The full conversation, including memory across sessions.
Context Engineering for Agents | Lance Martin, LangChain
Latent Space (Lance Martin) Jul 2025
Open latent.space →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.
18 resources.
The full conversation, including memory across sessions.
Latent Space (Lance Martin) Jul 2025
Open latent.space →Same episode, playable on your commute.
Latent Space Jul 2025
Listen on Spotify open.spotify.com →Why context, not model size, unlocks agents that work for hours.
Sequoia Training Data (Harrison Chase) Jan 2026
Open sequoiacap.com →The canonical guide: curation beats clever prompting for agents.
Anthropic 2025
Open anthropic.com →Battle scars from a real production agent, including the KV-cache economics.
Yichao 'Peak' Ji (Manus) Jul 2025
Open manus.im →The write, select, compress, isolate framework every team now uses.
LangChain Jul 2025
Open langchain.com →The post that coined the framing, with the LLM-as-CPU analogy.
Lance Martin Jun 2025
Open rlancemartin.github.io →An expert's teardown of how Manus applies the theory in production.
Lance Martin Oct 2025
Open rlancemartin.github.io →Advanced patterns once the basics stop being enough.
Philipp Schmid (Google DeepMind) 2025
Open philschmid.de →The implementation reference when you actually build it.
LangChain 2025
Open docs.langchain.com →Explains why agents get dumber as conversations get longer, and what to do.
Inkeep 2025
Open inkeep.com →The research evidence that performance degrades with input length.
arXiv researchers 2026
Open arxiv.org →Reverse-engineers how Claude's own products manage context.
Bojie Li Dec 2025
Open 01.me →How a code-intelligence company feeds agents exactly the right slice of a codebase.
Sourcegraph 2026
Open sourcegraph.com →Connects context engineering to harness design in three principles.
Hugo Bowne-Anderson 2025
Open hugobowne.substack.com →Notes from the two leading teams comparing approaches live.
Duarte Caldas Cardoso 2025
Open medium.com →Where memory and context management are heading next.
36Kr (Harrison Chase interview) 2026
Open eu.36kr.com →A quick digest of the Manus lessons if you skip the original.
Context.Space 2025
Open dev.to →The same ground, over in Build the product, our Starting Up track.