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How to evaluate LLMs before production

These are the lessons we learned evaluating LLMs for real-world secret scanning. The post How to evaluate LLMs before production appeared first on T…

AI & MLLLMsSecret Scanning
GitHub Blog Aug 25, 2026, 21:35 UTC
EN

How GitHub used secret scanning to reach inbox zero

GitHub had 20,000+ secret scanning alerts across 15,000 repositories. Here's how we separated signal from noise, built remediation workflows, and re…

Application securitySecurityGHASpush protectionSecret Scanning
GitHub Blog Jul 2, 2026, 16:00 UTC
EN

Making secret scanning more trustworthy: Reducing false positives at scale

Alerts are more trustworthy and actionable when noise is reduced. See how we improved the verification step with context-aware LLM reasoning. The po…

AI & MLLLMsSecuritySecret Scanning
GitHub Blog Jun 11, 2026, 16:00 UTC

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