Fifth skill via the boss pattern. fieldtest empirically tests whether a shipped cycle is usable by a downstream consumer who has only the public interface. Profile gains two slots: - `paths.public_interface` — list of dirs/files the fieldtester may read (the project's outward-facing surface: README, design ledger, docs, examples) - `paths.fieldtest_examples` — where the fieldtester writes its fixtures The forbidden zone is derived: everything not in `paths.public_interface` (especially `paths.code_roots` and `paths.bench_dir`) is closed to the fieldtester. This is the load-bearing source-isolation discipline. Vocabulary substitutions: - AILang → "this project" - milestone → cycle - Boss → orchestrator - ailang-fieldtester → fieldtester - "AIL Surface form / .ail" → "the project's canonical authoring or consumer form" - "design/INDEX.md + design/models/" → `paths.public_interface` - "crates/, runtime/, bench/" → `paths.code_roots`, `paths.bench_dir` AILang-specific bits dropped: - The form-a-default-authoring milestone history (2026-05-13) and the eight `.ail.json` carve-outs — AILang-specific schema-migration detail; the universal rule is just "canonical authoring form only" - The ail check / ail build / ail emit-ir CLI commands — the fieldtester now uses "the project's user-facing entry point" - Per-iter journals reference — replaced with recent iter commit bodies (universal) - Example ideas calibrated to AILang (FizzBuzz, Newton's method on Float, JSON-tree depth, ADT functors) — generalised to "realistic tasks an end-user might be asked to do" - `design/contracts/0004-feature-acceptance.md` cross-ref — dropped (AILang-specific contract); the empirical-vs- prospective brainstorm symmetry survives in prose Universal substance preserved verbatim: - All three Iron Law clauses (public-interface-only, canonical-form-only, record-don't-fix) - Five-phase process structure - Four-class finding taxonomy (bug / friction / spec_gap / working) - Spec template - Status protocol (DONE / DONE_WITH_CONCERNS / NEEDS_CONTEXT / BLOCKED) - All 8 Common Rationalisations rows (vocabulary-substituted) - All 10 Red Flags bullets (vocabulary-substituted, with the AILang-specific .ail.json hand-write bullet generalised to "intermediate representations") The source-isolation contract (Iron Law clause 1) is the load-bearing discipline. Profile slot `paths.public_interface` makes it machine-checkable; the agent's hard limit on opening paths outside that list is the discipline.
skills
A self-contained set of development-cycle skills and agents for
Claude Code. Originally distilled from the AILang project's
in-tree skills/ directory and generalised so it can carry the
same discipline across any project.
The plugin is mechanics: pipeline shape, hard-gates, TDD,
RED-first bug fixing, agent-template, working-tree-as-quarantine,
status protocol. It does not know your project's paths,
build commands, vocabulary, or domain-specific contracts. Those
live in a small per-project profile file
(.claude/dev-cycle-profile.yml) plus the project's CLAUDE.md.
What's in the box
Eight skills, each with the agents it primarily dispatches:
| Skill | Trigger | Output | Mandatory? |
|---|---|---|---|
brainstorm |
New cycle starting | spec under the configured spec dir | Hard-gate before plan |
planner |
New iteration within an open cycle | plan under the configured plan dir | Hard-gate before implement |
implement |
Plan exists | code + tests, uncommitted in working tree | Standard iteration path |
audit |
Cycle closing OR baseline drift suspected | drift report + regression report | Mandatory at cycle close |
debug |
Bug observed | RED test in working tree + cause analysis | Mandatory RED-first for any bug |
fieldtest |
Orchestrator-dispatched post-audit, surface-touching cycle | example fixtures + friction spec | Optional |
docwriter |
API surface stable across N cycles | rustdoc / docstring sweep | Optional |
boss |
User types /boss |
autonomous-orchestrator session — dispatches the other skills until done-state or bounce-back | User-invoked, never auto-dispatched |
Vocabulary is configurable. AILang calls a cycle a milestone and a sub-cycle an iteration; your project may call them release and sprint, or epic and story, or whatever fits.
The two-layer split
This repo (the plugin) carries everything that is universal:
- Pipeline form:
design → plan → execute → review → close - Hard-gates between phases
- TDD as an independent inner-loop discipline
- RED-first bug fixes
- Agent template (frontmatter / Iron Law / standing reading / process / status / output / rationalisations / red flags)
- Status protocol:
DONE / DONE_WITH_CONCERNS / PARTIAL / BLOCKED / NEEDS_CONTEXT - Working-tree-as-quarantine and only-orchestrator-commits
- main HEAD sacrosanct
- No nested subagent dispatch (Claude Code platform constraint)
- No orphan agents
Your project carries a small profile that fills the slots:
- Paths: spec dir, plan dir, design ledger, code roots, bench dir
- Commands: build, test, lint, regression scripts
- Vocabulary: cycle name, sub-cycle name, ledger-entry name
- Naming: counter prefix vs date prefix vs flat, slug shape
- Standing reading list: concrete files, per role
- Git: issue tracker kind, close marker, main-protection policy
- Pipeline customisations: which phases are mandatory, when optional ones fire
See docs/profile-schema.md for the full schema and
templates/project-profile.yml for a copy-and-fill starting point.
Install
See INSTALL.md. In short: clone, run install.sh, then drop
a dev-cycle-profile.yml into each project that should use the
plugin.
Status
Migration from AILang's in-tree ~/dev/ailang/skills/ is in
progress. The boss skill is the landed pilot; the remaining
seven skills follow. See docs/migration.md for the per-skill
and per-agent migration checklists and the expected final
layout.