wenzel orlandhumans don't think in isolated conversations. we think in episodes, narratives, and strategies. something happens. we file it away. over time, patterns emerge. those patterns become principles. those principles guide future decisions.
AI systems don't work like this. most are stateless. you close the tab, and the context is gone. even systems with 'memory' usually just stuff previous messages into a context window. a long clipboard holds text; it doesn't hold understanding.
we built toward something different. three layers, each designed to mirror how humans actually process and retain knowledge.
the first layer is episodic. every interaction, every document, every decision gets stored as an event. timestamped, attributed to an actor, and yours. this is the raw material. what happened, when, and who was involved. this layer is live today.
the second layer is narrative. an async worker processes episodes and clusters them into themes. it finds patterns, generates summaries, tracks how understanding evolves over time. this is where raw events become meaning. six beat types classify the arc: identity, vision, resistance, action, outcome, transformation. this layer is maturing.
the third layer is strategic. it maps learned workflows, preferences, and decision trees, so that when the agent faces a new situation it can reach for a procedure, not just similar episodes. what steps to take, in what order, with what constraints. this layer is also maturing.
the retrieval pipeline queries the layers together. keyword matching, semantic search, and graph traversal, with reranking on top. the agent gets context that's deeper, more relevant, and more actionable than a flat history.
this is the difference between an AI that can answer questions and an AI that can carry your expertise. the first is a tool. the second works alongside you.
the aim is that what you feed in stays captured and yours. the deeper layers are maturing, and as they do the goal is expertise that holds across sessions rather than resetting each time.