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.