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.
5.9 KiB
name, description
| name | description |
|---|---|
| audit | Use at cycle close OR when baseline drift is suspected. Runs architect drift review against the design ledger plus the configured regression scripts. Mandatory at every cycle close; deferral requires an explicit backlog issue naming the reason and the re-run date. |
audit — cycle-close tidy
Violating the letter of these rules is violating the spirit.
Overview
Without a scheduled clean-up step, codebases grow by accretion: every iteration adds, none tear out, and deferred drift compounds across cycles. This skill is the cleanup step. It runs after the last iteration of a cycle closes and before the next cycle starts.
When to Use / Skipping
Mandatory at every cycle close. Skipping requires an
explicit backlog issue (issue tracker configured under
git.issue_tracker) naming:
- the blocking sibling cycle (if any),
- the reason for deferral,
- the date the audit will be re-run.
"We want to keep moving" is not a valid reason. Conventions require deferred audits to compound, which is the failure mode the skill prevents.
Also triggered manually when baseline drift is suspected outside a cycle close (e.g. the bencher reports an unexplained metric shift).
The Iron Law
TIDY IS NON-OPTIONAL AT CYCLE CLOSE
REGRESSION-SCRIPT EXIT CODE 2 = FIX INFRASTRUCTURE FIRST, NEVER REPORT AS REGRESSION
NO BASELINE UPDATE WITHOUT A PAIRED RATIFY STATEMENT IN THE AUDIT COMMIT BODY
The Process
Step 1 — Architect drift review
Dispatch architect with the cycle scope (commit range from
the previous cycle-close to HEAD):
For cycle <X>: read the project's design ledger (configured
under paths.design_ledger), walk its contracts;
`git log <prev-close>..HEAD --format=full` for the cycle's
iter and audit commit bodies; `git diff <prev-close>..HEAD`
for the diff; report drift.
Architect produces a prioritised drift list (see
agents/architect.md output format).
Step 2 — Regression check
Run the scripts configured under commands.regression in the
project profile, in order. If the list is empty, the project
has no regression gate and this step is a no-op (architect
remains the gate).
The exit code of each script is the gate:
| Exit | Classification | Action |
|---|---|---|
0 |
Green | All metrics within tolerance vs. the script's baseline. Audit can close. |
1 |
Drift / regression | At least one metric regressed past tolerance. Treat like a drift item. |
2 |
Infrastructure failure | Script-output format changed, fixture missing, or harness can't spawn. Fix the infrastructure FIRST, re-run. Never claim a regression on exit 2. |
A non-zero exit on any script in the list triggers the bencher
(agents/bencher.md) for hypothesis-driven diagnostics if the
regression needs localising.
Step 3 — Classify and report
Combine architect drift items + regression results into one report to the orchestrator. Each item is one of:
- fix (specific iter scoped, plan + implement)
- ratify (
--update-baselineon the firing script + an explicit ratify statement in the audit commit body naming the iter that intentionally moved the metric and why) - carry-on (architect found nothing actionable, regression green)
Step 4 — Resolve
The orchestrator picks per item:
- fix path: dispatch
planner+implementfor a tidy iteration. The implement skill leaves the fix in the working tree; the orchestrator commits per the iter's pattern (suggested subject:iter <X>.tidy: <fix>). - ratify path: run
--update-baseline(or the equivalent) on the firing script. The audit-close commit carries both the updated baseline and a ratify paragraph in its body naming the iter that moved the metric and the substantive reason (semantic cost, intentional trade-off). - carry-on path: the audit-close commit body says
cycle <X> tidy (clean)and ratifies whatever the regression check drove. Audit commits always exist at cycle close — they carry the architect findings, the regression numbers, and the resolution.
Handoff Contract
audit hands to the orchestrator:
| Field | Content |
|---|---|
drift_items |
prioritised list (path + 1-line justification) from architect |
regression_results |
per script: exit code + raw output |
recommendation |
per-item: fix / ratify / carry-on |
The orchestrator decides the per-item outcome; audit does
not self-resolve.
Common Rationalisations
| Excuse | Reality |
|---|---|
| "Tidy can wait until next week, let's keep moving" | The project's CLAUDE.md is explicit: tidy at cycle close is non-optional. Deferral compounds; next cycle adds its own drift. |
| "Regression red, just bump the baseline, the regression is expected" | "Expected" is exactly the claim that needs evidence. Localise the regression, then either fix OR ratify with a paragraph in the audit commit body naming the iter and reason. |
| "Drift item is trivial, ignore it" | Trivial drift left open trains future-orchestrator to treat the architect's findings as advisory. Six items in, six items out. |
| "Regression scripts are hanging, skip them this cycle" | Exit code 2 = fix infrastructure FIRST. No skipping. |
| "Architect report is empty, fast-close" | Empty report is a possible outcome. Run the regression scripts anyway. Both gates must pass. |
Red Flags — STOP
- Skipping any configured regression script
- Bumping baseline without a paired ratify statement in the audit commit body
- Treating exit code 2 as a regression to fix
- Closing a cycle with drift items in
pendingstate - "We'll re-run after the holidays" without a dated backlog issue
Cross-references
- Agents dispatched:
agents/architect.md— drift review against the design ledgeragents/bencher.md— hypothesis-driven regression diagnostics when a metric needs localising
- Hand-off target: the orchestrator, or
../planner+../implementfor a tidy iteration.