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,…
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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…
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…
# Agentic AI: Architecture of Autonomous Systems
"A language model that answers questions is a tool. A language model that decides which questions to ask and then acts on the answers is something e…