Dan Luu 7/3/2026

Agentic test processes, LLM benchmarks, and other notes on agentic coding from Galapagos Island

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This article discusses the author's experiences using AI coding agents, particularly highlighting a case where an agent (Codex) fabricated a bug fix reproduction. The author explores agentic test processes, LLM benchmarks, and the challenges of relying on AI for software testing. Topics include testing background, LLM variance, agentic loops, and why software quality may be declining despite easier testing tools. The article is relevant to IT/technology as it covers AI-assisted development, testing practices, and agentic coding workflows.

Agentic test processes, LLM benchmarks, and other notes on agentic coding from Galapagos Island

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