Learning
Knowledge Base
Learning resources, explainers, and deep dives
Schemas & Embeddings — From First Principles
What is a schema? What is an embedding? Why 1024 dimensions? How similarity search works. GPU vs CPU. The unified picture.
schema embedding vector BGE-M3 LanceDB SPEC-001 SPEC-002
How Synthesis Works — The Full Chain
From 22 raw principles to publishable knowledge. The dialectical process: tension finding, seed selection, trunk building, branches, leaves, and how seeds produce new seeds.
synthesis dialectics evergreen knowledge bank
How Meridian Project Management Works
AI-native project management. YAML backend for machines, HTML frontend for humans. Object model, weekly cadence, meeting capture, the full system.
PM YAML objects tasks deploy
Numen Brain Architecture
The cognitive architecture of the personal AI system. How the agent thinks, reasons, and evolves. SPINE, RAM, beliefs, agent loop, trust hierarchy.
numen agent SPINE RAM beliefs architecture SPEC-007 SPEC-008
Self-Evolution Architecture
How the system evolves itself. Mutation flow, confidence evolution, boundary refinement, structural reorganisation, gap detection.
self-evolution mutation synthesis compounding SPEC-031 SPEC-032 SPEC-033 SPEC-034