Article

Diagnosing and Mitigating Context Rot in Long-horizon Search

arXiv researchers · arxiv.org

The research evidence that performance degrades with input length.

Open on arxiv.org ↗

The question it answers

  1. How do I give my agent the right context and memory so it stops forgetting?

Read with it

  1. The canonical guide: curation beats clever prompting for agents. anthropic.com Guide Effective context engineering for AI agents Anthropic
  2. Battle scars from a real production agent, including the KV-cache economics. manus.im Article Context Engineering for AI Agents: Lessons from Building Manus Yichao 'Peak' Ji (Manus)
  3. The write, select, compress, isolate framework every team now uses. langchain.com Article Context Engineering for Agents LangChain
  4. The post that coined the framing, with the LLM-as-CPU analogy. rlancemartin.github.io Article Context Engineering for Agents (original essay) Lance Martin
  5. An expert's teardown of how Manus applies the theory in production. rlancemartin.github.io Article Context Engineering in Manus Lance Martin
  6. The full conversation, including memory across sessions. latent.space Podcast Context Engineering for Agents | Lance Martin, LangChain Latent Space (Lance Martin)
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