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Autonomous build loop with Karpathy ratcheting, GAN evaluator, and session chaining. Iterates story groups until all features pass or stopping criteria met.
Codex または Claude でインストール この Prompt をコピーして Codex、Claude、または他のアシスタントに貼り付けると、Skill ページを確認してインストールできます。
SOC 職業分類に基づく
Change the behavior of existing code — story-driven by default, or --issue N for a GitHub bug fix. Test-first, full verification, code review.
Code generation quality principles — TDD, typing, error handling, logging, API integration, LLM integration.
Brownfield change route — take an existing-code feature request from intent to a reviewed PR, scaling from a single /change to an epic via /spec→/design→/auto. Linear-tracked, backed by a committed DeepWiki.
[Internal pipeline stage — run by /auto self-heal and /implement validation when lint/type error volume is high; invoke directly only as a power user.] Turn compiler/linter output into a sharded work queue; fix per package with optional adversarial review — no full monorepo suite mid-shard.
[Internal pipeline stage — run by /auto (follow with /gate); invoke directly only as a power user.] Generate production code and tests for a story group using agent teams for parallel execution.
Refactor existing code for quality, performance, or maintainability. Enforces core quality principles with ratchet gate.
| name | auto |
| description | Autonomous build loop with Karpathy ratcheting, GAN evaluator, and session chaining. Iterates story groups until all features pass or stopping criteria met. |
| argument-hint | [--mode full|lean] [--group GROUP_ID] |
| context | fork |
Autonomous build loop implementing Karpathy's ratcheting pattern with GAN-style generator-evaluator separation, agent teams for parallel execution, sprint contracts for verifiable done-criteria, self-healing with failure-driven learning, and session chaining for multi-context-window builds.
Ultracode tip: Leave ultracode off here (
/effort highor lower). This loop already orchestrates its own agent teams and generator↔evaluator fan-out against sprint contracts; ultracode's auto-workflows would double-orchestrate, fight the contracts, and burn tokens. Do the divergent thinking earlier (/brownfield,/design,/spec) with ultracode on, then turn it off before running/auto.
This skill is an orchestrator index. Load only the section file for the step you are executing — do not read every reference up front.
| When | Read |
|---|---|
| SECTION 1: Usage, Prerequisites, and Agent Delegation | references/section-1-1-usage-prerequisites-and-agent-delegation.md |
| SECTION 2: Context Recovery (Step 1 of Every Iteration) | references/section-2-2-context-recovery-step-1-of-every-iteration.md |
| SECTION 3: Sprint Contract Negotiation (Steps 2-3) | references/section-3-3-sprint-contract-negotiation-steps-2-3.md |
| SECTION 4: Agent Team Execution (Step 4) | references/section-4-4-agent-team-execution-step-4.md |
| SECTION 4B: Cross-Group Parallelism | references/section-4B-4b-cross-group-parallelism.md |
| SECTION 5: Ratchet Gate (Step 5) | references/section-5-5-ratchet-gate-step-5.md |
| SECTION 6: PASS/FAIL Handling (Steps 6-7) | references/section-6-6-pass-fail-handling-steps-6-7.md |
| SECTION 7: App Lifecycle Management | references/section-7-7-app-lifecycle-management.md |
| SECTION 8: Architecture Amendment Detection | references/section-8-8-architecture-amendment-detection.md |
| SECTION 9: GAN Design Loop (Frontend Groups Only, Full Mode) | references/section-9-9-gan-design-loop-frontend-groups-only-full-mode.md |
| SECTION 10: Session Chaining | references/section-10-10-session-chaining.md |
| SECTION 11: Stopping Criteria | references/section-11-11-stopping-criteria.md |
| SECTION 12: Failure-Driven Learning | references/section-12-12-failure-driven-learning.md |
| SECTION 13: Gotchas | references/section-13-13-gotchas.md |
references/section-1-1-usage-prerequisites-and-agent-delegation.md).references/*.md as one corpus.Gate 4 / pre-merge must continue to invoke: cycle-gate.js, coupling-gate.js, mutation-gate.js / mutation-smoke, regression-gate.js, contract-accessibility-default.js as specified in the section files. Full procedure lives in the references.