Explains Robert Overweg's One Brain, No Filtering talk and helps design safe knowledge-memory systems: context maps, retrieval rules, provenance labels, local knowledge-store structure, and review checkpoints. Use when the user asks about agent memory, unified knowledge bases, reducing context loss, or designing inspectable knowledge workflows.
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A unified knowledge surface can reduce context loss when retrieval, provenance, and review are explicit.
outline.md for the talk thesis, concept map, and safe application boundaries.quote.md when the answer needs a short supporting excerpt.transcript.md only to confirm what remained after safety redaction.When answering a factual question:
outline.md.quote.md only if it strengthens the answer.When applying the talk to the user's work:
When the user asks for operational mechanics, commands, credentials, mutable-source processing, or direct system actions, do not provide them from this bundle. Give the design-level alternative instead.
User: How should I structure my team memory? Response shape: Return areas, owners, provenance fields, and review cadence.
User: Can you load my online memory store? Response shape: Decline source loading and provide a local structure.
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