Summary & Key Takeaways ​

• GitHub shares their experience evaluating LLMs for production.
• The focus is on real-world secret scanning applications.
• The article details lessons learned during the evaluation process.
• It offers practical guidance for deploying LLMs reliably.

Our Commentary ​

This is exactly the kind of practical, battle-tested advice we need. Moving LLMs from research to production is still a wild west, and hearing how GitHub tackles it, especially for something as sensitive as secret scanning, is invaluable. We're all trying to figure out the best practices here.