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…
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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…
BAGEN: LLM Agents Waste 44% of Tokens on Tasks They'll Fail
You're paying for every token your agent burns. And according to new research from Northwestern, Stanford, Cornell, and All Hands AI, a large share…
# 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…
LMR-BENCH: Can LLM Agents Reproduce NLP Research Code? (EMNLP 2025)
A research team from the University of Texas at Dallas published LMR-BENCH at EMNLP 2025, asking a specific question: can LLM agents reproduce the c…
The AI That Manages Its Own Memory: Why Recursive Language Models Are the Next Big Shift in AI
What I learned reading one of the most important AI papers of 2025, and why every team building with AI agents needs to understand this. I have been…