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Compliance

Projects and articles related to Compliance.

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Apr 15, 2026

AI Safety and Guardrails in Production Systems

Our first AI feature hallucinated a compliance finding that did not exist. A client acted on it. Here is how we built input sanitization, output filtering, confidence scoring, and human-in-the-loop escalation to make AI output trustworthy.

Apr 13, 2026

Building an Eval Framework for AI Compliance Scanning

AI scanners find accessibility violations that deterministic tools miss — but how do you know the AI is not hallucinating? We built an evaluation harness that measures precision and recall against axe-core ground truth, gates every prompt change with regression tests, and tracks quality drift in ClickHouse.