James Coombs

Tag: #testing

I Trusted My Own Safety Documentation. Then I Read the Test Suite.

I Trusted My Own Safety Documentation. Then I Read the Test Suite.

My safety doc said a control was enforced at the tool layer. It was enforced by nothing, and a passing test in the same repository had contradicted the doc for 21 days. The documented-but-unenforced control as a defect class.

aisecuritytestingprogramming
The Hard Problem Isn't Automation. It's Classification.

The Hard Problem Isn't Automation. It's Classification.

Automating a bug pipeline is the easy part. Deciding which tier each bug belongs to is the bottleneck, and it is where the real engineering lives.

aiprogrammingtestingautomation
© 2026 James Coombs
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