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Eighth and final skill via the boss pattern. implement carries the per-task loop mechanics; implementer + spec-reviewer + quality-reviewer + tester are phase references the implement-orchestrator inhales at each role-switch. All eight skills + their agents now live in the plugin. AILang can switch over by dropping a project profile + removing its in-tree skills/ in a follow-up. Vocabulary substitutions: - AILang → "this project" - milestone → cycle - Boss → orchestrator (consistently) - ailang-implement-orchestrator → implement-orchestrator - ailang-implementer → implementer - ailang-spec-reviewer → spec-reviewer - ailang-quality-reviewer → quality-reviewer - ailang-tester → tester AILang-specific bits dropped or generalized: - `docs/plans/<iteration>.md` / `docs/specs/<milestone>.md` → `paths.plan_dir` / `paths.spec_dir` - `/tmp/ail-iter/<iter_id>/` → `/tmp/iter-<iter_id>/` - `bench/orchestrator-stats/` → `/tmp/iter-<iter_id>/stats.json` with note that a project-configured stats dir can be used - `cargo build --workspace` / `cargo test --workspace` → `commands.build` / `commands.test` - `examples/<name>.ail.json` → "fixture in the project's canonical fixture form" - `crates/ail/tests/e2e.rs` → "the project's E2E test location" - The entire AILang "Architecture rules (binding)" block in implementer (determinism via BLAKE3, LLVM text IR, schema ailang/v0, RC + bump allocator, Type::Fn effects, Implicit-mode rule) → generic "the binding architectural rules are declared in CLAUDE.md and the design ledger" - `git log --all --grep='or.2'` reference in implement-orchestrator → dropped (was AILang project history) - `bench/orchestrator-stats/<YYYY-MM-DD>-iter-<iter_id>.json` → generic stats path with project-configured option - AILang-specific quality-bar examples (Implicit-mode RC unflagged, libllvm call, schema break without migration note) → generic "anything that violates a binding architectural rule from CLAUDE.md / design ledger" - AILang-specific tester examples (`(show 42)` Int dispatch, ailang/v0 schema) → generic "feature X variant" / "API response" / observable-behaviour framing - `Brummel` references → dropped - `notify.sh` hardcoded → "the project's configured notification command" - `iter/...` branches (legacy AILang concept) → "iteration branches are not used" Universal substance preserved verbatim across all six files: - implement SKILL Iron Law (7 lines including new-cycle triggers and BLOCKED.md convention) - Per-task sub-status table (9 rows) - implement-orchestrator: 7-phase process (Phase 0 clean tree, Phase 1 context load mode-dependent, Phase 2 per-task loop with 4 sub-phases, Phase 3 E2E, Phase 4 BLOCKED.md, Phase 5 stats, Phase 6 end-report) - implement-orchestrator: BLOCKED.md template, stats.json schema, end-report fixed structure - implementer: TDD-first discipline, RED-first exceptions, 6-step process, 4-state status protocol - spec-reviewer: missing/unrequested-extra definitions, 7-step process, 4-state status protocol - quality-reviewer: 8 quality-bar categories, severity definitions, 6-step process incl. Strengths-first rule - tester: 4-clause Iron Law, "named property" doctrine, 4-state status protocol Common Rationalisations + Red Flags tables preserved across all six files with vocabulary substitution only. No discipline compressed. All seven sibling skills (boss, brainstorm, planner, debug, audit, fieldtest, docwriter) and the AILang reference agents now resolve correctly via `../<skill>/...` relative paths post-flatten.