How AI is applied across API Evangelist and APIs.io. Read my AI disclosure →
API Evangelist API Evangelist
Discovery
Learnings
Guidance
Toolbox
Alignment
API Evangelist LLC

What AI benchmarks are not telling you

calendar_today July 1, 2026 person domain microsoft

Sixth article in the Agent Experience series explains why public AI benchmarks like SWE-bench don’t reliably predict real-world model performance, since models optimize for benchmark-specific patterns rather than general capability. Recommends running your own evaluations against proprietary code and internal workflows instead of relying on leaderboard scores.

open_in_new Read original post