The thin orchestrator pattern keeps AI agent routing deterministic while specialists reason. Use this contract for state, retries, and recovery.
Audit state, authority, recovery, observability, and cost before migrating production agents to OpenAI's managed Codex harness.
A capability matrix for agent security hooks that separates visibility, evidence quality, activation, failure behavior, and enforcement.
J-space handles concepts inside one inference. Reliable agents still need context, checkpoints, long-term memory, and external traces.