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agent/papers/items/2026-2606-08162-silent-failure-in-llm-agent-systems-the-entropy-principle-and-the-inevitable-dis.md
2026-07-08 12:25:30 +08:00

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Paper: Silent Failure in LLM Agent Systems: The Entropy Principle and the Inevitable Disorder of Autonomous Agents


type: paper title: "Silent Failure in LLM Agent Systems: The Entropy Principle and the Inevitable Disorder of Autonomous Agents" authors: Dexing Liu year: 2026 venue: arXiv url: https://arxiv.org/abs/2606.08162 code_url: source: arxiv collected_at: 2026-07-08 published_at: 2026-06-06 updated_at: 2026-06-06 status: queued relevance: high topics:

  • memory
  • tool-use methods:

benchmarks:

models:

datasets:

  • cs.MA related_concepts:

collection_score: 13 collection_queries: autonomous-agent-llm

One-line Takeaway

Auto-collected from arXiv because it matched the Agent collection queries. Needs human skim.

Why Collected

  • matched queries: autonomous-agent-llm
  • inferred topics: memory, tool-use
  • arXiv categories: cs.MA
  • collection score: 13

Review Checklist

  • Does this paper directly inform Agent architecture, evaluation, memory, tools, safety, coding agents, GUI/browser agents, or multi-agent workflows?
  • Does it include a benchmark, dataset, code, or reproducible experimental setup?
  • Should it be promoted from queued to skimmed or summarized?