Blog

Architecture deep-dives. Defensive publications.

Research notes on the substrate behind MarvisX — 16-edge KG, Brain reflection, Constitution hooks, audit-grade memory.

Coming soon · 2026-XX-XX

Why 16 edges? Designing a deterministic impact graph that scales across projects

Trade-offs in the KG edge schema. Why calls / imports / defines alone are not enough. How produces / contains / describes bridge code to artefacts.

Draft
Coming soon · 2026-XX-XX

EU AI Act Art. 12 self-host pattern: when SaaS multi-tenant provenance doesn't pass audit

Article 12 of the EU AI Act mandates traceable provenance. Self-host substrates pass cleanly; managed multi-tenant requires retrofit. Pattern and references.

Draft
Coming soon · 2026-XX-XX

Constitution hooks: bash-enforced safety that no agent can bypass

Five immutable rules — Task First, No Hotfix Prod, No Merge on Main, Worktree for Code, No Bypass Orchestrator. How bash hooks enforce them deterministically across human and agent actors.

Draft
Coming soon · 2026-XX-XX

Brain 5-layer reflection cycle: from L1 Substrate to L5 Learn findings

How the cognitive loop transforms raw activity into ratified learnings. Substrate, Digest+Journal, Drift checker, Memory ops, Learn findings — schemas and lifecycle.

Draft