New paper frames context acquisition as active inference for agents

A new paper argues that agent failures like hallucinations, cost inefficiency, and unreliable tool calls stem from wrong LLM assumptions, and proposes active inference to make context acquisition explicit, fetching only information that would change decisions.

2026-08-23 ~ 2026-08-24 · 2 related posts

• New paper frames agent context acquisition as active inference over latent task state — omarsar0 · 2026-08-23
• Optimizing Agents with Active Inference: Fetch Only Context That Changes Decisions — rohanpaul_ai · 2026-08-24