remove duplicated search attributes
donald-pinckney Feb 19, 2026
ad4cc34
Cut otel for now
donald-pinckney Feb 19, 2026
f01763a
cut a lot of duplicate stuff from python gotchas, address comments
donald-pinckney Feb 20, 2026
cbfd857
de-duplicate content
donald-pinckney Feb 20, 2026
79ecaf3
Lots of improvements to testing
donald-pinckney Feb 20, 2026
663bbe4
cleanup to top level of skill (like CLI install instructions), and to…
donald-pinckney Feb 20, 2026
ec02f38
Improve patterns.md
donald-pinckney Feb 23, 2026
14da16a
clean up ai-patterns.md
donald-pinckney Feb 23, 2026
fd1af23
Update readme with installation instructions
donald-pinckney Feb 23, 2026
846cb44
remove ts directory
donald-pinckney Feb 23, 2026
0692311
De-couple core from python and TypeScript as much as possible
donald-pinckney Feb 23, 2026
83aa233
Remove TypeScript hints
donald-pinckney Feb 23, 2026
47ae2fd
add prompting for feedback at startup - wait for ethan on slack channel
donald-pinckney Feb 19, 2026
75c568d
shorten url
donald-pinckney Feb 19, 2026
3f972f9
Update slack channel
donald-pinckney Feb 23, 2026
99a2d4a
Automated pass over on python cleanup & deduplication
donald-pinckney Feb 27, 2026
87fe92e
Remove multi-patching from Python, since its obvious, dont waste toke…
donald-pinckney Mar 3, 2026
766f888
Add TypeScript (#31)
donald-pinckney Mar 7, 2026
8ad9233
Fix typos and reference links (#36)
donald-pinckney Mar 7, 2026
c73c9c0
quick edit to readme (#37)
donald-pinckney Mar 12, 2026
c013b87
Fix saga compensations to run under cancellation protection (#43)
donald-pinckney Mar 17, 2026
291f4e5
Update readme for public preview (#45)
donald-pinckney Mar 18, 2026
21d1d41
a few more readme tweaks (#46)
donald-pinckney Mar 18, 2026
6cd40f2
Add MIT License to the project (#47)
donald-pinckney Mar 18, 2026
e16c9b8
Add Go (supersedes other PR) (#38)
donald-pinckney Mar 19, 2026
b9a0728
Setup CODEOWNERS to AI SDK team (#48)
donald-pinckney Mar 19, 2026
29e4600
Align version number in SKILL.md and plugin.json. (#49)
donald-pinckney Mar 19, 2026
1cc4591
Merge branch 'main' into dev
donald-pinckney Mar 19, 2026
68ebe14
Fix typos and broken references across skill docs (#56)
jacksonlo Mar 31, 2026
b040ae1
Fix Python reference bugs: incorrect API name, syntax error, broken c…
trevoryao Mar 31, 2026
57c08ef
Add `@workflow.init` decorator to python.md Key Concepts (#57)
brianstrauch Mar 31, 2026
8369c65
Remove ASCII diagram, replace with prose. (#66)
donald-pinckney Apr 2, 2026
9b97cee
[fix] Add missing section to TS's observability (#65)
donald-pinckney Apr 2, 2026
0c8586b
Add Java SDK support (#42)
donald-pinckney Apr 2, 2026
7d5ae76
Reduce repetition in determinism sans sandboxing (#67)
donald-pinckney Apr 2, 2026
25eb553
Bump to 0.2.0 for Java release (#72)
donald-pinckney Apr 3, 2026
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2 changes: 1 addition & 1 deletion README.md
Original file line number Diff line number Diff line change
Expand Up @@ -36,7 +36,7 @@ Appropriately adjust the installation directory based on your coding agent.
- [x] Python ✅
- [x] TypeScript ✅
- [x] Go ✅
- [ ] Java 🚧 ([PR](https://github.com/temporalio/skill-temporal-developer/pull/42))
- [x] Java
- [ ] .NET 🚧 ([PR](https://github.com/temporalio/skill-temporal-developer/pull/39))
- [ ] Ruby 🚧 ([PR](https://github.com/temporalio/skill-temporal-developer/pull/41))
- [ ] PHP 🚧 ([PR](https://github.com/temporalio/skill-temporal-developer/pull/40))
42 changes: 15 additions & 27 deletions SKILL.md
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@@ -1,42 +1,29 @@
---
name: temporal-developer
description: This skill should be used when the user asks to "create a Temporal workflow", "write a Temporal activity", "debug stuck workflow", "fix non-determinism error", "Temporal Python", "Temporal TypeScript", "Temporal Go", "Temporal Golang", "workflow replay", "activity timeout", "signal workflow", "query workflow", "worker not starting", "activity keeps retrying", "Temporal heartbeat", "continue-as-new", "child workflow", "saga pattern", "workflow versioning", "durable execution", "reliable distributed systems", or mentions Temporal SDK development.
version: 0.1.0
description: This skill should be used when the user asks to "create a Temporal workflow", "write a Temporal activity", "debug stuck workflow", "fix non-determinism error", "Temporal Python", "Temporal TypeScript", "Temporal Go", "Temporal Golang", "Temporal Java", "workflow replay", "activity timeout", "signal workflow", "query workflow", "worker not starting", "activity keeps retrying", "Temporal heartbeat", "continue-as-new", "child workflow", "saga pattern", "workflow versioning", "durable execution", "reliable distributed systems", or mentions Temporal SDK development.
version: 0.2.0
---

# Skill: temporal-developer

## Overview

Temporal is a durable execution platform that makes workflows survive failures automatically. This skill provides guidance for building Temporal applications in Python, TypeScript, and Go.
Temporal is a durable execution platform that makes workflows survive failures automatically. This skill provides guidance for building Temporal applications in Python, TypeScript, Go, and Java.

## Core Architecture

```
┌─────────────────────────────────────────────────────────────────┐
│ Temporal Cluster │
│ ┌─────────────────┐ ┌─────────────────┐ ┌────────────────┐ │
│ │ Event History │ │ Task Queues │ │ Visibility │ │
│ │ (Durable Log) │ │ (Work Router) │ │ (Search) │ │
│ └─────────────────┘ └─────────────────┘ └────────────────┘ │
└─────────────────────────────────────────────────────────────────┘
│ Poll / Complete
┌─────────────────────────────────────────────────────────────────┐
│ Worker │
│ ┌─────────────────────────┐ ┌──────────────────────────────┐ │
│ │ Workflow Definitions │ │ Activity Implementations │ │
│ │ (Deterministic) │ │ (Non-deterministic OK) │ │
│ └─────────────────────────┘ └──────────────────────────────┘ │
└─────────────────────────────────────────────────────────────────┘
```
The **Temporal Cluster** is the central orchestration backend. It maintains three key subsystems: the **Event History** (a durable log of all workflow state), **Task Queues** (which route work to the right workers), and a **Visibility** store (for searching and listing workflows). There are three ways to run a Cluster:

- **Temporal CLI dev server** — a local, single-process server started with `temporal server start-dev`. Suitable for development and testing only, not production.
- **Self-hosted** — you deploy and manage the Temporal server and its dependencies (e.g., database) in your own infrastructure for production use.
- **Temporal Cloud** — a fully managed production service operated by Temporal. No cluster infrastructure to manage.

**Workers** are long-running processes that you run and manage. They poll Task Queues for work and execute your code. You might run a single Worker process on one machine during development, or run many Worker processes across a large fleet of machines in production. Each Worker hosts two types of code:

- **Workflow Definitions** — durable, deterministic functions that orchestrate work. These must not have side effects.
- **Activity Implementations** — non-deterministic operations (API calls, file I/O, etc.) that can fail and be retried.

**Components:**
- **Workflows** - Durable, deterministic functions that orchestrate activities
- **Activities** - Non-deterministic operations (API calls, I/O) that can fail and retry
- **Workers** - Long-running processes that poll task queues and execute code
- **Task Queues** - Named queues connecting clients to workers
Workers communicate with the Cluster via a poll/complete loop: they poll a Task Queue for tasks, execute the corresponding Workflow or Activity code, and report results back.

## History Replay: Why Determinism Matters

Expand Down Expand Up @@ -92,6 +79,7 @@ Once you've downloaded the file, extract the downloaded archive and add the temp
1. First, read the getting started guide for the language you are working in:
- Python -> read `references/python/python.md`
- TypeScript -> read `references/typescript/typescript.md`
- Java -> read `references/java/java.md`
- Go -> read `references/go/go.md`
2. Second, read appropriate `core` and language-specific references for the task at hand.

Expand Down
3 changes: 2 additions & 1 deletion references/core/determinism.md
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Expand Up @@ -76,10 +76,11 @@ In Temporal, activities are the primary mechanism for making non-deterministic c
For a few simple cases, like timestamps, random values, UUIDs, etc. the Temporal SDK in your language may provide durable variants that are simple to use. See `references/{your_language}/determinism.md` for the language you are working in for more info.

## SDK Protection Mechanisms
Each Temporal SDK language provides a protection mechanism to make it easier to catch non-determinism errors earlier in development:
Each Temporal SDK language provides a different level of protection against non-determinism:

- Python: The Python SDK runs workflows in a sandbox that intercepts and aborts non-deterministic calls early at runtime.
- TypeScript: The TypeScript SDK runs workflows in an isolated V8 sandbox, intercepting many common sources of non-determinism and replacing them automatically with deterministic variants.
- Java: The Java SDK has no sandbox. Determinism is enforced by developer conventions — the SDK provides `Workflow.*` APIs as safe alternatives (e.g., `Workflow.sleep()` instead of `Thread.sleep()`), and non-determinism is only detected at replay time via `NonDeterministicException`. A static analysis tool (`temporal-workflowcheck`, beta) can catch violations at build time. Cooperative threading under a global lock eliminates the need for synchronization.
- Go: The Go SDK has no runtime sandbox. Therefore, non-determinism bugs will never be immediately appararent, and are usually only observable during replay. The optional `workflowcheck` static analysis tool can be used to check for many sources of non-determinism at compile time.

Regardless of which SDK you are using, it is your responsibility to ensure that workflow code does not contain sources of non-determinism. Use SDK-specific tools as well as replay tests for doing so.
Expand Down
2 changes: 1 addition & 1 deletion references/core/error-reference.md
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@@ -1,6 +1,6 @@
# Common Error Types Reference

| Error Type | Error identifier (if any) | Where to Find | What Happened | Recovery | Link to additional info (if any)
| Error Type | Error identifier (if any) | Where to Find | What Happened | Recovery | Link to additional info (if any) |
|------------|---------------|---------------|---------------|----------|----------|
| **Non-determinism** | TMPRL1100 | `WorkflowTaskFailed` in history | Replay doesn't match history | Analyze error first. **If accidental**: fix code to match history → restart worker. **If intentional v2 change**: terminate → start fresh workflow. | https://github.com/temporalio/rules/blob/main/rules/TMPRL1100.md |
| **Deadlock** | TMPRL1101 | `WorkflowTaskFailed` in history, worker logs | Workflow blocked too long (deadlock detected) | Remove blocking operations from workflow code (no I/O, no sleep, no threading locks). Use Temporal primitives instead. | https://github.com/temporalio/rules/blob/main/rules/TMPRL1101.md |
Expand Down
4 changes: 2 additions & 2 deletions references/core/patterns.md
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Expand Up @@ -253,9 +253,9 @@ To ensure that polling_activity is restarted in a timely manner, we make sure th

**Implementation**:

Define an Activty which fails (raises an exception) exactly when polling is not completed.
Define an Activity which fails (raises an exception) exactly when polling is not completed.

The polling loop is accomplised via activity retries, by setting the following Retry options:
The polling loop is accomplished via activity retries, by setting the following Retry options:
- backoff_coefficient: to 1
- initial_interval: to the polling interval (e.g. 60 seconds)

Expand Down
2 changes: 1 addition & 1 deletion references/core/troubleshooting.md
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Expand Up @@ -192,7 +192,7 @@ Timeout error?
├─▶ Which timeout?
│ │
│ ├─▶ Workflow timeout
│ │ └─▶ Increase timeout or optimize workflow. Better yet, consider removing the workflow timeout, as it is generally discourged unless *necessary* for your use case.
│ │ └─▶ Increase timeout or optimize workflow. Better yet, consider removing the workflow timeout, as it is generally discouraged unless *necessary* for your use case.
│ │
│ ├─▶ ScheduleToCloseTimeout
│ │ └─▶ Activity taking too long overall (including retries)
Expand Down
2 changes: 1 addition & 1 deletion references/go/determinism-protection.md
Original file line number Diff line number Diff line change
Expand Up @@ -2,7 +2,7 @@

## Overview

The Go SDK has no runtime sandbox. Determinism is enforced by **developer convention** and **optional static analysis**. Unlike the Python and TypeScript SDKs, the Go SDK will not intercept or replace non-deterministic calls at runtime. The Go SDK does perform a limited runtime command-ordering check, but catching non-deterministic code before deployment requires the `workflowcheck` tool and testing, in particular replay tests (see `references/go/testing`).
The Go SDK has no runtime sandbox (only Python and TypeScript have sandboxing). Determinism is enforced by **developer convention** and **optional static analysis**. The Go SDK will not intercept or replace non-deterministic calls at runtime. The Go SDK does perform a limited runtime command-ordering check, but catching non-deterministic code before deployment requires the `workflowcheck` tool and testing, in particular replay tests (see `references/go/testing.md`).

## workflowcheck Static Analysis

Expand Down
4 changes: 2 additions & 2 deletions references/go/go.md
Original file line number Diff line number Diff line change
Expand Up @@ -2,7 +2,7 @@

## Overview

The Temporal Go SDK (`go.temporal.io/sdk`) provides a strongly-typed, idiomatic Go approach to building durable workflows. Workflows are regular exported Go functions. The Go SDK does not have an automatic sandbox -- determinism is the developer's responsibility, aided by the `workflowcheck` static analysis tool.
The Temporal Go SDK (`go.temporal.io/sdk`) provides a strongly-typed, idiomatic Go approach to building durable workflows. Workflows are regular exported Go functions.

## Quick Start

Expand Down Expand Up @@ -239,4 +239,4 @@ See `references/go/testing.md` for info on writing tests.
- **`references/go/advanced-features.md`** - Schedules, worker tuning, and more
- **`references/go/data-handling.md`** - Data converters, payload codecs, encryption
- **`references/go/versioning.md`** - Patching API (`workflow.GetVersion`), Worker Versioning
- **`references/python/determinism-protection.md`** - Information on **`workflowcheck`** tool to help statically check for determinism issues.
- **`references/go/determinism-protection.md`** - Information on **`workflowcheck`** tool to help statically check for determinism issues.
167 changes: 167 additions & 0 deletions references/java/advanced-features.md
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@@ -0,0 +1,167 @@
# Java SDK Advanced Features

## Schedules

Create recurring workflow executions.

```java
import io.temporal.client.schedules.*;

ScheduleClient scheduleClient = ScheduleClient.newInstance(service);

// Create a schedule
String scheduleId = "daily-report";
ScheduleHandle handle = scheduleClient.createSchedule(
scheduleId,
Schedule.newBuilder()
.setAction(
ScheduleActionStartWorkflow.newBuilder()
.setWorkflowType(DailyReportWorkflow.class)
.setOptions(
WorkflowOptions.newBuilder()
.setWorkflowId("daily-report")
.setTaskQueue("reports")
.build()
)
.build()
)
.setSpec(
ScheduleSpec.newBuilder()
.setIntervals(
List.of(new ScheduleIntervalSpec(Duration.ofDays(1)))
)
.build()
)
.build(),
ScheduleOptions.newBuilder().build()
);

// Manage schedules
ScheduleHandle scheduleHandle = scheduleClient.getHandle(scheduleId);
scheduleHandle.pause("Maintenance window");
scheduleHandle.unpause();
scheduleHandle.trigger(); // Run immediately
scheduleHandle.delete();
```

## Async Activity Completion

For activities that complete asynchronously (e.g., human tasks, external callbacks).
If you configure a heartbeat timeout on this activity, the external completer is responsible for sending heartbeats via the async handle.

**Note:** If the external system can reliably Signal back with the result and doesn't need to Heartbeat or receive Cancellation, consider using **signals** instead.

```java
public class ApprovalActivitiesImpl implements ApprovalActivities {
@Override
public String requestApproval(String requestId) {
ActivityExecutionContext ctx = Activity.getExecutionContext();

// Get task token for async completion
byte[] taskToken = ctx.getTaskToken();

// Store task token for later completion (e.g., in database)
storeTaskToken(requestId, taskToken);

// Mark this activity as waiting for external completion
ctx.doNotCompleteOnReturn();

return null; // Return value is ignored
}
}

// Later, complete the activity from another process
public void completeApproval(String requestId, boolean approved) {
WorkflowServiceStubs service = WorkflowServiceStubs.newLocalServiceStubs();
WorkflowClient client = WorkflowClient.newInstance(service);

ActivityCompletionClient completionClient = client.newActivityCompletionClient();

byte[] taskToken = getTaskToken(requestId);

if (approved) {
completionClient.complete(taskToken, "approved");
} else {
completionClient.completeExceptionally(
taskToken,
new RuntimeException("Rejected")
);
}
}
```

## Worker Tuning

Configure worker performance settings.

```java
WorkerOptions workerOptions = WorkerOptions.newBuilder()
// Max concurrent workflow task executions (default: 200)
.setMaxConcurrentWorkflowTaskExecutionSize(200)
// Max concurrent activity executions (default: 200)
.setMaxConcurrentActivityExecutionSize(200)
// Max concurrent local activity executions (default: 200)
.setMaxConcurrentLocalActivityExecutionSize(200)
// Max workflow task pollers (default: 5)
.setMaxConcurrentWorkflowTaskPollers(5)
// Max activity task pollers (default: 5)
.setMaxConcurrentActivityTaskPollers(5)
.build();

WorkerFactory factory = WorkerFactory.newInstance(client);
Worker worker = factory.newWorker("my-queue", workerOptions);
worker.registerWorkflowImplementationTypes(MyWorkflowImpl.class);
worker.registerActivitiesImplementations(new MyActivitiesImpl());
factory.start();
```

## Workflow Failure Exception Types

Control which exceptions cause workflow failures vs workflow task failures.

By default, only `ApplicationFailure` (and its subclasses) fail the workflow execution. All other exceptions fail the **workflow task**, causing the task to retry indefinitely until the code is fixed or the workflow is terminated.

### Per-Workflow Configuration

Use `WorkflowImplementationOptions` to specify which exception types should fail the workflow:

```java
Worker worker = factory.newWorker("my-queue");
worker.registerWorkflowImplementationTypes(
WorkflowImplementationOptions.newBuilder()
.setFailWorkflowExceptionTypes(
IllegalArgumentException.class,
CustomBusinessException.class
)
.build(),
MyWorkflowImpl.class
);
```

With this configuration, `IllegalArgumentException` and `CustomBusinessException` thrown from the workflow will fail the workflow execution instead of just the workflow task.

### Worker-Level Configuration

Apply to all workflows registered on the worker:

```java
WorkerFactoryOptions factoryOptions = WorkerFactoryOptions.newBuilder()
.setWorkflowHostLocalTaskQueueScheduleToStartTimeout(Duration.ofSeconds(10))
.build();
WorkerFactory factory = WorkerFactory.newInstance(client, factoryOptions);

Worker worker = factory.newWorker("my-queue");
// Register each workflow type with its own failure exception types
worker.registerWorkflowImplementationTypes(
WorkflowImplementationOptions.newBuilder()
.setFailWorkflowExceptionTypes(
IllegalArgumentException.class,
CustomBusinessException.class
)
.build(),
MyWorkflowImpl.class,
AnotherWorkflowImpl.class
);
```

- **Tip for testing:** Set `setFailWorkflowExceptionTypes(Throwable.class)` so any unhandled exception fails the workflow immediately rather than retrying the workflow task forever. This surfaces bugs faster.
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