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Agent memory

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A memory stream, a four-level hierarchy, a knowledge graph, and a reflection loop connect to the same eight-module context-engine backbone.

Everyone Is Building the Same Context Engine

Most agent products quietly rebuild the same backend: collect evidence, maintain state, retrieve what matters, assemble context, and learn from outcomes. We open-sourced that layer as Memseek.

Context engineeringAgent architectureOpen source Read →
A timeline of three decisions, two marked superseded, with only the third served to the model.

Your agent doesn't need more context. It needs the current context.

Similarity retrieval has no opinion about what's still true. That's not a ranking problem you can tune away — it's a missing edge in your data.

Agent memoryRetrieval Read →