Memory as infrastructure
Memory should be versioned, measured, compressed, and queried through explicit retrieval contracts.
Memory Architectures
Memory layers for AI systems: semantic recall, episodic traces, compression, persistence, and retrieval evaluation.
memory architecture diagramSystem nodes and directional relationships for this architecture.
Evaluation
Recall quality needs stable test sets, not anecdotal prompts. The same applies to compression and summarization.
Memory Layer
Episodic memory, semantic retrieval, compression, persistence, and replayable context for stateful agents.
memory architecture diagramSystem nodes and directional relationships for this architecture.
Retrieval Infrastructure
Embedding pipelines, hybrid search, metadata filters, reranking, and frozen eval sets for RAG systems.
retrieval architecture diagramSystem nodes and directional relationships for this architecture.