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feature-implement
[Implementation] Use when you need to implement a feature [step by step].
用 Codex 或 Claude 帮你安装 复制这段 Prompt,粘贴到 Codex、Claude 或其他助手里,让它检查 Skill 页面并帮你完成安装。
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[Implementation] Use when you need to implement a feature [step by step].
用 Codex 或 Claude 帮你安装 复制这段 Prompt,粘贴到 Codex、Claude 或其他助手里,让它检查 Skill 页面并帮你完成安装。
| name | feature-implement |
| description | [Implementation] Use when you need to implement a feature [step by step]. |
Codex compatibility note:
- Invoke repository skills with
$skill-namein Codex; this mirrored copy rewrites legacy Claude/skill-namereferences.- Task tracker mandate: BEFORE executing any workflow or skill step, create/update task tracking for all steps and keep it synchronized as progress changes.
- User-question prompts mean to ask the user directly in Codex.
- Ignore Claude-specific mode-switch instructions when they appear.
- Strict execution contract: when a user explicitly invokes a skill, execute that skill protocol as written.
- Subagent authorization: when a skill is user-invoked or AI-detected and its protocol requires subagents, that skill activation authorizes use of the required
spawn_agentsubagent(s) for that task.- Do not skip, reorder, or merge protocol steps unless the user explicitly approves the deviation first.
- For workflow skills, execute each listed child-skill step explicitly and report step-by-step evidence.
- If a required step/tool cannot run in this environment, stop and ask the user before adapting.
Codex uses static project-reference loading instead of runtime-injected project docs. When coding, planning, debugging, testing, or reviewing, open project docs explicitly using this routing.
Always read:
docs/project-config.json (project-specific paths, commands, modules, and workflow/test settings)docs/project-reference/docs-index-reference.md (routes to the full docs/project-reference/* catalog)docs/project-reference/lessons.md (always-on guardrails and anti-patterns)Missing/stale context route: If docs/project-config.json, the docs index, lessons.md, CLAUDE.md, AGENTS.md, or any task-required reference doc is missing or stale, auto-run $project-init or the narrow setup route ($project-config, $docs-init, $scan-all, $scan --target=<key>, $claude-md-init) before ordinary project-specific work. If Codex mirrors or AGENTS.md are missing/stale, ask the user to run $sync-codex; do not auto-run it.
Situation-based docs:
backend-patterns-reference.md, domain-entities-reference.md, project-structure-reference.mdfrontend-patterns-reference.md, scss-styling-guide.md, design-system/README.mddocs/specs/ pathing, or TC format: feature-spec-reference.md, spec-system-reference.md, spec-principles.mdworkflow-spec-test-code-cycle-reference.md plus the spec docs abovespec-system-reference.md and source Feature Specs under docs/specs/integration-test-reference.mde2e-test-reference.mdcode-review-rules.md plus domain docs above based on changed filesDo not read all docs blindly. Start from docs-index-reference.md, then open only relevant files for the task.
[BLOCKING] Execute skill steps in declared order. NEVER skip, reorder, merge steps without explicit user approval. [BLOCKING] Before each step or sub-skill call, update task tracking:
in_progresson start,completedon end. [BLOCKING] Every completed/skipped step MUST include evidence or explicit skip reason. [BLOCKING] If Task tools unavailable, maintain equivalent step-by-step plan tracker with same status transitions.
Goal: Ship a correct, fully-verified feature that satisfies the saved Goal Contract — implemented with deep research, comprehensive planning, and maximum quality verification (planned, reviewed, tested, documented) — with no skipped quality gate on any non-trivial change.
Workflow:
$plan; user approval requiredKey Rules:
Renamed: formerly
cook— now$feature-implement. The old name no longer resolves as a slash command.
feature-implement vs plan-execute:
feature-implementtakes an idea/feature description and goes idea → research → plan (created here) → shipped. Use$plan-executeinstead when a plan file already exists and you only need disciplined phase-by-phase execution + commit. feature-implement owns the front of the pipeline (research + planning); plan-execute owns the back (phase gates + auto-commit +--parallel/--approval/--testsflags).
MANDATORY — standalone
$feature-implementonly. When invoked OUTSIDE a workflow, wrap the core spine in this quality loop. Detect an active workflow via the current task list FIRST: if a parent[Workflow]row exists, SKIP this section — the surrounding workflow already sequences plan/review/why-review around this skill (e.g.workflow-featurewraps feature-implement with exactly these steps).Create these as task tracking tasks up front, in order, then execute them:
$spec— spec-driven, BEFORE any plan or code. Create or update the tech-free 8-section Feature Spec underdocs/specs/so the plan and implementation satisfy an agreed contract, not chat memory. Decide the case from evidence: net-new capability with no code yet →$spec [mode=draft](provisional,Evidence: TBD); enhancement to an already-documented feature →$spec [mode=update]; behavior/contract change to existing spec →$spec [mode=amend]; buggy/undocumented area that now warrants a spec →$spec [mode=init]. If a governing spec already exists and fully covers this change, recordSpec verified current — no changewithfile:lineevidence and proceed. Skip ONLY in fast mode (ALL Default Mode Policy trivial-task conditions met — no behavior/contract change); record the skip reason. Decide the case explicitly — skip only the authoring, never the decision.$plan— author the implementation plan from the spec. feature-implement's Comprehensive Planning phase (Step 2) satisfies this; emit a reviewable plan artifact underplans/. Map each plan phase's## Test Specificationsto the spec's §8TC-{FEATURE}-{NNN}IDs.$plan-review— recursively review/validate the plan; fix validated findings before implementing.- Proceed — execute the core implementation spine (research already done → implement → test → review → docs).
$spec [mode=sync]— spec-driven closure. Reconcile the spec's §8TC-{FEATURE}-{NNN}↔ integration tests and refreshEvidence: TBDmarkers to realfile:linenow that code exists. Run$spec [mode=tests]first if the implementation introduced behavior not yet captured as a test case. Skip only when step 1 was skipped (fast-mode trivial, no spec touched).$review-changes— review the diff before commit.$why-review— review rationale and change quality of the implementation.
The success metric of every coding decision is future change cost. DRY, SRP, abstraction, design patterns, naming, layering, tests — every technique exists to serve one goal: making the next change cheaper.
When evaluating code, refactor, test, or abstraction, ask: does this make the next change cheaper or more expensive?
Apply this lens before invoking any specific rule, pattern, or checklist below — if a downstream rule would raise change cost, this principle wins.
Default mode HARD (full rigor). Every section below — deep research, mandatory
$plan, fullcode-reviewerreview, mandatory tests, mandatory$docs-update— applies by default.Opt out to fast mode ONLY when ALL true (task genuinely trivial):
- Single-file edit, ≤30 lines changed
- No design choice (only one reasonable approach)
- No cross-service impact, no contract change, no new dependency
- No new pattern — follows existing codebase pattern
- Existing tests cover change OR change non-functional (typo, comment, log message)
Any condition fails → use full protocol below. When in doubt, default hard. Skipping review/tests on non-trivial change ships bugs.
Fast mode skips (and only skips): researcher subagent phase (direct grep instead), mandatory
code-reviewerreview (self-review only), separate test phase (verify inline). Does NOT skip$planstep, test execution,$docs-updatetriage.
When task involves backend changes, read these directly before implementing:
docs/project-reference/backend-patterns-reference.mddocs/project-reference/domain-entities-reference.mdbackendServices.serviceRepositories in docs/project-config.json), use that repository type for the service — NEVER the generic root repository base.When task involves frontend or UI changes:
docs/project-reference/frontend-patterns-reference.mddocs/project-reference/scss-styling-guide.mddocs/project-reference/design-system/README.mdUltrathink plan and implement these tasks with maximum verification:
Be skeptical. Apply critical thinking, sequential thinking. Every claim needs traced proof, confidence >80% to act.
$ARGUMENTS
Mode: Extra research, detailed planning, mandatory reviews.
SYNC:goal-contract-satisfaction-loop: active plan goal.md → plans/goals/{YYMMDD-HHmm}-{slug}/goal.md → create from the current request via .claude/templates/goal-contract-template.md.file:line, command output), remaining gaps mapped to criteria.researcher subagents in parallel covering:
$scout --ext for comprehensive codebase analysis.ai/workspace/analysis/{task-name}.analysis.md. Re-read ENTIRE file before planning.Debugger Trace: End -> Start, all feeder paths, hypothesis matrix, owning fix layer, and forward convergence proof. If missing, STOP and produce the missing-trace list before editing.After implementing, run
python .claude/scripts/code_graph connections <file> --jsonon modified files; verify no related files need updates.
When graph DB available, BEFORE writing code, trace blast radius:
python .claude/scripts/code_graph trace <file> --direction both --json — what calls this code AND what it triggerspython .claude/scripts/code_graph trace <file> --direction downstream --json — all downstream consumersplanner subagent with all research reportsplan.md — overview with risk assessmentphase-XX-*.md — detailed phase filesFor plans with 10+ tasks, execute in batches with human review:
tester subagent for full test coveragecode-reviewer subagentdocs-manager to update relevant docsproject-manager to update project status| Gate | Criteria |
|---|---|
| Research | 2+ researcher reports |
| Planning | Full plan directory |
| Tests | All pass, no mocks |
| Review | 0 critical/major findings |
| Docs | Updated if needed |
MANDATORY IMPORTANT MUST ATTENTION — NO EXCEPTIONS: If this skill was called outside a workflow, MUST ATTENTION use a direct user question to present these options. Do NOT skip because task seems "simple" or "obvious" — user decides:
If already inside a workflow, skip — workflow handles sequencing.
[IMPORTANT] Use task tracking to break ALL work into small tasks BEFORE starting — including tasks for each file read. Prevents context loss from long files. For simple tasks, MUST ATTENTION ask user whether to skip.
docs/project-reference/domain-entities-reference.md — Domain entity catalog, relationships, cross-service sync (read when task involves business entities/models)docs/specs/ — Test specifications by module (read existing TCs; generate/update via $spec [mode=tests] after implementation)End-to-Start Debugger Trace — For non-trivial bugs, failed verification, regression fixes, behavior-changing code, or unclear code flow, start from the observed final state and walk backward before proposing a fix.
- Frame 0: observed end state — Name the exact user-visible output, failing assertion, log line, persisted value, API response, rendered UI, or aggregate bucket. Record the reader/query/renderer that produced it with
file:lineevidence.- Walk backward one hop at a time — Trace final reader -> projection/cache/storage -> writer -> consumer/handler/job -> producer/caller -> original trigger. At every hop record: input, transformation, output, owner, and evidence.
- Enumerate all feeder paths — Find every upstream producer/caller/event/job that can write into the final path, including retry, async, cache, background, and alternate UI/API paths. Mark each path verified, ruled out, or still unknown.
- Build the hypothesis matrix — For each plausible cause, list evidence for, evidence against, how to reproduce/verify, blast radius, and status (
primary,contributing,ruled out,latent). Do not fix until competing causes are explicitly resolved or bounded.- Choose the owning fix layer — Identify the invariant owner and the lowest shared point that protects all downstream consumers. A fix at the symptom site is rejected unless the symptom site owns the invariant.
- Prove convergence forward — After choosing the fix, walk start -> end again and show how the corrected state reaches the observed final output. Map each root cause to a fix part and each fix part to a test/proof.
BLOCKED until: final state named · backward trace written · all feeder paths enumerated · hypothesis matrix completed · owning fix layer justified · forward convergence proof mapped to tests.
NEVER: Start at the first suspicious code path. Collapse multiple producers into one "flow". Treat duplicate symptoms as duplicate records without proving the read model. Skip ruled-out hypotheses.
Source/test drift check. For coding, fix, debug, investigation, test, or review work: when source behavior changes, inspect affected unit/integration/E2E tests and decide from evidence whether tests should change to match intended behavior or the source change is an unintended bug to fix. Do not write tests for migration code; schema/data migrations are one-time execution paths, not core application logic.
AI Mistake Prevention — Failure modes to avoid on every task:
Re-read files after context changes. Context compaction, resume, or long-running work can make memory stale; verify current files before acting. Verify generated content against source evidence. AI hallucinates APIs, names, claims, and document facts. Check the relevant source before documenting or referencing. Check downstream references before deleting or renaming. Removing an artifact can stale docs, generated mirrors, configs, and callers; map references first. Trace the full impact chain after edits. Changing a definition can miss derived outputs and consumers. Follow the affected chain before declaring done. Verify ALL affected outputs, not just the first. One green check is not all green checks; validate every output surface the change can affect. Assume existing values are intentional — ask WHY before changing. Before changing a constant, limit, flag, wording, or pattern, read nearby context and history. Surface ambiguity before acting — don't pick silently. Multiple valid interpretations require an explicit question or stated assumption with risk. Keep shared guidance role-relevant. Universal guidance must help every receiving skill or agent; code-specific obligations belong only in code-specific protocols.
UI System Context — For ANY task touching
.ts,.html,.scss, or.cssfiles:MUST ATTENTION READ before implementing:
docs/project-reference/frontend-patterns-reference.md— component base classes, stores, formsdocs/project-reference/scss-styling-guide.md— BEM methodology, SCSS variables, mixins, responsivedocs/project-reference/design-system/README.md— design tokens, component inventory, iconsReference
docs/project-config.jsonfor project-specific paths.
Graph-Assisted Investigation — MANDATORY when
.code-graph/graph.dbexists.HARD-GATE: MUST ATTENTION run at least ONE graph command on key files before concluding any investigation.
Pattern: Grep finds files →
trace --direction bothreveals full system flow → Grep verifies details
Task Minimum Graph Action Investigation/Scout trace --direction bothon 2-3 entry filesFix/Debug callers_ofon buggy function +tests_forFeature/Enhancement connectionson files to be modifiedCode Review tests_foron changed functionsBlast Radius trace --direction downstreamCLI:
python .claude/scripts/code_graph {command} --json. Use--node-mode filefirst (10-30x less noise), then--node-mode functionfor detail.
Nested Task Expansion Contract — For workflow-step invocation, the
[Workflow] ...row is only a parent container; the child skill still creates visible phase tasks.
- Call the current task list first. If a matching active parent workflow row exists, set
nested=trueand recordparentTaskId; otherwise run standalone.- Create one task per declared phase before phase work. When nested, prefix subjects
[N.M] $skill-name — phase.- When nested, link the parent with
TaskUpdate(parentTaskId, addBlockedBy: [childIds]).- Orchestrators must pre-expand a child skill's phase list and link the workflow row before invoking that child skill or sub-agent.
- Mark exactly one child
in_progressbefore work andcompletedimmediately after evidence is written.- Complete the parent only after all child tasks are completed or explicitly cancelled with reason.
Blocked until: the current task list done, child phases created, parent linked when nested, first child marked
in_progress.
Project Reference Docs Gate — Run after task-tracking bootstrap and before target/source file reads, grep, edits, or analysis. Project docs override generic framework assumptions.
- Identify scope: file types, domain area, and operation.
- Required docs by trigger: always
docs/project-reference/lessons.md; doc lookupdocs-index-reference.md; reviewcode-review-rules.md; backend/CQRS/APIbackend-patterns-reference.md; domain/entitydomain-entities-reference.md; frontend/UIfrontend-patterns-reference.md; styles/designscss-styling-guide.md+design-system/design-system-canonical.md; integration testsintegration-test-reference.md; E2Ee2e-test-reference.md; feature docs/specsfeature-spec-reference.md+spec-system-reference.md+spec-principles.md; behavior/public-contract/spec-test-code syncworkflow-spec-test-code-cycle-reference.md; derived spec index/ERD/reimplementation guidesspec-system-reference.md+ source Feature Specs underdocs/specs/; architecture/new areaproject-structure-reference.md.- Read every required doc. If
docs/project-config.json, the docs index,lessons.md,CLAUDE.md,AGENTS.md, or any task-required reference doc is missing or stale, auto-run$project-initor the narrow lower-level route ($project-config,$docs-init,$scan-all,$scan --target=<key>,$claude-md-init) before ordinary project-specific work. If Codex mirrors orAGENTS.mdare missing/stale, ask the user to run$sync-codex; do not auto-run it.- Before target work, state:
Reference docs read: ... | Not applicable: ....Ready when: scope evaluated, required docs checked/read or setup route completed,
lessons.mdconfirmed, citation emitted.
Task Tracking & External Report Persistence — Bootstrap this before execution; then run project-reference doc prefetch before target/source work.
- Create a small task breakdown before target file reads, grep, edits, or analysis. On context loss, inspect the current task list first.
- Mark one task
in_progressbefore work andcompletedimmediately after evidence; never batch transitions.- For plan/review work, create
plans/reports/{skill}-{YYMMDD}-{HHmm}-{slug}.mdbefore first finding.- Append findings after each file/section/decision and synthesize from the report file at the end.
- Final output cites
Full report: plans/reports/{filename}.Blocked until: task breakdown exists, report path declared for plan/review work, first finding persisted before the next finding.
Critical Thinking Mindset — Apply critical thinking, sequential thinking. Every claim needs traced proof, confidence >80% to act. Anti-hallucination: Never present guess as fact — cite sources for every claim, admit uncertainty freely, self-check output for errors, cross-reference independently, stay skeptical of own confidence — certainty without evidence root of all hallucination.
Understand Code First — HARD-GATE: Do NOT write, plan, or fix until you READ existing code.
- Search 3+ similar patterns (
grep/glob) — citefile:lineevidence- Read existing files in target area — understand structure, base classes, conventions
- Run
python .claude/scripts/code_graph trace <file> --direction both --jsonwhen.code-graph/graph.dbexists- Map dependencies via
connectionsorcallers_of— know what depends on your target- Write investigation to
.ai/workspace/analysis/for non-trivial tasks (3+ files)- Re-read analysis file before implementing — never work from memory alone. — why: long context drifts from the file; the file is ground truth
- NEVER invent new patterns when existing ones work — match exactly or document deviation. — why: divergent patterns fragment the codebase and slow every future reader
BLOCKED until:
- [ ]Read target files- [ ]Grep 3+ patterns- [ ]Graph trace (if graph.db exists)- [ ]Assumptions verified with evidence
Plan Quality — Every plan phase MUST ATTENTION include test specifications.
- Add
## Test Specificationssection with TC-{FEATURE}-{NNN} IDs to every phase file- Map every functional requirement to ≥1 TC (or explicit
TBDwith rationale)- TC IDs follow
TC-{FEATURE}-{NNN}format — reference by ID, never embed full content- Before any new workflow step: call the current task list and re-read the phase file
- On context compaction: call the current task list FIRST — never create duplicate tasks
- Verify TC satisfaction per phase before marking complete (evidence must be
file:line, not TBD)Mode: TDD-first → reference existing TCs with
Evidence: TBD. Implement-first → use TBD →$spec [mode=tests]fills after.
file:line evidence for every claim. Confidence >80% to act, <60% = do NOT recommend.
## Test Specifications with TC IDs per phase. Call the current task list before creating new tasks.
MUST ATTENTION apply critical + sequential thinking — every claim needs appropriate traced evidence (file:line for repo/code claims; source URL or artifact section for research, product, content, and docs claims); confidence >80% to act, <60% DO NOT recommend. Anti-hallucination: never present guess as fact, admit uncertainty freely, cross-reference independently, stay skeptical of own confidence.
MUST ATTENTION apply AI mistake prevention — verify generated content against evidence, trace downstream references before deleting or renaming, verify all affected outputs, re-read files after context loss, and surface ambiguity before acting.
plans/reports/ incrementally and synthesize from disk.Reference docs read: ....lessons.md; project conventions override generic defaults.$project-init or the narrow lower-level route before ordinary project-specific work.IMPORTANT MUST ATTENTION debugger trace gate: for non-trivial bug/fix/investigation/review work, start at the observed final output and trace backward through reader -> storage/projection -> writer -> consumer/job -> producer/trigger. Enumerate all feeder paths and hypotheses before fixing. BLOCKED until trace, hypothesis matrix, owning fix layer, and forward convergence proof exist.
[N.M] $skill-name — phase prefixes and one-in_progress discipline.goal.md → plans/goals/{YYMMDD-HHmm}-{slug}/goal.md → create from current request) and read saved success criteria before editing.IMPORTANT MUST ATTENTION Goal: Ship a correct, fully-verified feature that satisfies the saved Goal Contract — research-backed, planned, reviewed, tested, documented — with no skipped quality gate on any non-trivial change.
IMPORTANT MUST ATTENTION — Protocols in force (concise digest of the SYNC/shared blocks this skill carries; each line is a signpost to its canonical body above):
End-To-Start Debugger Trace: Trace observed output backward through every feeder path before fixing.
Source/Test Drift Check: When source behavior changes, reconcile affected tests from evidence.
AI Mistake Prevention: verify generated content against evidence, trace downstream references, verify all affected outputs, re-read after context loss, surface ambiguity.
UI System Context: Read frontend, SCSS, and design-system docs before any UI change.
Graph-Assisted Investigation: Run a graph command on key files when graph.db exists.
Nested Task Creation: Expand child phase tasks and link the parent when nested.
Project Reference Docs Guide: Read required project-reference docs (always lessons.md) before target work.
Task Tracking External Report: Bootstrap task tracking; persist plan/review findings incrementally to disk.
Critical Thinking Mindset: Critical + sequential thinking; every claim needs traced proof, confidence >80%.
Understand Code First: Search 3+ patterns and read code before any modification.
Plan Quality: Add ## Test Specifications with TC IDs to every plan phase.
MANDATORY IMPORTANT MUST ATTENTION default mode HARD — opt out to fast mode ONLY when ALL trivial-task conditions met
MANDATORY IMPORTANT MUST ATTENTION break work into small todo tasks via task tracking BEFORE starting
MANDATORY IMPORTANT MUST ATTENTION search codebase for 3+ similar patterns before creating new code
MANDATORY IMPORTANT MUST ATTENTION cite file:line evidence for every claim (confidence >80% to act)
MANDATORY IMPORTANT MUST ATTENTION add final review todo task to verify work quality
MANDATORY IMPORTANT MUST ATTENTION validate decisions with user via a direct user question — never auto-decide
MANDATORY IMPORTANT MUST ATTENTION NEVER skip code-reviewer review or test execution on non-trivial change
[TASK-PLANNING] Before acting, analyze task scope and systematically break into small todo tasks and sub-tasks via task tracking.
Closing reminder — Easy to Change is the success metric. Every finding, test, refactor, and abstraction must answer one question: does this make the next change cheaper or more expensive? If it doesn't reduce future change cost, reject it. Coupling, hidden state, duplicated knowledge, and unclear intent are the real enemies — call them out by name.
Source: .claude/.ck.json + .claude/skills/shared/sync-inline-versions.md (:full blocks) + .claude/scripts/lib/hookless-prompt-protocol.cjs
Generic portability boundary: Reusable skills and protocol text stay project-neutral; project-specific conventions are discovered from docs/project-config.json and docs/project-reference/. Apply shared AI-SDD from shared/sdd-artifact-contract.md. Read docs/project-config.json and docs/project-reference/docs-index-reference.md, then open the project reference docs named there. For spec, test-case, behavior-change, public-contract, or docs/specs/ work, route through the local spec docs named by the docs index: feature-spec-reference.md, spec-system-reference.md, spec-principles.md, and workflow-spec-test-code-cycle-reference.md when specs/tests/code must stay synchronized. If either file or a required reference doc is missing or stale, auto-run $project-init (or the narrow lower-level route such as $project-config, $docs-init, $scan-all, or $scan --target=<key>) before ordinary project-specific work. Any supported AI tool may execute when this shared context and local docs are available.
$start-workflow <workflowId>; for a selected skill, invoke that skill; for a custom workflow, sequence custom steps directly; for direct execution, proceed with the task.Source: .claude/skills/shared/sync-inline-versions.md
AI-SDD Artifact Contract — Shared spec-driven development rules stay portable and source-owned.
- Keep reusable AI-SDD principles in
.claude; put repository-specific paths, commands, owners, products, and formats in project config/reference docs.- Preserve cycle:
spec -> plan -> tasks -> implement -> verify -> update spec/docs.- Trace every requirement or invariant through decision, task, TC/test, source evidence, and docs/spec update.
- Treat code-to-spec extraction as reference-only until accepted by the canonical spec owner.
- Any supported AI tool may plan, implement, review, or verify with synced context; using multiple tools is optional.
- Update
.claudesource first, then sync generated mirrors; do not manually edit.agents,.codex, orAGENTS.md. — why: mirrors are generated artifacts; hand-edits are overwritten on the next sync- If
docs/project-config.json, root instruction files, or a required project-reference doc is missing or stale, auto-run$project-initor the narrow lower-level route before ordinary project-specific work.Active reference:
shared/sdd-artifact-contract.mdin the active skills root.
shared/sdd-artifact-contract.md; keep reusable AI-SDD in .claude and local rules in project docs..claude source before syncing generated mirrors; do not manually edit .agents, .codex, or AGENTS.md.$project-init or the narrow setup route automatically.
[TASK-PLANNING] [MANDATORY] BEFORE executing any workflow or skill step, create/update task tracking for all planned steps, then keep it synchronized as each step starts/completes.Break work into small tasks (task tracking) before starting. Add final task: "Analyze AI mistakes & lessons learned".
Extract lessons — ROOT CAUSE ONLY, not symptom fixes:
$learn.$code-review/$code-simplifier/$security-review/$lint catch this?" — Yes → improve review skill instead.$learn.
[CRITICAL-THINKING-MINDSET] Apply critical thinking, sequential thinking. Every claim needs traced proof, confidence >80% to act.
Anti-hallucination principle: Never present guess as fact — cite sources for every claim, admit uncertainty freely, self-check output for errors, cross-reference independently, stay skeptical of own confidence — certainty without evidence root of all hallucination.
AI Attention principle (Primacy-Recency): Put the 3 most critical rules at both top and bottom of long prompts/protocols so instruction adherence survives long context windows.
Goal-driven execution: Define success criteria first, loop until verified, and stop only when observable checks pass.
Tests verify intent: Tests must protect business rules/invariants and fail when the protected intent breaks, not only mirror current behavior.$start-workflow <workflowId>. NEVER answer or write code before checking. Skip = protocol violation.[Architecture] Use when designing solution architecture across backend, frontend, deployment, monitoring, testing, and code quality.
[Utilities] Use when you need to answer technical and architectural questions.
[Content] Use when you need to brainstorm as a PO/BA — structured ideation for problem-solving, new product creation, or feature enhancement.
[Git] Use when the user asks to compare branches, analyze git diffs, review changes between branches, update specifications based on code changes, or analyze what changed.
[Project Management] Use when creating user stories, writing acceptance criteria, analyzing requirements, or mapping business processes.
[Content] Use when you need to evaluate business idea viability: Business Model Canvas, financial projections, risk matrix, go-to-market, execution plan.