Bringing the GitBrain machine subconscious into spatial perception. Vector embeddings stored on refs/notes/agent are projected across the 4 canonical Nomos architectural planes, linking architectural rationale, task lineage, and Conscious Contracts into an interactive 3D WebGL galaxy cluster with real-time cosine similarity search.
While human-readable handbooks live in the Conscious Contract (The Living Vault), autonomous AI agents require high-density, non-verbal memory. GitBrain stores architectural decisions, failure modes, and AST embeddings directly within Git Notes (refs/notes/agent), decoupled from dirty tree state and persistent across ephemeral branch lifecycles.
Every memory node u is embedded as a normalized vector u ∈ ℝd. When an autonomous agent queries subconscious memory, the cosine similarity S(u, v) = (u · v) / (|u| |v|) ranks relevant context. Mutual similarity filaments connect memories exceeding threshold τ, illuminating semantic pathways across disparate engineering cycles.
Nomos enforces strict plane separation: Substrate Core (deterministic Go engines & AST locks), Intent Plane (specifications & conscious contracts), Membrane Perception (SvelteKit flight decks & visual telemetry), and Infra Ground (NixOS sandboxes & daemons). Tasks never bridge conflicting planes, preserving topological purity.