How it works
Every conversation becomes structured knowledge
d33pmemory's proprietary extraction pipeline transforms raw dialogue into a multi-layered knowledge architecture. Our confidence-scored model distinguishes between verified facts and probabilistic inferences — creating an ever-evolving cognitive profile that gets smarter with every interaction.
Extraction pipeline
Raw dialogue passes through our extraction engine that distills conversations into structured knowledge — facts, relationships, events, preferences, and behavioral patterns.
Entity resolution
Disambiguate identities and concepts across fragmented conversations using multi-vector similarity.
Knowledge extraction
Identify facts, relationships, events, preferences, and patterns. Each tagged as stated or inferred.
Confidence scoring
Every memory gets a certainty score (0.0–1.0) with full provenance — which interaction, when, what was said.
Context compilation
When an agent needs context, assemble the exact memories that matter — packed into a token budget.
{
"type": "fact",
"content": "User follows a gluten-free diet",
"source": "stated",
"confidence": 0.95,
"category": "health/dietary",
"tags": ["gluten-free", "dietary"],
"scope": "shared",
"contributed_by": "slack-bot"
}Core capabilities
Multi-layer cognitive model
Episodic, semantic, and procedural memory layers — mirroring how humans actually organize knowledge.
Confidence tracking
Every memory has a certainty score (0.0–1.0) that evolves as evidence accumulates. Stated vs inferred is always clear.
Automatic consolidation
Corroborated memories strengthen. Stale ones decay. Contradictions resolve through our consolidation engine.
Semantic recall
Search by meaning, not keywords. Describe what you need and get the most relevant memories ranked by similarity.
Context compilation
Don't dump old messages. Compile the exact memories that matter — 142 tokens replacing 15,000.
Evidence chains
Every fact has a provenance trail — which interaction, when, and whether it was stated or inferred.
Five types of knowledge
Our extraction engine categorizes every piece of knowledge, each with confidence and provenance.
Beyond vector search
Standard RAG
d33pmemory
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