Effective context engineering for AI agents
The canonical guide: curation beats clever prompting for agents.
Open anthropic.com →Agents fail less because the model is dumb and more because its context window is stuffed with the wrong things: performance measurably degrades as context grows (context rot). Context engineering is the fix: write important facts to external notes, select only what the current step needs, compress long histories into summaries, and isolate big sub-tasks into fresh contexts. Manus's production lesson adds a money angle: structure context so it caches well, because cache hits are 10x cheaper than fresh tokens.
A quick orientation. The real value is below: resources worth your time, from people who've actually done it.
The canonical guide: curation beats clever prompting for agents.
Open anthropic.com →Battle scars from a real production agent, including the KV-cache economics.
Open manus.im →The write, select, compress, isolate framework every team now uses.
Open langchain.com →The post that coined the framing, with the LLM-as-CPU analogy.
Open rlancemartin.github.io →An expert's teardown of how Manus applies the theory in production.
Open rlancemartin.github.io →The full conversation, including memory across sessions.
Open latent.space →Same episode, playable on your commute.
Listen on Spotify open.spotify.com →Advanced patterns once the basics stop being enough.
Open philschmid.de →Why context, not model size, unlocks agents that work for hours.
Open sequoiacap.com →The implementation reference when you actually build it.
Open docs.langchain.com →Explains why agents get dumber as conversations get longer, and what to do.
Open inkeep.com →The research evidence that performance degrades with input length.
Open arxiv.org →Reverse-engineers how Claude's own products manage context.
Open 01.me →How a code-intelligence company feeds agents exactly the right slice of a codebase.
Open sourcegraph.com →Connects context engineering to harness design in three principles.
Open hugobowne.substack.com →Notes from the two leading teams comparing approaches live.
Open medium.com →Where memory and context management are heading next.
Open eu.36kr.com →A quick digest of the Manus lessons if you skip the original.
Open dev.to →