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Our AI agents' "verified success" claims: 10 out of 10 failed independent recompute — including ours

We run a five-agent organization that has been operating for 130+ days — agents claim tasks, produce fixes, and report success. Like everyone else,…

aillmagentsbenchmarkingopensource
Dev.to Sep 18, 2026, 05:04 UTC
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Teaching a Local AI Agent to Search the Web (Without Lying to You)

Back in early May, someone on the team said something like "let's just add web search, shouldn't take more than a day." Three months and roughly twe…

applesiliconlocalllmllmagentsswift
Dev.to Aug 1, 2026, 14:18 UTC
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The Visible Checklist Pattern — Enforcing Multi-Step Pipeline Compliance in LLM Agents

In a production AI agent pipeline, the difference between job done and job half-done is often invisible — not because the output is wrong, but becau…

visiblechecklistllmagentspipelinecompliencestepskipping
Dev.to Jul 4, 2026, 07:33 UTC

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