Skip to content
Home
Writing
About
GitHub
LinkedIn
All topics
#
Context engineering
Turning scattered enterprise data into a queryable source of truth.
1 post
Jul 26, 2026
· 5 min read
The tests never reached the bug: evaluating a legacy migration done by AI
A pipeline scored a perfect parity match and failed the artifact anyway. Here is why, and why a confidence score should be arithmetic a person can re-run.