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AI Feature Orchestrator: Custom Agents (2/6), Fixes AB#3534742#396

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Mar 12, 2026
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AI Feature Orchestrator: Custom Agents (2/6), Fixes AB#3534742#396
shahzaibj merged 2 commits intomasterfrom
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@shahzaibj shahzaibj commented Mar 5, 2026

Part 2: Custom Agents

Adds 6 custom agents that power the feature orchestration pipeline.

Agent Purpose
feature-orchestrator Conductor coordinates Design Plan Backlog Dispatch Monitor
codebase-researcher Deep exploration with call chain tracing, invariant discovery
design-writer Design specs with agent implementation notes, open questions
feature-planner Quality-driven PBI decomposition
pbi-creator ADO work item creation with batched askQuestion
agent-dispatcher Dispatches PBIs to Copilot coding agent

Also updates copilot-instructions.md with pipeline documentation and .gitconfig for design-docs clone.

PR 2 of 6. Merge after Skills (#392).

Fixes AB#3534742

@shahzaibj shahzaibj requested a review from a team as a code owner March 5, 2026 21:45
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❌ Work item link check failed. Description does not contain AB#{ID}.

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✅ Work item link check complete. Description contains link AB#3534742 to an Azure Boards work item.

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✅ Work item link check complete. Description contains link AB#3534742 to an Azure Boards work item.

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@github-actions github-actions bot changed the title AI Feature Orchestrator: Custom Agents (2/6) AI Feature Orchestrator: Custom Agents (2/6), Fixes AB#3534742 Mar 5, 2026
p3dr0rv added a commit that referenced this pull request Mar 10, 2026
…400)

Update AB ID,
Below is an example of description that was failing with previous
implementation and works with new.

## AI-Driven Feature Development - Part 1: Skills

Adds the foundational skill definitions that power the AI feature
orchestrator pipeline.

### What's included

| Skill | Purpose |
|-------|---------|
| **design-author** | Creates detailed design specs following the team's
template |
| **design-reviewer** | Reads and addresses inline review comments on
design specs |
| **feature-planner** | Decomposes approved designs into repo-targeted
PBIs |
| **pbi-creator** | Creates work items in Azure DevOps with proper
metadata |
| **pbi-dispatcher** | Dispatches PBIs to GitHub Copilot coding agent |

Also includes:
- PBI description quality guide with good/bad examples
- Dispatch workflow reference

### Merge order
**PR 1 of 6.** Merge first  other PRs reference these skills.

1. ** Skills** (this PR)
2. Agents (#396)
3. Hooks & State (#397)
4. Prompts & Config (#398)
5. Extension (#394)
6. Docs & Setup (#395)

Fixes
[AB#3534741](https://identitydivision.visualstudio.com/fac9d424-53d2-45c0-91b5-ef6ba7a6bf26/_workitems/edit/3534741)
shahzaibj added a commit that referenced this pull request Mar 12, 2026
## AI-Driven Feature Development - Part 1: Skills

Adds the foundational skill definitions that power the AI feature
orchestrator pipeline.

### What's included

| Skill | Purpose |
|-------|---------|
| **design-author** | Creates detailed design specs following the team's
template |
| **design-reviewer** | Reads and addresses inline review comments on
design specs |
| **feature-planner** | Decomposes approved designs into repo-targeted
PBIs |
| **pbi-creator** | Creates work items in Azure DevOps with proper
metadata |
| **pbi-dispatcher** | Dispatches PBIs to GitHub Copilot coding agent |

Also includes:
- PBI description quality guide with good/bad examples
- Dispatch workflow reference

### Merge order
**PR 1 of 6.** Merge first  other PRs reference these skills.

1. ** Skills** (this PR)
2. Agents (#396)
3. Hooks & State (#397)
4. Prompts & Config (#398)
5. Extension (#394)
6. Docs & Setup (#395)

Fixes
[AB#3534741](https://identitydivision.visualstudio.com/fac9d424-53d2-45c0-91b5-ef6ba7a6bf26/_workitems/edit/3534741)
@shahzaibj shahzaibj merged commit ee1bf74 into master Mar 12, 2026
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shahzaibj added a commit that referenced this pull request Mar 12, 2026
…4743 (#397)

## Part 3: Hooks and State Management

Adds lifecycle hooks and the feature state CLI.

### Hooks

| Hook | Trigger | Purpose |
|------|---------|---------|
| `subagent-start.js` | SubagentStart | Injects active feature context
into subagent sessions |
| `subagent-stop.js` | SubagentStop | Advances pipeline step when a
subagent completes |

### State Management (`state-utils.js`)

CLI tool for managing feature state at
`~/.android-auth-orchestrator/state.json`:
- `list-features`  summary of all features
- `get-feature`  full feature details (by name or ID)
- `set-step`  advance pipeline step
- `add-feature`, `set-design`, `add-pbi`, `add-agent-pr` manage
artifacts

Supports lookup by feature name (not just ID), with case-insensitive and
partial matching.

**PR 3 of 6. Merge after Agents (#396).**

Fixes
[AB#3534743](https://identitydivision.visualstudio.com/fac9d424-53d2-45c0-91b5-ef6ba7a6bf26/_workitems/edit/3534743)
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