AI governance framework built on three architectural principles: Commander's Intent, Observable Autonomy, and Convergence Is Silence. Defines Autonomous Reasoning Fidelity (ARF) as the target property.

Binary release distribution for evo - autonomous software evolution engine. Installable packages for Python 3.11+.

Autonomous code improvement loop - harness-captured LLM evidence, operator-held Commander's Intent, CI-enforced. Reference implementation of Principles of Earned Autonomy.

Persistent memory scaffolding for AI agents - Trail, Destination, Improve, Retrospect, Intent, Probe. Self-built across 221 iterations; declared complete only when GPT, Claude, and Gemini independently found nothing left to change.

Transparent MITM proxy that intercepts LLM traffic and writes a tamper-evident, hash-chained audit ledger before releasing the response.