**Stella Ops — Incremental Testing Enhancements (NEW since prior runs)** *Only net-new ideas and practices; no restatement of earlier guidance.* --- ## 1) Unit Testing — what to add now * **Semantic fuzzing for policies**: generate inputs that specifically target policy boundaries (quotas, geo rules, sanctions, priority overrides), not random fuzz. * **Time-skew simulation**: unit tests that warp time (clock drift, leap seconds, TTL expiry) to catch cache and signature failures. * **Decision explainability tests**: assert that every routing decision produces a minimal, machine-readable explanation payload (even if not user-facing). **Why it matters**: catches failures that only appear under temporal or policy edge conditions. --- ## 2) Module / Source-Level Testing — new practices * **Policy-as-code tests**: treat routing and ops policies as versioned code with diff-based tests (policy change → expected behavior delta). * **Schema evolution tests**: automatically replay last N schema versions against current code to ensure backward compatibility. * **Dead-path detection**: fail builds if conditional branches are never exercised across the module test suite. **Why it matters**: prevents silent behavior changes when policies or schemas evolve. --- ## 3) Integration Testing — new focus areas * **Production trace replay (sanitized)**: replay real, anonymized traces into integration environments to validate behavior against reality, not assumptions. * **Failure choreography tests**: deliberately stagger dependency failures (A fails first, then B recovers, then A recovers) and assert system convergence. * **Idempotency verification**: explicit tests that repeated requests under retries never create divergent state. **Why it matters**: most real outages are sequencing problems, not single failures. --- ## 4) Deployment / E2E Testing — additions * **Config-diff E2E tests**: assert that changing *only* config (no code) produces only the expected behavioral delta. * **Rollback lag tests**: measure and assert maximum time-to-safe-state after rollback is triggered. * **Synthetic adversarial traffic**: continuously inject malformed but valid-looking traffic post-deploy to ensure defenses stay active. **Why it matters**: many incidents come from “safe” config changes and slow rollback propagation. --- ## 5) Competitor Parity Testing — next-level * **Behavioral fingerprinting**: derive a compact fingerprint (outputs + timing + error shape) per request class and track drift over time. * **Asymmetric stress tests**: apply load patterns competitors are known to struggle with and verify Stella Ops remains stable. * **Regression-to-market alerts**: trigger alerts when Stella deviates from competitor norms in *either* direction (worse or suspiciously better). **Why it matters**: parity isn’t static; it drifts quietly unless measured continuously. --- ## 6) New Cross-Cutting Standards to Enforce * **Tests as evidence**: every integration/E2E run produces immutable artifacts suitable for audit or post-incident review. * **Deterministic replayability**: any failed test must be reproducible bit-for-bit within 24 hours. * **Blast-radius annotation**: every test declares what operational surface it covers (routing, auth, billing, compliance). --- ## Prioritized Checklist — This Week Only **Immediate (1–2 days)** 1. Add decision-explainability assertions to core routing unit tests. 2. Introduce time-skew unit tests for cache, TTL, and signature logic. 3. Define and enforce idempotency tests on one critical integration path. **Short-term (by end of week)** 4. Enable sanitized production trace replay in one integration suite. 5. Add rollback lag measurement to deployment/E2E tests. 6. Start policy-as-code diff tests for routing rules. **High-leverage** 7. Implement a minimal competitor behavioral fingerprint and store it weekly. 8. Require blast-radius annotations on all new integration and E2E tests. --- ### Bottom line The next gains for Stella Ops testing are no longer about coverage—they’re about **temporal correctness, policy drift control, replayability, and competitive awareness**. Systems that fail now do so quietly, over time, and under sequence pressure. These additions close exactly those gaps.