Brummel 71fa6a28de audit: skill + architect + bencher agents migrated
Fourth skill via the boss pattern. audit is the cycle-close
cleanup gate; architect does read-only drift review against
the design ledger; bencher does hypothesis-driven performance
diagnostics.

Profile gains one slot:
- `commands.architect_sweeps` — optional list of project-
  specific architect sweep commands. The architect agent runs
  these in addition to its universal checks; non-zero exit =
  drift suspicions. AILang uses this for the
  bench/architect_sweeps.sh design-honesty / history-anchor
  / lockstep-invariant detector.

The existing `commands.regression` slot now does double duty:
the audit skill walks it in Step 2; the bencher agent reads
the failing script for diagnostics.

Vocabulary substitutions:
- AILang → "this project"
- milestone → cycle
- Boss → orchestrator
- ailang-architect, ailang-bencher → architect, bencher

AILang-specific bits replaced or removed:
- `bench/check.py && bench/compile_check.py && bench/cross_lang.py`
  → `commands.regression` list
- `bench/architect_sweeps.sh` → `commands.architect_sweeps`
- design/INDEX.md / design/contracts/ / design/models/
  → `paths.design_ledger` / `paths.design_contracts` /
    `paths.design_models`
- `bench/run.sh`, `bench/orchestrator-stats/`, `runtime/rc.c`,
  `runtime/bump.c` (in bencher) → generic harness / production-
  path references
- RC + uniqueness + bump + implicit-mode/explicit-mode
  framework (the entire AILang allocator-comparison
  calibration) → generic "cost-paying variant vs control"
  framing; the hypothesis examples generalised to abstract
  perf claims
- The two specific lockstep invariants in architect
  (Pattern::Lit::* ↔ pre_desugar_validation; lower_app ↔
  is_static_callee) → "the project's CLAUDE.md enumerates
  the known pairings; walk each one against the cycle diff"
  (the concrete pairings stay AILang-only, in AILang's
  CLAUDE.md, not in the plugin)
- The Floats fieldtest "B1 canonical example" reference →
  dropped (AILang-specific anchor)
- `design/contracts/0007-honesty-rule.md` cross-ref → dropped
  (AILang-specific contract); the honesty principle survives
  in the architect's commit-body-truthfulness check

Universal substance preserved verbatim:
- All three Iron Law clauses for audit, architect, bencher
- audit's four-step process; architect's eight-step process;
  bencher's hypothesis-first methodology + fixture-pairing
  rule + honesty rules
- audit + architect + bencher exit code 0/1/2 semantics
- All Common Rationalisations (5/6/8) and all Red Flags
  (5/6/7) rows across the three files, vocabulary-substituted
- bencher's "tie is not a result" doctrine intact

Bencher is the most language-coupled of the seven (was
AILang-allocator-specific). Generalised to a performance-
benchmarker; the discipline (hypothesis-first, design-against
not around, ties-are-bench-info) survives intact. AILang's
RC+bump examples kept in spirit via the generic "cost-paying
vs control" framing.
2026-05-28 16:00:09 +02:00

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.

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