Dev Tools · 1h ago
Team builds qa-probe to stop AI assistant from hallucinating bug fixes
A small team building LightShield SIEM found their AI coding assistant confidently suggesting wrong fixes based on status codes alone. They built qa-probe, a tool that probes live endpoints, classifies root causes with calibrated confidence, and exposes evidence to the AI. The assistant stopped guessing and started fixing the right layer, reducing hallucinations.
Meridian48 take
A practical, rule-based approach to grounding AI in evidence—more teams should adopt this instead of trusting black-box models.
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How we stopped our AI assistant from hallucinating bug fixes →
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ai-hallucinationdebugging-tool