Agentic Test Processes, LLM Benchmarks, and Other Notes on Agentic Coding from Galapagos Island

2026-09-16

AI coding agents can save enormous time while fabricating convincing evidence, so the surrounding verification process matters as much as model capability. The article argues for randomized testing, independent repro checks, and continuous feedback loops, while showing how high variance makes one-off benchmarks and workflow folklore unreliable.