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Stuzhuk Lab — Chemistry of Code

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Tag

testing

All blog posts with this tag.

  • 6 Aug 2026

    Why cheap testing gets expensive: the economics of software failure cost

    A feature is an investment that does not end at release. How to account for build, verification, support, and failure cost — and why you should test in proportion to blast radius, not coverage percentage.

    architectureengineeringqualityrisktesting
  • 1 Aug 2026

    AI Evaluation Harness in 2026: Golden Sets, Regression Gates, and Release Criteria That Survive Production

    Build an AI evaluation harness that connects golden datasets, retrieval and generation metrics, CI regression gates, shadow traffic, release controls, observability, and LLM gateway FinOps.

    AIarchitectureevaluationobservabilityragtesting
  • 23 Jun 2026

    Fable 5 and qa-mcp: reverse-engineering the 1C TestClient protocol with AI

    Habr case study: from Vanessa Automation to native TestClient in Python — where Codex stalled for a week, Fable 5 mapped the protocol in a day for qa-mcp.

    AINewstesting