Engineering
Memory vs. RAG: where each one belongs
Retrieval gives models information. Memory gives them continuity. Here’s how to use both without mixing their jobs.
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Engineering notes, product thinking, and practical guides for building useful long-term context into intelligent products.
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Consent, correction, provenance, and forgetting in long-running AI systems.
FEATURED · ENGINEERING
A practical framework for durable context, consent, correction, and forgetting.
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Retrieval gives models information. Memory gives them continuity. Here’s how to use both without mixing their jobs.
Product
The best intelligent products will share a context layer that outlives any single prompt, model, or interface.
Guides
From a blank project to persistent user context with the MatiAI SDK.
Research
Why deletion, decay, and contradiction handling matter as much as recall.
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An open, portable memory layer for a world with more than one AI.
Engineering
Confidence, provenance, time, relationships, and the difference between storage and understanding.
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