AILang/skills/implement/SKILL.md

---
name: implement
description: Use when an implementation plan exists in docs/plans/ and is ready to execute, OR when a debug RED-test is handed off for a bugfix. Dispatches the ailang-implement-orchestrator agent, which runs the entire per-task loop (implementer phase → spec-compliance check → quality check, as sequential role-switches in its own context) directly in the working tree without creating commits, writes a stats file (and on BLOCKED/PARTIAL also `BLOCKED.md`), and returns a compressed end-report. The Boss reads the end-report, inspects the working tree, decides commit shape, and performs all commits.
---

# implement — plan execution via a dedicated orchestrator-agent

> **Violating the letter of these rules is violating the spirit.**

## Overview

Plan execution is fully delegated. The Boss-Orchestrator dispatches
ONE subagent (`ailang-implement-orchestrator`), which runs the entire
per-task loop in its own context: implementer phase → spec-compliance
check → quality check, per task, as sequential role-switches inside
the orchestrator-agent itself (Claude Code does not permit nested
subagent dispatch — see Cross-references). All work lives in the
working tree: code edits and the stats file (and `BLOCKED.md` if the
outcome is PARTIAL/BLOCKED). The orchestrator does NOT commit. The
Boss sees one ≤500-token end-report and an unstaged working tree,
then decides commit shape — the end-report carries the per-task
summary the Boss uses to write the commit body.

This skill body is intentionally short. The procedural details of
the per-task loop live in
`skills/implement/agents/ailang-implement-orchestrator.md`. The
**canonical discipline** (Iron Law, sub-status table, common
rationalisations) lives in this file and is read by the
orchestrator-agent every dispatch.

## When to Use / Skipping

Triggers:
- A plan exists at `docs/plans/<iteration>.md` (standard mode).
- A `debug` skill has produced a RED test + cause and is handing off
  for the GREEN side (mini mode).

**Never skipped** when there is code to ship. Trivial mechanical
edits (one-line typo fix, schema rename across N files) MAY be
handled inline by the Boss without dispatch, per CLAUDE.md "trivial
mechanical edits" carve-out — but no review-and-commit discipline
is shed.

## The Iron Law

```
THE IMPLEMENTER NEVER COMMITS. CODE EDITS AND THE STATS FILE LIVE IN THE WORKING TREE AS UNSTAGED CHANGES UNTIL THE BOSS COMMITS THEM.
MAIN HEAD IS SACROSANCT — NO RESET, NO REVERT, BY ANY ACTOR. MAIN MOVES FORWARD ONLY VIA BOSS COMMITS.
PER-TASK PHASES RUN SEQUENTIALLY IN THE ORCHESTRATOR-AGENT'S OWN CONTEXT — implementer phase, then spec-compliance check, then quality check. Each phase is a deliberate role-switch, NOT a fresh subagent (nested-subagent dispatch is forbidden by Claude Code).
TWO-STAGE CHECK PER TASK: SPEC COMPLIANCE FIRST, CODE QUALITY SECOND.
NEVER START THE QUALITY CHECK BEFORE THE SPEC-COMPLIANCE CHECK IS GREEN.
NEVER PUSH PAST `BLOCKED` BY HAND.
ON `PARTIAL` OR `BLOCKED`, THE ORCHESTRATOR WRITES `BLOCKED.md` AT THE REPO ROOT BEFORE RETURNING — UNCOMMITTED BY CONVENTION. ON `DONE`, NO SEPARATE FILE.
```

## Per-task sub-status mechanics

The orchestrator-agent reads and follows this table verbatim every
dispatch. Sub-status values are *internal* to the orchestrator-agent
— they describe the state of an inline role-phase, not the status
of a separate subagent. The vocabulary is preserved because it maps
1:1 to the phase reference files
(`ailang-implementer.md` / `ailang-spec-reviewer.md` /
`ailang-quality-reviewer.md`) the orchestrator-agent consults at
each role-switch.

| Sub-status | Orchestrator action |
|------------|---------------------|
| `DONE` | next phase / next task |
| `DONE_WITH_CONCERNS` | accumulate concern, next phase |
| `NEEDS_CONTEXT` (1st–2nd) | re-attempt the phase with expanded context |
| `NEEDS_CONTEXT` (3rd) | stop → `BLOCKED` to Boss, reason `context-exhausted` |
| `non_compliant` / `changes_requested` (1st–2nd) | switch back to implementer mindset, repair with the check's report as repair brief, then re-run the check phase |
| `non_compliant` / `changes_requested` (3rd) | stop → `BLOCKED` to Boss, reason `review-loop-exhausted` |
| `BLOCKED` (implementer phase) | stop → `BLOCKED` to Boss, reason verbatim |
| `unclear` (spec-compliance phase) | stop → `BLOCKED` to Boss, reason `spec-ambiguous` |
| Tool / infra error | stop → `BLOCKED` to Boss, reason `infra` + raw error |

Re-loop limit: 2 retries per failure-mode per task. The 3rd is
`BLOCKED` to the Boss. `skip task K, continue` is intentionally NOT
a mode — tasks have implicit ordering dependencies and the
orchestrator does not know the dependency graph.

## The Process — Boss side

### Step 1 — Dispatch the orchestrator-agent

For a standard iteration:

```
Agent("ailang-implement-orchestrator", {
  mode: "standard",
  iter_id: "<iter_id>",         // e.g. "ct.2.3", "or.1", "23.4"
  plan_path: "docs/plans/<file>.md",
  task_range: [3, 8]            // optional
})
```

For a debug-handoff (mini mode):

```
Agent("ailang-implement-orchestrator", {
  mode: "mini",
  iter_id: "bugfix-<short-symptom>",
  red_test_path: "<absolute path>",
  cause_summary: "<1-2 sentences from debugger>",
  constraint: "minimal fix, no surrounding cleanup"
})
```

Before dispatch: ensure the working tree is clean
(`git status --porcelain` empty). The orchestrator's Phase 0 will
refuse to start on a dirty tree.

### Step 2 — Read the end-report

The orchestrator returns a ≤500-token plain-text report (see the
agent's "Output format — end-report" section for the fixed
structure). Read it. The end-report is the only thing that costs the
Boss-context tokens; per-task chatter has stayed inside the
orchestrator-agent.

### Step 3 — Boss inspect + commit step (on DONE)

The orchestrator returns with code edits and the stats file sitting
in the working tree as unstaged changes. Nothing is committed yet,
and there is no `BLOCKED.md` (DONE never writes one).

1. Inspect: `git status` and `git diff` — confirm the changes match
   what the end-report claims. The end-report is the per-task
   summary; use it as the basis for the commit body.
2. Decide commit shape — by default one cohesive commit for the
   whole iter; split into a few logical commits only if the diff
   genuinely covers multiple unrelated changes. Per-task commit
   splitting is NOT a goal; the iter is the unit of consistency
   the Boss is committing to.
3. Write the commit body. It carries everything a future reader needs
   that the diff itself does not: the *why*, the alternatives that
   were considered and rejected, the verification steps run, and any
   concerns that remain. Detail-fill comes from the end-report — the
   per-task chatter that stayed inside the orchestrator does not
   come back, by design.
4. Stage + commit the code edits and the stats file.
5. If trigger is done-state and the user is away, run `notify.sh`
   per `skills/boss/SKILL.md` "Done-state notifications" subsection.

### Step 4 — Boss handling (on PARTIAL or BLOCKED)

The orchestrator returns with whatever work-in-progress it managed
plus `BLOCKED.md` at the repo root carrying the diagnostic. Nothing
is committed. The Boss decides what to do with the dirty working
tree:

1. Read `BLOCKED.md` — `## What did not` names the failure mode and
   the worker's verbatim reason. Read `git diff` to see what was
   attempted.
2. Decide:
   - **Repair:** keep the working-tree changes in place (or stash
     them with `git stash` if a clarifying read of clean main is
     needed first). Adjust plan or extend context; **delete
     `BLOCKED.md`** (`rm BLOCKED.md`) before re-dispatch — the
     orchestrator's Phase 0 clean-tree check counts it as dirt.
     Either stash everything and re-dispatch on a clean tree, or
     commit the known-good subset, then `rm BLOCKED.md`, then
     re-dispatch.
   - **Discard:** `git checkout -- .` to drop unstaged file
     changes; `git clean -fd BLOCKED.md` (or `rm BLOCKED.md`) plus
     anything else new. main HEAD does NOT move.
   - **Escalate:** ask the user via `notify.sh`. `BLOCKED.md` sits
     in the working tree until the conversation resumes.

Under no circumstance does the Boss `git reset` or `git revert` on
main: there is nothing on main to undo (the orchestrator did not
commit), and the policy forbids history rewinding on main even if
there were.

## Handoff Contract

`implement` consumes:

| Source | Carrier |
|--------|---------|
| from `planner` | path to `docs/plans/<iteration>.md` (+ optional `task_range`) |
| from `debug` | RED-test path + cause summary + minimal-fix constraint |

`implement` produces: an unstaged working tree containing the code
edits and the stats file (`bench/orchestrator-stats/<file>.json`);
on PARTIAL/BLOCKED, also `BLOCKED.md` at the repo root. The Boss
inspects, commits the code + stats (DONE) or repairs/discards
(PARTIAL/BLOCKED). No further hand-off — `audit` runs independently
at milestone close.

## Common Rationalisations

| Excuse | Reality |
|--------|---------|
| "Single task, dispatch overhead exceeds the work" | The orchestrator-agent IS the discipline. A single dispatch is cheap; the per-task phase loop and the working-tree isolation are the value. |
| "Let me have the orchestrator commit the per-task work, it's cleaner" | The orchestrator never commits. Boss-only commit is a project-wide rule (see CLAUDE.md): only the Boss decides when a state is consistent enough to enter main history. |
| "Per-task commits would help bisection later" | The orchestrator's per-task phases are review gates, not bisection points. Iter-level commits are the bisection unit — and they only exist if the whole iter passes the Boss's review. |
| "BLOCKED end-report, let me dig into BLOCKED.md and continue myself" | Read the `## What did not` section first. The orchestrator stopped at the re-loop limit for a reason. Continuing by hand undoes the discipline. |
| "End-report says PARTIAL with 4/5 tasks DONE — close enough, commit them" | The 5th task may carry an invariant the earlier 4 silently depend on. Either re-dispatch for the missing task or `git checkout -- .` and re-plan. |
| "BLOCKED.md feels redundant — the end-report already has the blocked detail" | The end-report dies when the chat scrolls; `BLOCKED.md` sits in the working tree across pauses, mode-switches, and Boss-inspection rounds. It is the durable handoff. |
| "The per-task phases run inline anyway, just have the Boss dispatch the reviewer-agents instead and skip the orchestrator-agent" | That gives back fresh-per-phase context but loses the Boss-context offload — the per-task chatter goes back through the Boss. The orchestrator-agent exists precisely for the offload. If you want fresh-per-phase context AND offload, you want a capability Claude Code does not provide. |
| "BLOCKED iter with a bad commit on main — let me `git revert` it" | There is no bad commit on main: the orchestrator did not commit. Bad work stays in the working tree where it is still discardable. main HEAD is sacrosanct. |
| "Re-dispatch refuses because `BLOCKED.md` is still in the tree — let me just commit it to clear the check" | No. `BLOCKED.md` is never committed. `rm BLOCKED.md` (or stash) before re-dispatch — the file's whole purpose is to live in the working tree, not on main. |

## Red Flags — STOP

- Boss dispatching `ailang-implementer` directly (bypassing the
  orchestrator-agent).
- Boss running `git reset` or `git revert` on main.
- Orchestrator-agent running `git commit` (anywhere, ever).
- Two `/implement` runs overlapping on the same working tree.
- `BLOCKED.md` staged or committed by anyone.
- End-report longer than ~500 tokens.

## Cross-references

- **Agent dispatched:**
  `skills/implement/agents/ailang-implement-orchestrator.md` —
  carries the per-task loop inline; each phase is a role-switch in
  the orchestrator-agent's own context. The role-files below are
  *phase references* (the orchestrator-agent reads them at each
  role-switch to inhale the discipline) — they are NOT separately
  dispatched subagents:
  - `skills/implement/agents/ailang-implementer.md` — Phase 2.1
    reference (implementer mindset, TDD discipline)
  - `skills/implement/agents/ailang-spec-reviewer.md` — Phase 2.2
    reference (spec-compliance mindset)
  - `skills/implement/agents/ailang-quality-reviewer.md` — Phase
    2.3 reference (quality-review mindset)
  - `skills/implement/agents/ailang-tester.md` — Phase 3 reference
    (E2E coverage mindset)
- **Why inline phases, not nested subagents.** Claude Code does not
  permit a subagent to spawn other subagents. The orchestrator-agent
  cannot dispatch the role-agents above; it adopts each role as a
  sequential phase in its own context. This was discovered when the
  first real dispatch of the orchestrator-agent reported that the
  `Agent` tool was absent from its tool set even though frontmatter
  declared it (commit `git log --all --grep='or.2'`).
- **Input sources:**
  - `skills/planner/SKILL.md` — produces the plan files this skill
    consumes
  - `skills/debug/SKILL.md` — produces the RED-test handoff for
    mini-mode
- **Output target:** Boss reads the end-report, inspects the
  working tree, and commits; `audit` runs at milestone close.