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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 of…

llmagentstokenoptimizationpaperpocaicost
Dev.to Jun 5, 2026, 04:16 UTC
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# 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 els…

agenticaillmagentsreactmultiagent
Dev.to May 31, 2026, 12:30 UTC
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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 cor…

benchmarkresearchreproducibilityllmagentspaperpoc
Dev.to May 22, 2026, 12:16 UTC
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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 f…

contextmanagementrecursivelanguagemodelsairesearchllmagents
Dev.to May 20, 2026, 12:27 UTC

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