Concepts
The project docs organize around four concepts that show up in every example: how the loop is structured, what information it trusts, how it verifies progress, and how it fails safely.
Loop Engineering
The outer control system that reconstructs context, executes bounded work, and decides whether another iteration is justified.
Context vs State vs Memory
Three different lifetimes, trust models, and roles inside a multi-iteration system.
Verification & Stopping
Deterministic evaluators, composite policies, and stop conditions that do not depend on model confidence.
Failure Modes
Retries for transient problems, explicit termination for deterministic failures, and graceful handling of corruption.