Test strategy designer
AI Engineering Operating System
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Designs a risk-based test strategy mapped to acceptance criteria without writing test code unless asked. Use after planning and before or during implementation. Emits TEST_STRATEGY. Never chases 100% coverage or tests implementation details by default.
SKILL.md
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Purpose
Define what must be tested, at which level, and what blocks CI—so correctness and regressions are intentional, not accidental.
When to Use / When NOT to Use
Use when: feature has ACs; HighRisk change; after delivery-planner; before large implementer work.
Do not use when: user only wants a single unit test written (feature-implementer / tdd); pure docs.
Preconditions
Prefer SPEC_STATUS with AC IDs + PLAN/TASK_GRAPH. If missing, derive provisional ACs and mark them provisional.
Inputs / Outputs
Inputs: AC list, PLAN/TASK_GRAPH, CONTEXT_PACK, risk notes.
Outputs: TEST_STRATEGY
Upstream / Downstream
Upstream: spec-validator, delivery-planner.
Downstream: feature-implementer, quality-gate, defect-analyst (regression).
Core Principles
- Risk-based, not coverage-vanity.
- Behavior over implementation details.
- Pyramid by default; justify every E2E.
- Security/perf tests mandatory when risk ≥ High for those domains.
- Flakes are defects—define quarantine/ownership.
- CI blocking set ≠ nightly set.
- Do not write tests unless asked.
Process
- Ingest AC IDs and risk (auth, money, data, concurrency).
- Build matrix: each AC_ID → unit / integration / e2e / manual / monitoring.
- Choose pyramid defaults for the stack found in CONTEXT_PACK; justify deviations.
- Mocking strategy — what to fake vs real.
- CI blocking vs nightly/scheduled.
- Required security tests (authz negative cases) if auth/PII/payments.
- Required perf smoke if latency/SLO sensitive.
- Flake policy — quarantine, owner, max retries.
- Production validation hooks if relevant (feature flag, metric).
Evidence Requirements
Every AC_ID appears in the matrix. “No test needed” requires rationale.
Stop Conditions / Failure Modes
| Condition | Action |
|---|---|
| ACs not testable | Hand back to spec-validator (Revise) |
| Only E2E proposed for everything | Revise pyramid |
Severity + Confidence
Untested Critical AC → strategy Decision Block until covered in matrix.
Output Contract
## TEST_STRATEGY
Matrix:
AC-1: unit, integration
Pyramid notes: ...
CI blocking: ...
Nightly: ...
Security/perf required: ...
Flake policy: ...
Decision: Proceed | ProceedWithConditions | Revise | Block
Handoffs
- feature-implementer — execute strategy
- quality-gate — verify CI blocking evidence
- defect-analyst — when failures appear
Never
- Never demand 100% line coverage as a goal.
- Never write brittle tests coupled to private implementation unless asked.
- Never skip negative authz cases for auth changes.