Brummel 7a58a530b1 feat(pipeline): route to the lightest correct methodology; move execution loops onto the Workflow substrate
The selector forced every task through the heaviest methodology's
critical path: a behaviour-preserving, type-enumerable change paid the
same specify -> planner -> implement front-half as a novel feature,
because it was neither new behaviour (tdd) nor an observed bug (debug)
and so fell to specify by elimination. Two coupled defects — a selector
with no verification axis, and an all-or-nothing executor — kept the
existing lighter path unreachable and uneconomical. This fixes both.

Part A — verification-keyed selector (boss/SKILL.md):
- Replace the three-way "design line" with an ordered cascade that adds
  a verification/enumeration axis ahead of the settled-vs-fork question.
  Each lighter arm carries a positive trigger matched by signature, not
  reached by elimination.
- New `compiler-driven` arm: a type/signature edit at a definition site
  that propagates mechanically. Observe-then-bounce — make the edit,
  build, run the suite; clean build AND suite green unchanged commits;
  a hole bounces up (specify for a design choice, tdd for discovered
  test-specifiable new behaviour); a regression bounces to debug.
- The observed-bug RED-first gate is first in the cascade, so a
  mechanical-looking fix cannot bypass it.
- The straddle rule ("add an enum variant") is codified as a rule:
  mechanical/forwarding -> compiler-driven; encodes new behaviour ->
  tdd/spec; doubt routes up.
- The executor is the elevated inline carve-out plus a shipped workflow,
  not a heavy new skill ("the largest concrete win is small").

Part B — Workflow substrate (implement/workflows/):
- implement-loop.js: the per-task loop as a deterministic script. Each
  phase (implementer -> spec-compliance -> quality, + tester for E2E) is
  a separate top-level agent() call, so a single phase is independently
  invokable and inter-phase aggregation/re-loop is code. Retires the
  implement-orchestrator agent's inline-role-switch workaround (the four
  phase agents survive as the agent-types the script dispatches).
- compiler-driven-edit.js: the observe-then-bounce loop.
- install.sh / uninstall.sh symlink shipped workflows into
  ~/.claude/workflows/.
- specify and brainstorm stay prose + interactive (human-intent oracle);
  only the autonomous/mechanical loops moved. try-and-error is deferred.

Docs (pipeline taxonomy, design, agent-template, migration, README) and
all selector<->executor cross-references updated; the arm and its
executor are co-located so a future re-route through the full loop is a
visible regression.

Verified by an adversarial multi-agent pass: PASS on all six acceptance
criteria; two coherence concerns fixed. The shipped scripts are
syntax-validated but exercised only in a downstream target project (the
skills repo is not itself a pipeline target).

closes #7
2026-06-17 12:27:51 +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, or domain-specific contracts. Those few facts live in the project's own CLAUDE.md under a ## Skills plugin: project facts heading; everything else is a fixed convention (see docs/conventions.md). There is no separate profile file.

What's in the box

The pipeline skills, each with the agents it primarily dispatches:

Skill Trigger Output Mandatory?
brainstorm New cycle with an open design ratified design handed to specify (writes no spec itself) Optional discovery front-end
specify Design settled in sources, or handed over by brainstorm spec under docs/specs Hard-gate before plan
planner New iteration within an open cycle plan under docs/plans Hard-gate before implement
implement Plan exists, OR a debug/tdd RED handoff code + tests, uncommitted in working tree (via the implement-loop Workflow) 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
tdd Test-specifiable feature / issue (third entry path, alongside brainstorm and specify) RED executable-spec in working tree → implement mini-mode Standard entry path; bounces to brainstorm on a design fork
fieldtest Orchestrator-dispatched post-audit example fixtures + friction spec Per-cycle optional; milestone fieldtest is the closing gate for a surface-touching milestone
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; can optionally sign specs in the user's place (opt-in, see below) User-invoked, never auto-dispatched

Entry is a selector cascade, not a single door. New feature work is routed on a verification / enumeration axis, walked top to bottom, first match wins: an observed bug → debug (RED-first, always first); a design fork → brainstorm; a behaviour-preserving type/signature edit at a definition site → the compiler-driven arm; new behaviour pinnable as one assertion → tdd; everything else → spec-driven (specifyplanner). The compiler-driven arm is observe-then-bounce: make the edit, build, run the suite — clean build AND suite green unchanged commits; a hole bounces up (specify, or tdd for test-specifiable new behaviour), a regression bounces to debug. It is not a standalone skill but an arm of implement plus a shipped Workflow.

The autonomous execution loops run on the Workflow substrate. The per-task implement loop and the compiler-driven loop are shipped as Workflow scripts under implement/workflows/ (implement-loop.js, compiler-driven-edit.js), symlinked into ~/.claude/workflows/ by install.sh. A Workflow orchestrates from the top level, so each per-task phase (implementer → spec-compliance → quality) is a real, independently-invokable agent() call — which retired the old implement-orchestrator agent's inline-role-switch workaround. The four phase agents survive as the agent-types the scripts dispatch. The interactive paths (specify, brainstorm) stay prose skills — their oracle is human intent and needs a human in the loop.

Three further utility skills are invoked on demand rather than as pipeline phases: issue (file or update a tracker item), glossary (build or maintain the project glossary — see docs/glossary-convention.md), and wiki (write or edit a repository-wiki article — durable, project-neutral, sourced knowledge, deliberately kept out of docs/ and the pipeline).

One conversational skill stands outside the pipeline entirely: pseudo (typed /pseudo) switches replies into commented, human-readable pseudocode for explaining code — each answer opens with a source-file-and-line anchor, marks notable steps with reference markers that are pointing handles for the user (not footnotes — explanations stay inline at the code, never in a legend below), sketches the layout of the data structures the code touches alongside the flow, reduces the irrelevant to stubs, and omits low-level mechanics. The pseudocode leans on the source language's idiom in a language-tagged fence so it renders with syntax highlighting, and keeps comments sparse — on their own line and only where the code is not self-explanatory. Prose is allowed only in a supporting role — the pseudocode block stays the centre of every answer. It dispatches no agents.

The vocabulary is fixed. A cycle is one round in the pipeline graph, and its sub-unit is an iteration. A milestone is a distinct, higher axis — a Gitea milestone that spans potentially many cycles and closes only when the work it promised is complete and functional (see docs/pipeline.md § Milestone-close gate). A cycle close is a loop step; it is never a milestone close. A single design-ledger entry is a contract. (A project with a glossary may pin different domain nomenclature — see docs/glossary-convention.md.)

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; Workflows orchestrate at the top level but do not lift it — the execution loops run as Workflow scripts so their phase agents are top-level calls, not nested ones)
  • No orphan agents

The constants that used to be configurable but were the same in every project are now fixed conventions — named directly in the skills and documented once in docs/conventions.md: spec dir docs/specs, plan dir docs/plans, 4-digit per-directory naming, the vocabulary above, standing reading (CLAUDE.md + git log -10), git discipline, Gitea + closes #N, and the whole pipeline graph.

The handful of facts that genuinely vary per project live in the project's own CLAUDE.md under ## Skills plugin: project facts:

  • Code roots; build / test / lint / doc-build commands
  • Regression scripts; architect sweeps
  • Design ledger / glossary / contracts / models / bench / public interface / fieldtest-examples paths
  • Per-role standing reading
  • Issue-tracker repo slug + list / show commands
  • Spec auto-sign (off by default)

The per-fact reference is the table in docs/conventions.md; the copy-and-fill template is templates/CLAUDE.md.fragment. There is no profile file and no parser — the skills read these facts from the project's CLAUDE.md, which is standing reading on every dispatch.

Spec auto-sign (opt-in)

By default a specify dispatch in a /boss session pauses at its user-review gate for the user's signature — the human approves every spec before any plan is built. A project that wants /boss to run unattended across spec boundaries can opt in by enabling spec auto-sign in its CLAUDE.md project facts.

With it on, the orchestrator may sign a spec in the user's place, but never on its own confidence. Signing requires two stages to clear:

  • Objective gates — the precondition gate and a grounding-check PASS with no human override.
  • A unanimous adversarial panel — the spec-skeptic agent dispatched five times in parallel, one per lens (criterion, grounding, scope-fork, ambiguity, plan-readiness), each trying to refute the spec. All five must return SOUND.

A BLOCK is never signed over. The five lenses split by what a BLOCK means: an editorial one (criterion, ambiguity, plan-readiness — the spec is under-articulated) the orchestrator repairs in a bounded loop (edit, re-run the objective gates, re-dispatch all five lenses, up to 2 rounds); a design one (scope-fork, grounding — the ground is not settled), an INFRA_ERROR, any objective gate not green, or an exhausted budget falls back to the human sign-off pause the spec would have hit anyway. Re-dispatching all five lenses every round is the backstop that stops an editorial repair from quietly settling a design question. When a fork was settled in-context, specify gives the scope-fork juror an auditable source for it (Step 1.5): a provenance- bearing reconciliation comment when a seeding issue exists but lags the discussion, or a freshly created seeding issue when the cycle had none — either read via the project's issue show command, closing the blind spot where the in-context entry path could otherwise never clear that lens. On a clean sign the orchestrator commits the spec ((boss-signed) in the subject), sends a mandatory informational notify that names the signed capability and invites a veto, and continues to planner without stopping. A later veto is a forward correction, never a history rewind. See specify/SKILL.md Step 6, specify/agents/spec-skeptic.md, and boss/SKILL.md §"Spec auto-sign".

Install

See INSTALL.md. In short: clone, run install.sh, then add a ## Skills plugin: project facts section to each project's CLAUDE.md (template in templates/CLAUDE.md.fragment).

Status

The migration from AILang's in-tree ~/dev/ailang/skills/ into this plugin is complete — the pipeline skills, the specify and tdd entry paths, the boss orchestrator, and the utility and conversational skills documented above have all landed. docs/migration.md records the repo-layout convention and the per-skill and per-agent authoring checklists.

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