SOTA Testing (2026)

SkillMedia

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.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the SOTA Testing (2026) skill

What this skill tells your AI

The instructions your AI receives, as published by martinholovsky/sota-skills in skills/sota-testing/SKILL.md and read by ahel’s review.

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

  1. 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.
  2. Apply the top-10 non-negotiables (below) unconditionally.
  3. 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.
  4. New test code is production code: same review bar, same lint rules, no TODO: assert something placeholders. A merged test with no assertion is worse than no test — it manufactures false confidence.
  5. 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.
  6. Default to real dependencies in containers over mocks for anything with I/O semantics you don't own (DBs, brokers, caches) — see rules/04.
  7. 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

FileRead this when...
rules/01-strategy-and-shape.mdchoosing pyramid/trophy/honeycomb, defining unit vs integration boundaries, deciding what NOT to test, risk-based prioritization, budgeting test cost
rules/02-test-design-quality.mdwriting or reviewing any test: behavior-over-implementation, AAA, naming, one logical assertion, determinism (clock/random/network — incl. proving hermeticity by running the suite with egress blocked, and tests that pass because a real call succeeded), test smells catalog (assertion-free, tautological, the liar, mystery guest, resource optimism), snapshot discipline
rules/03-doubles-and-test-data.mddeciding 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.mdtesting against real DBs/brokers (Testcontainers-style), contract testing between services (Pact, schema-based), API testing, migrations, message/queue tests, ephemeral environments, and a bench that fails silently — including a green run that quietly ran fewer tests
rules/05-e2e-and-ui.mdbuilding 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.mdgoing beyond examples: property-based testing (what properties to encode), fuzzing parsers, mutation testing ROI — including that the revert is part of the probe, not cleanup — approval testing for legacy code, chaos pointer
rules/07-suite-health-and-ci.mdflaky-test policy and quarantine, coverage philosophy (ratchets not targets), speed budgets, parallelization correctness and the opposite case of two independent runs sharing one database, CI sharding, failure triage, a threshold measured on one population and asserted over a pooled one
rules/08-bdd-spec-by-example.mdBDD / 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.mdsecurity 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

  1. 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).
  2. Test behavior through public interfaces, not implementation. If a pure refactor (no behavior change) breaks the test, the test is wrong.
  3. No real time, randomness, or network in unit tests. Inject clocks, seed or inject RNGs, fake the network. Nondeterminism is how flakes are born.
  4. No shared mutable state between tests; no ordering dependence. Every test must pass alone, in any order, and in parallel with its siblings.
  5. 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.
  6. One logical behavior per test, named as a specification of that behavior (rejects_expired_card, not test_payment_2).
  7. Integration tests use real dependencies (containerized DB/broker/cache), not in-memory lookalikes with different semantics. SQLite is not Postgres.
  8. 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.
  9. 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).
  10. 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.

Signals

GitHub stars
22
Forks
4
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
sota-testing
Source
github.com/martinholovsky/sota-skills