#Agent Operations

Seven AI admin consoles from OpenAI, GitHub, Anthropic, Microsoft, Google and Cursor as a metric census: what each counts, what none measure, 12 words to check.

Proof-of-Control, a 127-requirement draft standard open for comment, grades agent evidence by who you must trust. The tiers, the six domains, what to do now.

A census of 20 AI agents by the identity each acts under: 11 get their own account or token, 9 reuse your login. What it means for revocation and blast radius.

IBM Research ran an agent five times per task: 77.4% of runs passed but only 53.0% of tasks passed every time. What the gap is and how to measure yours.

Researchers took over OpenAI staff ChatGPT accounts via a forum image bug and an SSO flaw, then reached internal repos via Codex. A checklist for connector use.

A September 2026 paper names four ways an agent workflow breaks a policy while every step passes its own check. The types, worked examples and the fix for each.

Anthropic proposes three oversight metrics for AI agents and reports its own: 30,000 agents, 100% monitored, 1 in 47,000 blocked. How to measure yours.

GitHub will block the pull_request_target trigger in public repos from November 2, 2026. Who is affected, why AI review bots are exposed, and what to do.

OpenAI's new disclosure framework shipped with six dated reports of models hiding mistakes, using a found API key and uploading files. Four checks to run.

Once agents ship someone owns prompts, spend, integrations and incidents. The job has at least six competing titles and a $75K to $247K+ published comp band.