Sota testing
State-of-the-Art (2026) AI/LLM engineering skills/agents for building and auditing software — 40+ domain & language skills, BUILD/AUDIT modes, audit checklists.
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State-of-the-art software testing strategy and practice (2026) for designing test strategy, writing unit/integration/e2e tests, or auditing test suites. Covers suite shape (pyramid/trophy/honeycomb), test design quality (behavior-first, AAA, determinism, smells), test doubles (mocks/fakes/stubs), test data (builders over fixtures), real-dependency integration (Testcontainers-style), contract testing (Pact/consumer-driven), e2e/UI strategy (selectors, auto-waiting, flake economics), property-based testing, fuzzing, mutation testing, approval testing, and suite health/CI (flaky-test policy, coverage philosophy, sharding). Trigger keywords - testing, test strategy, unit test, integration test, e2e, end-to-end, coverage, flaky tests, TDD, contract testing, property-based, mocking, fixtures, snapshot test, mutation testing, fuzzing, BDD, Gherkin, given-when-then, acceptance criteria, security testing, WSTG, IDOR test, authz test, abuse case, DAST. Use for BOTH building and auditing test suites.
SKILL.md
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SOTA Testing (2026)
Expert-level, language-agnostic rules for producing and auditing production test
suites. Per-language runner/tooling details (pytest, go test, cargo test,
vitest/jest) live in the language skills (sota-python, sota-golang,
sota-rust, sota-javascript-typescript) — this skill defines the strategy,
design discipline, and quality bar those tools execute against. Every rule
states the why; every rules file ends with an audit checklist of yes/no
questions and grep-able smells.
Purpose
Two consumers, one source of truth:
- BUILD mode — designing a test strategy or writing tests for new code: follow the rules as defaults, not suggestions. Deviate only with an explicit comment justifying the deviation.
- AUDIT mode — reviewing an existing suite: hunt violations using the audit checklists, classify by severity, report in the finding format below.
BUILD mode
- Before writing tests, read the rules files relevant to the layer you are
testing (see index). A service touching HTTP + DB + a message queue needs
01,02,03,04. - Apply the top-10 non-negotiables (below) unconditionally.
- Decide the suite shape FIRST (
rules/01): what counts as a unit here, where the integration boundary is, which 3–10 flows deserve e2e. Write that decision down (CONTRIBUTING.md or a test README) so the next contributor doesn't relitigate it. - New test code is production code: same review bar, same lint rules, no
TODO: assert somethingplaceholders. A merged test with no assertion is worse than no test — it manufactures false confidence. - Write tests alongside the code, not after the PR is "done". For bug fixes, write the failing test first — it is the only proof the fix fixes anything.
- Default to real dependencies in containers over mocks for anything with
I/O semantics you don't own (DBs, brokers, caches) — see
rules/04. - When generating code for a test that legitimately violates a rule (e.g. a sleep in a test that verifies a timeout), comment why inline.
AUDIT mode
Audit the suite, not just the tests: shape, doubles discipline, data management, CI health, and what is missing (untested risk) all count.
Severity conventions:
- Critical — the suite lies: assertion-free tests, tests that can't fail (always-green), mocks asserting mock behavior, disabled/skipped tests hiding known-broken production behavior, coverage gates gamed by meaningless tests.
- High — the suite is unreliable or unmaintainable at current trajectory: shared mutable state between tests, order-dependent tests, real time/network/randomness without injection, flaky tests un-quarantined and retried-to-green, e2e suite owning logic the unit layer should own, mocking internals so refactors break hundreds of tests.
- Medium — quality erosion: mystery-guest fixtures, multi-behavior tests, snapshot dumps nobody reviews, sleeps instead of waits, fixture data with irrelevant noise, missing negative-path tests on critical flows.
- Low — style/hygiene: weak names, redundant assertions, minor AAA violations, missing parameterization of near-duplicate tests.
Finding format (one per line):
file:line | rule-id | severity | finding and concrete fix
Example:
tests/orders_test.py:88 | 02-determinism | High | uses datetime.now(); inject a fixed clock so the test cannot fail at month boundaries
tests/api/user.spec.ts:12 | 03-mock-boundary | High | mocks internal UserValidator; test the real validator, mock only the HTTP gateway
End every audit with: findings table, top-3 risks, and a prioritized fix list (quick wins vs structural).
Rules index
| File | Read this when... |
|---|---|
rules/01-strategy-and-shape.md | choosing pyramid/trophy/honeycomb, defining unit vs integration boundaries, deciding what NOT to test, risk-based prioritization, budgeting test cost |
rules/02-test-design-quality.md | writing or reviewing any test: behavior-over-implementation, AAA, naming, one logical assertion, determinism (clock/random/network), test smells catalog, snapshot discipline |
rules/03-doubles-and-test-data.md | deciding mock vs fake vs stub, fixing over-mocked suites, building test data (builders/factories vs fixtures), seeding test DBs, using production data |
rules/04-integration-contract-system.md | testing against real DBs/brokers (Testcontainers-style), contract testing between services (Pact, schema-based), API testing, migrations, message/queue tests, ephemeral environments |
rules/05-e2e-and-ui.md | building or pruning an e2e suite: critical-path selection, selector strategy, auto-waiting, page objects/screenplay, visual regression, when to delete e2e tests |
rules/06-property-fuzzing-mutation.md | going beyond examples: property-based testing (what properties to encode), fuzzing parsers, mutation testing ROI, approval testing for legacy code, chaos pointer |
rules/07-suite-health-and-ci.md | flaky-test policy and quarantine, coverage philosophy (ratchets not targets), speed budgets, parallelization correctness, CI sharding, failure triage |
rules/08-bdd-spec-by-example.md | BDD / specification by example: Given-When-Then done declaratively, the three-amigos value (and when there's no cross-role audience), outside-in double loop with TDD, scenario-explosion and UI-script anti-patterns, Gherkin tooling, and tracing scenarios to spec acceptance criteria (sota-docs-workflow rules/05) |
rules/09-security-testing.md | security testing as a test type: WSTG as the verification map, the security-regression set (IDOR/BOLA, BFLA, authn/session, injection, mass-assignment, rate-limit, SSRF, tenant isolation), business-logic/abuse-case tests from threat models, where SAST/DAST/fuzz fit and their ceiling, security-critical coverage floor. Pairs with sota-code-security, sota-threat-modeling, sota-devsecops rules/05 |
Top-10 non-negotiables
- Every test must be able to fail. A test that passes when the code under test is deleted or inverted is a Critical finding. Verify the failure mode when writing (break the code, watch it go red — TDD gives this for free).
- Test behavior through public interfaces, not implementation. If a pure refactor (no behavior change) breaks the test, the test is wrong.
- No real time, randomness, or network in unit tests. Inject clocks, seed or inject RNGs, fake the network. Nondeterminism is how flakes are born.
- No shared mutable state between tests; no ordering dependence. Every test must pass alone, in any order, and in parallel with its siblings.
- Mock only at architectural boundaries you own the interface to (your gateway/port), never internals, and don't mock types you don't own — wrap them, then fake the wrapper. Verify fakes against the real thing.
- One logical behavior per test, named as a specification of that
behavior (
rejects_expired_card, nottest_payment_2). - Integration tests use real dependencies (containerized DB/broker/cache), not in-memory lookalikes with different semantics. SQLite is not Postgres.
- E2E is a small, curated, critical-path suite (smoke + money paths) with
role/testid selectors and auto-waiting — never
sleep(), never a dumping ground for cases a lower layer can cover. - Flaky tests are quarantined within a day, with an owner and an expiry — never silently retried-to-green forever, never deleted without a root-cause label (ordering / async / time / infra / test bug / real bug).
- Coverage is a gap-finder, not a target. Ratchet it (never decrease), read the uncovered lines, and never write a test whose only purpose is to move the number.
Security-critical paths (authn/authz, crypto, input parsing, money/quota,
tenancy, untrusted data) additionally require negative security tests at a
higher coverage bar — see rules/09. A green functional suite proves nothing
about IDOR, injection, or broken authz.