Audit state, authority, recovery, observability, and cost before migrating production agents to OpenAI's managed Codex harness.
The DseWiki incident shows why read-only web access must be defined by side effects, not HTTP method names. Here is what the public evidence proves.
Persistent AI agents need separate contracts for wake timing and action authority. This checklist makes long-running agents safer.
A code and policy audit of PhoneBuddySDK shows why mobile AI agents need an in-process runtime, plus the evidence still required to ship.
Muse Glimmer fits a 30B agent model into 24 GB. The real deployment contract spans memory, latency, tools, state, permissions, and recovery.
The Hugging Face incident shows how persistence compounds small weaknesses. Long-horizon AI safety needs trajectory-level control.
MCP Elicitation turns missing input into recoverable control flow. Learn form vs URL mode, state handling, security boundaries, and retries.
On March 27, 2026, Anthropic leaked approximately 3,000 unpublished assets due to a CMS configuration error. Among them was a draft describing the nex