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Semantic Level of Detail for Knowledge Graphs: Discovering Abstraction Boundaries via Spectral Heat Diffusion
Paper • 2603.08965 • Published • 1 -
LongMemEval: Benchmarking Chat Assistants on Long-Term Interactive Memory
Paper • 2410.10813 • Published • 16 -
Zep: A Temporal Knowledge Graph Architecture for Agent Memory
Paper • 2501.13956 • Published • 16 -
AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM Agents
Paper • 2407.04363 • Published • 34
AI & ML interests
Mnemoverse — persistent memory API for AI agents. Memory that learns from outcomes (Hebbian associations + prediction-error feedback), grades recall by recency, and consolidates — one key across Claude, Cursor, VS Code & ChatGPT. Docs: mnemoverse.com/docs
Recent Activity
Mnemoverse
Persistent, cross-tool memory for AI agents.
Mnemoverse gives agents a shared memory layer they can use across Cursor, Claude Code, VS Code, and other MCP-compatible clients. It is designed for facts, decisions, preferences, lessons learned, and other context that should survive beyond a single chat or tool.
Start here
What we work on
- persistent memory for long-running agents
- retrieval shaped by importance, recency, and feedback
- semantic and relational memory structures
- temporal context, provenance, and conflicting memories
- evaluation and benchmarks for agent memory
- knowledge graphs and controllable levels of abstraction
Research
Agent Memory: Structure, Time, and Evaluation — a curated research map covering temporal change, structured representations, abstraction, consolidation, and evaluation.
We are building the public artifacts around this work progressively: reproducible examples, datasets, and interactive Spaces.
Status
Mnemoverse is under active development. If you are evaluating memory systems for an agent workflow, the documentation is the best place to begin.
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Semantic Level of Detail for Knowledge Graphs: Discovering Abstraction Boundaries via Spectral Heat Diffusion
Paper • 2603.08965 • Published • 1 -
LongMemEval: Benchmarking Chat Assistants on Long-Term Interactive Memory
Paper • 2410.10813 • Published • 16 -
Zep: A Temporal Knowledge Graph Architecture for Agent Memory
Paper • 2501.13956 • Published • 16 -
AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM Agents
Paper • 2407.04363 • Published • 34