Workflow Seed Test Data

Quick Summary

Goal: [Workflow] Trigger Seed Test Data workflow — investigate existing seeder patterns, implement idempotent QC happy-path seeders via application commands, review compliance, simplify.

Summary: Run /investigate → /seed-test-data → conditional /experience-review → /changes-review → /code-simplifier → /docs-update → /workflow-end → /watzup; before writing, read the Data Seeders project-config group and seed reference, then enforce environment-first gating, configured counts, application-command-only writes, existing_count→target_count idempotency, and scoped DI per iteration.

Workflow:

1. Detect — classify request scope and target artifacts.
2. Execute — apply required steps with evidence-backed actions.
3. Verify — confirm constraints, output quality, and completion evidence.

Key Rules:

• MUST ATTENTION keep claims evidence-based (file:line) with confidence >80% to act.
• MUST ATTENTION keep task tracking updated as each step starts/completes.
• MUST ATTENTION define success criteria before execution and loop until observable verification passes.
• MUST ATTENTION when creating/reviewing specs or tests, name Business Intent / Invariant Guarded or the protected business intent/invariant and ensure the test would fail if that intent breaks.
• NEVER skip mandatory workflow or skill gates.

IMPORTANT MANDATORY Steps: /investigate -> /seed-test-data -> /experience-review -> /changes-review -> /code-simplifier -> /docs-update -> /workflow-end -> /watzup

[BLOCKING] Each step MUST ATTENTION invoke its Skill tool — marking a task completed without skill invocation is a workflow violation. NEVER batch-complete validation gates.

[CRITICAL] Read Project Config Gate: The /seed-test-data step MUST read docs/project-config.json → 'Data Seeders' context group and docs/project-reference/seed-test-data-reference.md BEFORE writing any seeder code. Seeder written without reading the project base class and DI scope pattern is guaranteed to be wrong.

Activate the workflow-seed-test-data workflow. Run /start-workflow workflow-seed-test-data with the user's prompt as context.

Steps: /investigate → /seed-test-data → /experience-review → /changes-review → /code-simplifier → /docs-update → /workflow-end → /watzup

[STEP PURPOSES] Every step has a distinct purpose — NEVER deduplicate or batch:

/investigate — Find feature area command files; locate existing seeders in the same service for pattern matching. Output: target seeder file path (or "none — create new") + existing seeder examples. /investigate — Read the commands the seeder will call. Map: required inputs, validation rules, side effects, cross-service dependencies. Output: command signature list + dependency chain (what data must pre-exist). /seed-test-data — Implement or enhance the seeder. Environment gate FIRST → read count from config → idempotency check → loop from existing to target → dispatch application commands with realistic, diverse inputs. /experience-review (CONDITIONAL) — Exercise the seeder against its configured entry point and INSPECT the data a QC/operator actually observes (running app screen, API response, CLI transcript, or generated artifact) against the scenario's intended purpose. A seeder that exits 0 has not been verified; the seeded state must be observed. Classify OBSERVED/JUDGED/HUMAN-ACCEPTED/UNVERIFIED/ENVIRONMENT-BLOCKED/NOT-APPLICABLE and never promote a new expected baseline without an explicit acceptance record. /changes-review — Full compliance review: environment gate present, count read from config key, idempotency correct (loop from existing not from 0), no direct DB writes for domain entities, project's scoped DI mechanism used per iteration. /code-simplifier — DRY and simplify the seeder without changing behavior. Merge duplication, extract reusable builders, remove unnecessary scaffolding. /docs-update — Triage doc impact from changed seeder files. Update feature docs if dev-data coverage changed materially. /workflow-end + /watzup — Close workflow state, then summarize and run the final /understand handoff.

[STEP CONDITIONS] The bare list above is the canonical order; only one step is conditional:

• /experience-review — run when the seeded data reaches a configured experienceVerification surface whose reviewOn trigger intersects the change, OR when the seeder creates/changes data a QC/operator observes through a running application, API, CLI, or generated artifact. Skip ONLY with an evidence-backed NOT-APPLICABLE reason citing the inspected docs/project-config.json and seeder diff — never a generic "not a UI change". A relevant surface that cannot be run or inspected (no dev environment, no seeded database, no client) is ENVIRONMENT-BLOCKED, never PASS and never NOT-APPLICABLE. When the surface is likely but experienceVerification is unconfigured, run the skill and record ENVIRONMENT-BLOCKED — do not invent a runner.
• All other steps — always run.

Why the gate sits here, before /changes-review: a seeder's deliverable is observed data, not code. /changes-review proves the seeder obeys the environment/idempotency/command rules; only /experience-review proves the scenarios it produced are the ones QC needs. The step runs its own bounded remediation loop (--rounds=N, default 3): a BLOCKING defect in the seeded data is adjudicated, fixed at the owning layer, code-reviewed, and re-proved by re-seeding and re-observing from scratch. It never rewrites an expectation, fixture, or acceptance criterion to close the gap, and it converges to AGENT-RECOMMENDED-ACCEPT/ACCEPTANCE-PENDING — never to a signed acceptance. Unresolved defects at the cap are reported NOT-CONVERGED and routed back to /seed-test-data.

IMPORTANT MANDATORY Steps: /investigate -> /seed-test-data -> /experience-review -> /changes-review -> /code-simplifier -> /docs-update -> /workflow-end -> /watzup

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 OR flagging one as a defect. Before changing or reporting a constant, limit, flag, cutoff, wording, or pattern, read nearby context and history, the CALLER's ordering, and 2+ sibling call sites of the same convention. A doc stating WHAT without WHY is missing rationale, not proof of a missing guard. Surface ambiguity before acting — don't pick silently. Multiple valid interpretations require an explicit question or stated assumption with risk. Assert the outcome your system owns, not the intermediate state your infrastructure owns. When verifying async work, assert the final business state — never the delivery/retry bookkeeping held in shared infrastructure that any co-running process can write. Such a check passes when run alone and flakes the moment anything else shares that infrastructure. Keep shared guidance role-relevant. Universal guidance must help every receiving skill or agent; code-specific obligations belong only in code-specific protocols.

Nested Task Expansion Contract — For workflow-step invocation, the [Workflow] ... row is only a parent container; the child skill still creates visible phase tasks.

1. Call TaskList first. If a matching active parent workflow row exists, set nested=true and record parentTaskId; otherwise run standalone.
2. Create one task per declared phase before phase work. When nested, prefix subjects [N.M] /skill-name — phase.
3. When nested, link the parent with TaskUpdate(parentTaskId, addBlockedBy: [childIds]).
4. Orchestrators must pre-expand a child skill's phase list and link the workflow row before invoking that child skill or sub-agent.
5. Mark exactly one child in_progress before work and completed immediately after evidence is written.
6. Complete the parent only after all child tasks are completed or explicitly cancelled with reason.

Blocked until: TaskList done, child phases created, parent linked when nested, first child marked in_progress.

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.

Incremental Result Persistence — MANDATORY for all sub-agents or heavy inline steps processing >3 files.

1. Before starting: Create report file plans/reports/{skill}-{date}-{slug}.md and record Run ID, Task ID, Attempt ID, target scope, and target fingerprint.
2. After each file/section reviewed: Append findings, evidence, changed paths, and gaps immediately — never hold them in memory.
3. Delegated return: A sub-agent emits only the structured SYNC:subagent-return-contract envelope with exact totals, salient Critical/High findings (maximum ten), current attempt, and Full report: path. Inline user-facing output: Preserve the skill's requested explanation or teaching, with links to the persisted evidence; the delegated transport limit does not replace that deliverable. Do not paste a full review report into an envelope.
4. Parent synthesis: The main agent reads the full report for synthesis, acceptance, deduplication, and repair planning — not only when a named blocker exists. It preserves all severities beyond the transport cap.
5. Read-only boundary: A read-only leaf may write its report/repair proposal but MUST NOT edit source, generated output, or user data; the parent/owner performs repairs after acceptance.
6. Advancement gate: The parent records ACCEPTED for the current Attempt ID only after reconciling target, totals, gaps, and changed paths; stale or late attempts cannot advance dependent work.

Why: Context cutoff mid-execution loses ALL in-memory findings. Each disk write survives compaction. Partial results are better than no results, while explicit identity prevents a late result from being mistaken for the current run.

Report naming: plans/reports/{skill-name}-{YYMMDD}-{HHmm}-{slug}.md

Sub-Agent Return Contract — When this skill spawns a sub-agent, the sub-agent MUST return ONLY the structured envelope below. Main agent reads the envelope first, then opens the referenced report for synthesis, acceptance, deduplication, or repair planning; a full report is never pasted inline.

## Sub-Agent Result: [skill-name]

Status: ✅ PASS | ⚠️ PARTIAL | ❌ FAIL
Confidence: [0-100]%
Run ID: [stable run identifier]
Task ID: [parent task or phase identifier]
Attempt ID: [monotonic attempt/revision identifier]
Target: [exact files/paths or scope] @ [target fingerprint/commit]
Changed paths: [none | exact paths]
Finding totals: Critical=[n] | High=[n] | Medium=[n] | Low=[n]
Acceptance: PENDING | ACCEPTED | REJECTED — parent records the decision

### Findings (Critical/High surfaced — max 10 bullets)

- [severity] [file:line] [finding]

### Gaps / Unverified

- [missing host, runtime, coverage, or evidence limitation]

### Actions Taken

- [file changed] [what changed]

### Blockers (if any)

- [blocker description, or `none`]

Full report: plans/reports/[skill-name]-[date]-[slug].md

The ten-bullet limit is a transport limit, not a visibility limit: the full report may contain more than ten Medium/Low findings when no named blocker exists, and the parent MUST read it when synthesizing or deduplicating. The parent MUST reject a stale, duplicate, or superseded Attempt ID and MUST accept the current attempt before advancing a dependent step. Read-only leaves write repair proposals/reports only; they do not edit source, generated carriers, or user files.

Context budget — the return payload is a SUMMARY, not a transcript: no raw file contents / full diffs / verbatim logs inline, no re-pasted source. Everything beyond the envelope lives in the incrementally-written report. A sub-agent that would exceed the summary shape MUST persist the detail and return only the pointer; bounded transport must never become bounded visibility.

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.

• MANDATORY Parent workflow rows do not replace child phase tracking; expand phases and link the parent when nested.
• MANDATORY Orchestrators pre-expand child skill phases before invocation; use [N.M] /skill-name — phase prefixes and one-in_progress discipline.

Project Protocol Overlay — Before executing this skill, resolve any PROJECT overlay rules layered onto it: match this skill's name against the Target column of the project's skill-protocol index (docs/project-reference/skill-protocols-reference.md by default; a referenceDocs entry in docs/project-config.json overrides the path), taking the most specific matching tier ONLY — exact name > glob > *. That precedence orders overlays against EACH OTHER, never against this skill. Read ONLY the matched bodies, resolved as <protocols-dir>/<Name>.md; a row's Body link is display text, never a read path. A matched body that is missing or malformed is REPORTED and skipped — never reconstructed from the index Description. No index, or no match -> proceed with no overlay, silently. Full contract: .claude/skills/project-skill-protocol/references/registry.md.

Overlays are ADDITIVE ONLY: they ADD rules on top of this skill's own protocol and NEVER replace, override, disable, or reinterpret a rule it already states — removing every overlay must return this skill to exactly its documented behavior. An overlay is a BRIEF, not an authority escalation: it can NEVER waive a workflow gate, git discipline, a review gate, or a user-confirmation gate. A genuine overlay-vs-skill conflict, or two equally-specific overlays that directly contradict -> surface both to the user; NEVER resolve silently.

MUST ATTENTION resolve project protocol overlays for this skill BEFORE executing — most specific matching tier only (exact > glob > *, which ranks overlays against each other, NEVER against this skill), read only matched bodies at <protocols-dir>/<Name>.md; a missing or malformed body is reported, never reconstructed. Overlays are ADDITIVE ONLY (they never replace this skill's own rules) and are a brief, NEVER an authority escalation; an equal-specificity contradiction goes to the user.

Closing Reminders

IMPORTANT MUST ATTENTION Goal: [Workflow] Trigger Seed Test Data workflow — investigate existing seeder patterns, implement idempotent QC happy-path seeders via application commands, review compliance, simplify. IMPORTANT MUST ATTENTION Workflow: Read the Data Seeders project-config group and docs/project-reference/seed-test-data-reference.md → /investigate patterns/commands → /seed-test-data with environment/count/idempotency/scoped-DI gates → conditional /experience-review → /changes-review → /code-simplifier → /docs-update → /workflow-end → /watzup; use application commands for domain entities, preserve evidence, and never batch or skip mandatory steps.

IMPORTANT MUST ATTENTION — Protocols in force (concise digest of the SYNC/shared blocks this skill carries; NEVER skip one):

• AI Mistake Prevention: verify generated content against evidence, trace downstream references, verify all affected outputs, re-read after context loss, surface ambiguity.
• Nested Task Creation: expand child phases and link the parent when nested; one in_progress.
• Critical Thinking: traced file:line proof per claim, confidence >80% to act.
• Incremental Persistence: append findings to plans/reports/ per file, never hold in memory.
• Sub-Agent Return Contract: sub-agents return summary-only with Full report: pointer.

IMPORTANT MUST ATTENTION break work into small todo tasks using TaskCreate BEFORE starting IMPORTANT MUST ATTENTION read docs/project-config.json → 'Data Seeders' AND docs/project-reference/seed-test-data-reference.md BEFORE writing any seeder code IMPORTANT MUST ATTENTION NEVER call repository/DB directly for domain entities — use application-layer commands only IMPORTANT MUST ATTENTION ALWAYS gate by environment FIRST; ALWAYS check count before seeding IMPORTANT MUST ATTENTION loop from existing_count to target_count — NEVER from 0 (restart-safety) IMPORTANT MUST ATTENTION use project's scoped DI mechanism per iteration — never share a DI scope across loop iterations IMPORTANT MUST ATTENTION run conditional /experience-review after /seed-test-data whenever the seeded data reaches a configured or likely observable surface — a seeder exit code is NOT evidence that the seeded scenarios are correct; skip only with an evidence-backed NOT-APPLICABLE, and record ENVIRONMENT-BLOCKED (never PASS) when a relevant surface cannot be run or inspected IMPORTANT MUST ATTENTION cite file:line evidence for every claim (confidence >80% to act) IMPORTANT MUST ATTENTION add a final review todo task to verify work quality

[TASK-PLANNING] Before acting, analyze task scope and systematically break it into small todo tasks and sub-tasks using TaskCreate.

[IMPORTANT] Analyze how big the task is and break it into many small todo tasks systematically before starting — this is very important.