Structured QA pipeline for pre-release risk analysis: test coverage, flaky tests, and high-risk components detection
Experimental framework for analyzing AI output behavior, hallucination risk and uncertainty before release
HCAC is a completion contract for agents and tools. It defines when something is truly “done” — not just structurally, but behaviorally.
Quality gates for definition of done and release readiness.
A practical framework for AI release readiness, risk gating, and accountability in regulated and safety-critical systems.
Public preview of the Application Performance Testing Readiness Checklist. Demonstrates the structure, gating model, and evidence-driven validation approach for PT cycles and test runs. Get the full professional package here: [https://akhileshsarfare.gumroad.com/l/qwoxu]
Eliminating black box risk in outsourced software delivery through governance, visible QA, clear handoffs, and weekly reporting.
solo localization effort, moving text from: write → translate → QA → ship
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