DOCUMENTATION
Technical writing, essays, and architecture documentation.
All · Introductions · Essays
THESIS
LLMs are the wrong substrate for memory. Retrieval, learning, forgetting, and environment traversal all belong to deterministic computation — not a self-reflection prompt. A walkthrough of Ori Mnemos with the actual math.
INTRODUCING
Agents should not reason through bash. CORE transforms the codebase into a knowledge graph and exposes it as a Python REPL the agent can natively traverse. Recursion applied to inference.
INTRODUCING
Applying recursive architecture to persistent AI memory. Based on MIT CSAIL's Recursive Language Models. Retrieval quality compounds, matching cloud-dependent systems with zero infrastructure.
ESSAY
The missing layer for the next evolution of AI. Why hosting your agent's memory on someone else's cloud is not ownership — and why it matters.
ESSAY
AI memory is being solved as a storage problem when it should be solved as a cognition problem. Markdown files as neurons, graphs over queues, and why forgetting matters.