What is context engineering for AI agents?

Shaping minimal, high-signal info — offload, retrieve, isolate, reduce — so LLMs don't choke.

How do you fix context rot in LLMs?

Compact: Summarize and restart windows, preserving constraints like failures and objectives.

Harness fails to persist state; context pollution or rot dilutes attention.

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AI agents choke on bad context. Shape it right, or watch them rot.

theAIcatchup Apr 07, 2026 3 min read

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Originally reported by Towards Data Science