The Universal Memory Layer for AI
Recurse turns raw input into structured, agent-ready context.
AI applications need context that makes sense. Recurse is the memory backend for building systems that are supposed to understand instead of blindly retrieving similar chunks. Ingest unstructured content from anywhere and transform it into a living, structured knowledge graph that AI (and you) can act on, reason through, and build on top of.
Recurse gives you context that's structured, composable, and recursive
Traditional data systems force you to choose between structure and flexibility. Recurse gives you both – turning unstructured inputs into composable knowledge graphs that evolve with every user interaction.
Structured
Recurse parses knowledge into semantic frames – meaningful structures with defined roles and relationships. Each piece of information becomes a typed, queryable entity that preserves context and meaning.
Composable
Frames nest within other frames, creating hierarchies of knowledge that mirror how concepts naturally relate. Extract insights from one document and seamlessly integrate them into new contexts, building layered understanding with full traceability.
Recursive
Every query becomes part of the graph itself, capturing interaction patterns and usage contexts. The system learns from questions and searches, building richer context through use. Knowledge grows not just from new inputs, but from how ideas are explored and connected.
What You Can Build
From AI assistants to knowledge workspaces, build applications that understand context and adapt to how people actually think and work.
| AI Assistants | that retain context across time and sources |
| Knowledge Workspaces | that adapt to your thought process |
| Collaborative Agents | that plan, remember, and reason like real collaborators |
| Live Dashboards | that update from live semantic inputs, not stale metrics |
For Developers
Build smarter apps without reinventing infrastructure. Recurse provides a plug-and-play backend for parsing, embedding, and graphifying your inputs—with full traceability and LLM-readiness.
For Researchers
Turn scattered research material into a recursive graph of insights. Recurse extracts claims, actors, and citations from your corpus, allowing you to search by meaning—a living thinking partner, not a static archive.
For Teams
Automatically classify and route incoming information: feedback, decisions, blockers, ideas. Recurse turns chaos into clarity by structuring communication threads and surfacing relationships across teams.
Context isn't optional anymore
Whether you're designing agents, research platforms, or adaptive interfaces — Recurse gives you the structure and semantic depth traditional tools lack. It's the memory substrate for AI-native infrastructure.