add-feature

name

add-feature

description

End-to-end workflow for planning and shipping a new feature in an existing codebase. Phases — clarify → explore → design → mandatory plan-approval gate → implement (subagent fan-out where useful) → verify → gated reviews (code + duplication always; security/performance/contracts/concurrency/observability/data integrity when gates trigger) → automated tests. Also enforces UI-convention parity: any new instance of a recurring UI surface (modal, dialog, drawer, form) must match sibling conventions for hotkeys, kbd hints, focus, and loading states. Accepts `mode=fast|balanced|production` to control depth (default: production); also accepts `include=<phases>` / `skip=<phases>` overrides. Use when the user asks to add, build, ship, or implement a new feature: "add a feature", "build this", "implement X", "new feature", "plan and build", "ship this". Skip for bug fixes (use fix-bug), pure refactors, enum/state renames (use realign), or one-line tweaks.

User-question protocol: Whenever this skill needs the user to pick between options, confirm an action, or answer a multiple-choice prompt, you MUST call the AskUserQuestion tool to render a proper interactive picker. Do NOT print numbered options as plain text and wait for the user to type a number — that produces a degraded UX. Free-form questions (open-ended typing) may be asked in prose, but any time you would write "1) … 2) … 3) …", use AskUserQuestion instead.

Feature Delivery

Drive a non-trivial feature from request to merged code without the four failures this skill exists to prevent: shallow clarification, unreviewed code, bad code merged, duplication.

The workflow is gated. Do not skip the approval checkpoint. Do not skip the review phase. Reviews themselves are gated — run only the ones the diff actually requires.

---

Modes

This skill accepts a mode= argument that controls depth of execution. Default — when no mode= is specified — is production: the full 8-phase pipeline below.

Mode	Phases that run	Phases skipped
production (default)	1, 2, 3, 4, 5, 6, 7a, 7b, 7c-7h (gated), 8, post-steps	none — full pipeline
balanced	1, 2, 3, 5, 6, 7a, 7b, 7e (gated), 7f (gated), 7g (gated), 8 (conditional), post-steps	4 (Plan-gate), 7c (Security), 7d (Perf), 7h (Data Integrity) unless explicitly included
fast	5, 6	1, 2, 3, 4, 7a-7h, 8, post-steps

include= / skip= overrides. Add or remove specific phases on top of the mode default — mode=fast include=8 runs implement + verify + tests; mode=production skip=7c skips the security review even when the gate would have triggered. include= wins over the mode default; skip= wins over both. Token set: phase numbers 1–8, review-gate ids 7a–7n, and the lane tokens logic-first and tests.

Conditional tests in balanced mode. Phase 8 runs in balanced whenever the diff changes backend logic, data transformations, permissions, contracts, persisted data, non-trivial branching, async behavior, or bug-prone business rules. Skip Phase 8 in balanced only for trivial UI wiring, one-line wrappers, pure config, copy/styling-only changes, or projects where the user explicitly says "no tests."

Logic-first lane. If Phase 3 identifies a deterministic parser, validator, pricing rule, permission rule, data transform, state machine, or API/data contract, write the expected behavior test before Phase 5 implementation. The test should fail against the current behavior or encode the new contract before the production code lands. This lane is mandatory in production, conditional in balanced, and opt-in via include=logic-first in fast.

Integration-first lane. If the feature touches HTTP/webhook dispatch, queues, jobs, cron, IPC, MCP tool calls, file writes, env-var injection, spawned processes, external APIs, email/SMS/push, imports/exports, or cache invalidation, plan the runtime contract and observation point in Phase 3. Dispatch the runtime-contract-tracer subagent (via Agent(subagent_type=runtime-contract-tracer)) with the integration name to get the trigger → dispatch → receive → observe trace with file:line refs and silent-failure sites flagged — this becomes the input to Phase 3's planning. After Phase 6, invoke agentsystem-core:add-observability unless the project already has equivalent structured evidence and you can name where it lives.

Mode safety override. If mode=fast is requested for work that hits any of the risk signals — the canonical list lives in ship's references/risk-signals.md (auth/permissions/payments/secrets/webhooks, schema migrations or persisted-data rewrites, destructive deletes of external contracts, background jobs/queues/cron/email/SMS/imports/exports/file-writes/IPC/external APIs, caching/invalidation/flags/analytics/concurrency-sensitive mutations, or multi-subsystem changes) — pause and surface the conflict via AskUserQuestion: "Detected high-risk signals. You requested fast mode — that skips clarify, plan, reviews, and tests. Confirm fast anyway, or upgrade to production?" The /ship orchestrator enforces this upstream, but direct manual callers may not — don't silently honor a dangerous override.

Phase-gated NEVER scope. Several rules in the NEVER section below are phase-gated. When the active mode skips a phase, the corresponding NEVER is explicitly suspended for that run:

• mode=fast suspends: "NEVER write feature code before Phase 4 approval", "NEVER skip clarifying questions", "NEVER skip the duplication scan", "NEVER ship a new field to only one CRUD surface", "NEVER ship a new UI instance without sibling audit", and all adjunct-skill routing unless explicitly included
• mode=balanced suspends: "NEVER write feature code before Phase 4 approval"

The universal NEVERs stay in force in every mode: no fan-out for tightly coupled work, declare-done only after running the code, no irrelevant security/perf review, no --no-verify bypass.

---

Phase 1 — Clarify

Most failures originate here. The user's first message is almost never enough.

Before asking anything, write down what you currently understand and what you don't:

## Understanding so far
**Goal:** ...
**User-visible behavior:** ...
**Touchpoints (best guess):** ...
**Open questions:** ...
**Impact on existing system:** ...

Then ask clarifying questions covering — at minimum — these categories. Skip a category only if the answer is genuinely unambiguous from context, and say which you're skipping and why:

1. Scope — what's in, what's explicitly out
2. User experience — exact UX, error states, empty states, loading
3. Data — first decide whether to persist before what schema. Default to derive-on-read for cheap/small/transient computation; default to persist when any of these triggers hit: per-request scan is expensive (filesystem walks, JSONL/log parsing, external API aggregation), the same inputs are queried repeatedly with mostly-unchanged results, results aggregate across sessions/runs, the source is slow or rate-limited, or the feature needs historical queries the source itself may not preserve (rotation, compaction, deletion). Once persist is chosen, then: new tables/columns, new fields on existing rows, retention, backfill.
4. API surface — new endpoints, contract changes to existing ones, auth requirements
5. Integration points — what existing features does this touch, change, or risk breaking
6. CRUD/input surfaces — enumerate every place a user creates, edits, configures, imports, or duplicates the affected artifact (create dialog AND edit dialog, settings page, bulk import, CSV upload, API client). Dispatch the crud-surface-mapper subagent (via Agent(subagent_type=crud-surface-mapper)) with the artifact name to get a complete surface inventory with file:line refs — keeps the search out of the parent's context. For each surface, decide explicitly whether the new field/behavior applies — silently shipping to only one is the most common "incomplete" failure. This is the inward complement to #5 (which looks outward at unrelated features that might break).
7. Edge cases — concurrent writes, partial failures, large inputs, permissions
8. Non-goals — adjacent things the user does not want done now
9. Done criteria — how the user will recognize this is finished

Always use the AskUserQuestion tool (multi-question, structured choices) to ask clarifying questions — never present them as a static numbered list the user has to type answers to. Fall back to free-form prose only for a single question whose option space is genuinely open-ended.

Exit gate: Restate the feature in your own words including impact on existing code. Get explicit confirmation before Phase 2. Do not proceed on assumed answers.

---

Phase 2 — Explore Existing Code

Read before writing. This is where duplication gets prevented and integration points get found.

Map at least:

• Files/modules likely touched
• Existing patterns for similar features (reuse, don't reinvent)
• Shared utilities, hooks, components that the new code should compose with
• Tests that currently cover adjacent behavior
• Data model: schemas, migrations, query patterns

UI surface parity. If the feature will create a new instance of a recurring UI surface (modal, dialog, drawer, sheet, popover, form, confirm prompt, command palette, toolbar button, list-row action), dispatch the ui-pattern-inspector subagent (via Agent(subagent_type=ui-pattern-inspector)) with the surface name. The subagent reads 2–3 sibling instances and returns a structured inventory (submit/cancel hotkeys, <Kbd> hint placement, autofocus target, loading/disabled states, footer chrome, error display, click-outside behavior) plus a "consistent across siblings" / "varies" verdict. Record the inventory in the plan; matching consistent conventions is the default, diverging requires a stated reason. The agentsystem-core:propagate-ui-pattern skill is the operational tool when 3+ siblings exist.

Pre-write utility check — prevent duplication at creation. For each non-trivial helper/utility/component the plan calls for, dispatch the utility-finder subagent (via Agent(subagent_type=utility-finder)) with the function description. It searches the repo for existing equivalents (across naming variants) and returns a verdict — reuse / extend / write-new. The result short-circuits Phase 7b duplication-scan findings and keeps duplication out of the diff in the first place.

Subagent fan-out — use when scope is wide. Spawn parallel Explore agents in a single message when:

• Feature spans 3+ distinct subsystems (e.g., DB + API + UI + jobs)
• You need to survey "is there already a utility for X?" across the repo
• Different areas have independent search criteria

See references/subagent-playbook.md for fan-out patterns and prompt templates.

Exit gate: You can name the existing files this feature will modify, the existing utilities it will reuse, the integration risks, AND every CRUD/input surface for the affected artifact (or confirm only one exists), AND — if a recurring UI surface is being added — you can name the sibling instances and the conventions you'll match. If you can't, keep exploring.

Realignment boundary: If exploration shows the request is actually a domain-model rename or lifecycle/state/value realignment with persisted values (enum migration, status rename, vocabulary change, adding/removing a lifecycle state), stop and invoke agentsystem-core:realign. Do not squeeze model realignment through a feature-add plan.

---

Phase 3 — Design

Produce a plan covering:

• Persistence decision — one of persist | derive-on-read | hybrid (cache + source of truth), with a one-line reason tied to the Phase 1 #3 triggers. If derive-on-read, state the cost ceiling that justifies it (e.g., "<200ms scan, <100 files, no historical retention need"); if that ceiling is plausibly breached in the lifetime of the feature, choose persist or hybrid instead.
• Data changes — schema, migrations, indexes, backfill (if any)
• API/contract changes — new endpoints, modified responses, breaking vs additive
• Code structure — files to create, files to modify, what each is responsible for
• Reuse decisions — which existing utilities/components/hooks compose in
• UI convention parity — for each new instance of a recurring UI surface, list the sibling conventions being matched (hotkeys, kbd hints, focus, loading, escape behavior)
• Test plan — what to assert at unit / integration / e2e level
• Rollout — feature flag? migration ordering? backwards compat?
• Risks — what's most likely to break, and how the plan mitigates it

Keep it lean — bullet points over prose. The plan exists to be reviewed, not to be archived.

---

Phase 4 — Plan Approval Gate (MANDATORY)

Present the plan to the user. Do not write feature code before approval. Use ExitPlanMode if available, otherwise present plainly and ask (a)pprove / (r)evise / (q)uit.

If the user revises, update the plan and re-present. Do not interpret silence as approval. Do not interpret "looks good" on a partial summary as approval — they must see the full plan.

Stuck-revision rule: if the plan gets rejected 3+ times on the same dimension, the underlying request is likely ambiguous, not the plan. Stop revising, return to Phase 1, and re-clarify.

Tiny mechanical setup (creating empty files, adding a dependency the plan calls for) is fine before approval. New behavior is not.

---

Phase 5 — Implement

Work the plan. Order: data layer → server/business logic → API → UI → wiring.

Subagent fan-out — use when work is genuinely independent. Spawn parallel implementation agents in one message only when:

• Two or more files have no shared edits and no ordering dependency (e.g., a new DB migration AND an unrelated UI component)
• You can give each agent self-contained context (file paths, contracts, constraints)
• Merging their outputs won't conflict

Do NOT fan out for: tightly coupled changes, anything where one piece's API shape determines another's, or refactors that touch many files of the same kind.

When in doubt, do it serially. A wasted parallel agent is cheaper than two agents producing inconsistent code.

If implementation reveals the plan was wrong (not just incomplete — wrong assumption, wrong shape, wrong integration point): stop, return to Phase 3, re-design, and re-approve. Do not silently improvise around a broken plan.

---

Phase 6 — Verify

Before any review, prove the code runs:

• Standard checks pass (type-check, lint, build, existing tests) — table stakes.
• Actually execute the new code path. This is the non-obvious one — UI changes get opened in a browser, endpoints get hit, jobs get run. "Compiles" ≠ "works."

If any check fails, fix root cause — do not bypass with --no-verify, skipped tests, or any casts.

---

Phase 7 — Gated Reviews

Run reviews on the diff you just produced. Each review is gated by what the diff actually contains. Always run code review and duplication scan. Run security, performance, contracts, concurrency, observability coverage, and data-integrity only if their gates trigger.

Subagent fan-out is encouraged here: dispatch the applicable reviews in parallel as separate agents, then consolidate findings.

7a. Code Review — ALWAYS

Dispatch the reviewer-code subagent (via Agent(subagent_type=reviewer-code)) with the diff and the approved Phase 4 plan. It carries references/code-review-checklist.md and reviews in a fresh context — a self-review by the same agent that wrote the code inherits the author's blind spots, which is the whole reason 7a exists. Apply the auto-fixable: true items; surface the rest. (Host-portability fallback: if the Agent tool is unavailable, read references/code-review-checklist.md and apply it to the diff inline.)

7b. Duplication Scan — ALWAYS

Run agentsystem-core:simplify against the diff when it is non-trivial to surface parallel patterns, repeated literal-equality filters, and scattered enum literals the type system can't catch. Also, for each new function/component/utility, search the repo for existing equivalents and refactor to reuse if found. Skip for single-line fixes, comment/format-only changes, test-fixture edits, and non-TS files.

7c. Security Review — GATED

Run only if the diff changed backend logic (server routes, server actions, auth, authz, query construction, file I/O on server, env/secret usage, deserialization, IPC handlers, anything executed outside the user's browser).

If gate triggers → read references/security-review-checklist.md and apply. Also dispatch the reviewer-security-regression subagent (via the Agent tool with subagent_type=reviewer-security-regression) when the backend change touches auth, payments, file upload, webhook signing, secrets/env, external APIs, unsafe redirects, or user-rendered HTML. The subagent runs read-only and returns a severity-ranked findings report; apply the auto-fixable: true items mechanically and surface the rest to the user. If the security concern is specifically authorization/ownership across server entry points, dispatch the reviewer-authz subagent (via Agent(subagent_type=reviewer-authz)) — it returns severity-ranked findings (critical/high/medium/low) with concrete fix snippets using the project's existing auth helpers. The agentsystem-core:audit-authz skill remains available as a manual entry point. Do NOT load security-review-checklist.md if the diff is purely client-side rendering / styling / static config / docs — skip and say so.

7d. Performance Review — GATED

Run only if the diff changed DB schema, queries, or a known hot path (new tables/columns/indexes, new SQL, new ORM calls, new loops over user-scale data, new N+1 risks, new server-side aggregation).

If gate triggers → read references/performance-review-checklist.md and apply. Dispatch the reviewer-perf subagent (via the Agent tool with subagent_type=reviewer-perf) when the gate is non-trivial (new query pattern, list page, aggregation, upload/image-heavy route, or user-scale loop) so the diff gets the dedicated perf pass instead of only checklist reasoning. The subagent runs read-only and returns a severity-ranked findings report; surface the findings to the user — perf fixes are tradeoffs and the user owns the apply decision. The agentsystem-core:audit-perf skill remains available as a manual entry point. Do NOT load performance-review-checklist.md if the diff is purely UI logic with no new data access — skip and say so.

7e. Contract Review — GATED

Dispatch the reviewer-contracts subagent (via the Agent tool with subagent_type=reviewer-contracts) when the diff crosses a client/server, route/schema, IPC, OpenAPI, tRPC, server-function, DTO, or generated-client boundary. The subagent runs read-only and returns a severity-ranked findings report with both producer and consumer file:line refs; apply the auto-fixable: true mechanical renames and surface structural mismatches to the user. Skip for comment/format-only changes, doc-only edits, and changes with no contract surface.

7f. Concurrency Review — GATED

Dispatch the reviewer-concurrency subagent (via the Agent tool with subagent_type=reviewer-concurrency) when the diff adds or changes mutations, background jobs, webhook handlers, queue workers, async UI writes, transactions, retries, idempotency, or read-modify-write flows. The subagent runs read-only and returns a severity-ranked findings report; apply the auto-fixable: true items (e.g., AbortController injection) and surface the rest to the user. Skip for read-only, UI-only, and doc/comment-only changes.

7g. Observability Coverage — GATED

Dispatch the reviewer-observability-coverage subagent (via Agent(subagent_type=reviewer-observability-coverage)) after critical-path changes, especially new integration boundaries, async work, error paths, jobs, webhooks, or external API calls. The subagent runs read-only and reports gaps (no auto-instrumentation). If it reports missing evidence and the change is still in scope, invoke agentsystem-core:add-observability to instrument the boundary before declaring done.

7h. Data Integrity Review — GATED

Dispatch the reviewer-data-integrity subagent (via the Agent tool with subagent_type=reviewer-data-integrity) when the diff changes persistence shape, migrations, status/enum values, denormalized data, deletes, backfills, import/export paths, or data-access invariants. The subagent runs read-only and returns a severity-ranked findings report with a change classification (additive / mutating / destructive); apply auto-fixable: true seed-fixture renames and surface schema/orphan/uniqueness findings to the user. Skip for changes with no persisted-data impact.

If the feature requires a schema migration, invoke agentsystem-core:add-migration before this review; then run data-integrity on the migration + code diff.

7i. Failure UX — GATED

Dispatch the reviewer-error-boundaries subagent (via Agent(subagent_type=reviewer-error-boundaries)) when the diff adds or changes a user-facing async flow, route loader, form submit, server action surfaced in UI, background failure visible to users, or any path where failure could blank the screen or silently corrupt state. Apply auto-fixable items (button disable, errorComponent stub when convention exists); surface the rest. Skip for backend-only changes with no user-facing flow, docs, and comments.

7j. Async UI — GATED

Dispatch the reviewer-loading-states subagent (via Agent(subagent_type=reviewer-loading-states)) when the diff adds or changes async UI: route data, useQuery/useSuspenseQuery, useMutation, optimistic updates, submit buttons, polling, or client-side fetches. Apply auto-fixable items (disabled={isPending}, aria-busy); surface the rest. If the change wires data fetching that can return zero/null or fail, run agentsystem-core:add-empty-error-states.

7k. UI Regression — GATED

Dispatch the reviewer-accessibility-regression subagent (via Agent(subagent_type=reviewer-accessibility-regression)) after interactive UI mutation (buttons, forms, dialogs, menus, custom click targets, focus changes, error messages). Apply auto-fixable items (icon-button labels, htmlFor on labels, decorative alt=""); surface the rest. Run agentsystem-core:audit-responsive when the diff changes layout containers, grids, tables, nav/sidebar structure, modals, or mobile-sensitive sizing.

7l. Client Bundle — GATED

Dispatch the reviewer-client-bundle subagent (via Agent(subagent_type=reviewer-client-bundle)) when client-side code changes in routes/components/hooks, when a new dependency is imported from UI code, when server-only modules might cross into the browser bundle, or when large editor/chart/image/media dependencies are added. Apply the lodash → lodash-es swap if flagged auto-fixable; surface the rest.

7m. Boundary Validation — GATED

Dispatch the reviewer-boundary-validation subagent (via Agent(subagent_type=reviewer-boundary-validation)) when the diff adds or changes a server entry point that reads external input (req.body/params/query, webhook payloads, queue messages, IPC args, server-fn/tRPC input). It reports boundaries with no schema parse — the read-only sibling of harden-types (authz checks who, contracts check drift, this checks whether shape validation exists at all). Surface HIGH findings; to fix, hand the boundary to agentsystem-core:harden-types to insert the schema. Skip when the diff adds no new server-input surface.

7n. Dependencies — GATED

Dispatch the reviewer-dependencies subagent (via Agent(subagent_type=reviewer-dependencies)) when the diff changes package.json or a lockfile, or adds a dependency. It gates advisories, install scripts, maintenance/license flags, and sweeps the diff for hardcoded-secret literals before the pipeline ends (secrets are otherwise only caught at /commit, after /ship stops). Surface findings; dependency swaps and key rotation are the user's call. Skip when no dependency changed.

Resolving review conflicts

If two review subagents contradict each other (e.g., one flags a query as N+1, another says it's fine), pick one and document why. Do not average — one is right and one is wrong. Read both findings against the actual code and decide.

Review exit gate

Every finding must be either fixed or explicitly acknowledged with the user before continuing. Do not silently defer issues.

---

Phase 8 — Automated Tests

Add tests where they earn their keep:

• Unit / Integration — invoke agentsystem-core:write-tests to author or expand the suite for the changed module. It detects the existing test harness (Vitest/Jest/pytest/go test/etc.), inherits naming and mocking conventions, and wires a smoke test before generating the rest. If no harness exists, it proposes the smallest industry-standard runner for the stack and waits for user approval before installing.
• E2E / UI — when the feature is a user-facing flow (sign-in, form submit, multi-step wizard, payment, navigation) AND the project either already has Playwright or the user approves installing it, invoke agentsystem-core:add-e2e-test. Skip this branch when the project has no browser harness and the user does not want one — stop at integration.

After write-tests generates the suite, dispatch the reviewer-test-quality subagent (via Agent(subagent_type=reviewer-test-quality)) against the new test files + the production diff. Phase 8's output is the least-audited artifact in the pipeline — a green suite that asserts nothing, mocks the unit under test, or never executes the changed lines silently invalidates every upstream gate's "verified" claim. Surface its findings and strengthen the flagged tests before declaring Phase 8 done.

Categories to cover within write-tests:

• Unit — pure functions, non-trivial branching logic, parsers, validators
• Integration — API endpoints (real DB if the project does that), data-layer code, multi-module flows

Skip tests for: trivial UI wiring, one-line wrappers, pure config. Match the project's existing test density — don't introduce a testing culture the codebase doesn't have.

In balanced, do not skip this phase if the change touched backend logic, data transformations, permissions, contracts, persisted data, non-trivial branching, async behavior, or business rules. In production, this phase is mandatory unless the user explicitly waives it after seeing the uncovered risk.

Run the new tests. Then run the full suite once more.

---

NEVER

• NEVER write feature code before Phase 4 approval Instead: Stop at the plan, present it, wait for explicit approval. Why: Skipping the gate is the most common path to "this isn't what I asked for" rework. The user catches scope errors in plans far cheaper than in diffs.

• NEVER skip clarifying questions because the request "seems clear" Instead: Walk the eight categories in Phase 1; explicitly skip ones with obvious answers and say why. Why: "Seems clear" is the single biggest source of wrong implementations. Ambiguity hides in scope, edge cases, and integration points the user assumed you'd know.

• NEVER fan out subagents for tightly coupled work Instead: Fan out only when pieces are independent (different files, no shared API shape, no ordering dep). Otherwise, serial. Why: Parallel agents on coupled code produce inconsistent contracts that cost more to reconcile than the time saved.

• NEVER declare done without running the new code path Instead: Execute it — open the page, hit the endpoint, run the script — even if types and tests pass. Why: Type checks verify code shape, not feature behavior. "Compiles" ≠ "works."

• NEVER skip the duplication scan Instead: For every new utility/component/helper, search the repo for an existing equivalent before keeping it. Why: Duplication is the user's stated top failure mode. Most duplication is created by agents who didn't look.

• NEVER ship a new field or behavior to only one of an artifact's CRUD surfaces without explicit confirmation Instead: During Phase 1, enumerate every create/edit/settings/import surface for the artifact; mark each as "applies" or "explicitly skipped". Confirm with the user. Why: Edit-only features are the most common shipped-but-incomplete failure — the user discovers it by trying to set the field at create time and finding it missing.

• NEVER ship a new instance of a recurring UI surface (modal, dialog, drawer, form, confirm prompt, command palette) without auditing sibling instances and matching their conventions Instead: During Phase 2, grep for 2–3 siblings of the surface; inventory their hotkeys, kbd hints, autofocus, escape behavior, loading states, footer chrome. Match them by default; a divergence requires a stated reason in the plan. Why: Inconsistent UI is the loudest "this wasn't built by us" signal. The user notices the missing Cmd+Enter on the new modal the first time they try to submit it — every time. Reuse of primitives (Modal, Btn) is necessary but not sufficient; behavior parity is the part that actually feels native.

• NEVER default to derive-on-read for features whose source data is expensive to scan, grows unboundedly, or is needed for historical queries — without explicitly considering persistence Instead: Make the persist-vs-derive call explicit in Phase 3 with a stated reason. If derive-on-read, name the cost ceiling that justifies it. Why: Scan-on-request silently degrades as data grows; the cost only becomes visible after ship, when the page that loaded fast in dev now blocks the event loop in prod. How to apply: Triggers are per-request filesystem walks, JSONL/log parsing, external API aggregation, repeated queries over mostly-unchanged inputs, and any data the source itself may not preserve (rotation, compaction, deletion).

• NEVER run security or performance review on irrelevant diffs Instead: Apply the gate (backend logic touched? DB/hot path touched?) and explicitly state when you're skipping and why. Why: Running every review on every diff floods findings with noise and trains the user to ignore them. Gated reviews stay credible.

• NEVER bypass a failing check with --no-verify, any, skipped tests, or commented-out assertions Instead: Find root cause and fix it, or surface the failure to the user as a blocker. Why: Bypasses are how "bad code gets through" — the exact failure mode this skill exists to prevent.

---

One trigger question before each phase

"What failure mode does skipping this phase create, and am I willing to accept it?"

If you can't answer, don't skip.

---

Post-step: /simplify

After implementation lands and tests pass, run agentsystem-core:simplify against the diff to sweep for duplication, missed reuse of existing utilities, oversized components, magic numbers, and tight coupling — refactored in place without changing behavior.

Post-step: /polish-ui (UI changes only)

If the diff touches UI files (src/components/**, src/routes/**, src/pages/**, app/** — .tsx/.jsx), run agentsystem-core:polish-ui to verify kbd hints on hotkey-bound buttons, focus management, loading/disabled states, and footer/chrome consistency. Skip when the UI delta is a one-line copy or style tweak.