The well-calibrated Bayesian [pdf]
Summary
The article argues for a lean, auditable LLM harness design inspired by Unix principles, emphasizing determinism, minimal context prompts, and modular tools. It introduces kernel-like concepts and a unified data layer (Ambiance) to keep AI agents efficient, transparent, and self-healing, with guidance on implementation and deployment.