All work

Perdura

The mind that outlives its models.

A persistent knowledge graph where LLMs are ephemeral workers. Models board, contribute graph deltas, and leave, while the graph keeps a per-model track record of who to trust.

  • AI
  • Research
  • Python
  • 2026
A Perdura session: the knowledge graph growing as different models contribute

The idea

Multi-agent systems treat agents as permanent and memory as an afterthought. Perdura flips it: the memory is the persistent thing, and any model can be swapped mid-task with zero loss.

What I built

  • Attributed graph where every node records which model wrote it
  • Per-model reliability scorecards by domain
  • A router that uses cheap local models by default and calls frontier models on a schedule
  • Memoric binary: a 96-bit epistemic encoding for early contention detection
  • Live dashboard and mind-map visualisation of each session

Built with

  • Python
  • SQLite
  • Claude
  • Gemini
  • Qwen (LM Studio / Ollama)