Lloyal moves application control from the edges of a model call into the inference trajectory itself. These guides progress from a working application, through the execution model beneath it, to adaptive policy and direct inference patterns.

Use harness.dev to create an application, begin a Session, inspect its procedure, change its topology, and continue from accepted state.
Learn how owned lifetimes, live inference state, Agents, Tools, orchestration, finality, and continuity fit together.
Learn how policy, context pressure, retries, recovery, wind-down, and completion govern a running AgentPool.
Program the inference trajectory directly with verifier-before-commit generation, diverse tree search, expert-state synthesis, verified continuation, and replay.
Understand how one harness contract spans application surfaces, local and shared-residency execution, process boundaries, transports, hardware, and operators—using the familiar Rails architecture as the bridge.