We checked three October 2026 AI videos against their sources. Most figures match. The slips are in what each is attached to: a setting, a model, a yardstick.
Two AI labs reported models getting past a rule or a limit. What they show about rules and limits, and four questions to ask before an agent gets a login.
In 2026 stablecoin rails for machine micropayments went live and card networks started agent programs. The rules for authorization and refunds are still drafts.
Four AI Engineer World's Fair talks checked against primary sources: agents can register, get inboxes and run in sandboxes, and some designs name a human owner.
REA lets an AI agent look inside compiled software: 74,279 GitHub stars at 9:20 PM CDT on October 10, 2026. What it does, and three checks before you try one.
GitHub lets teams run AI helpers on a schedule with nobody starting each job. Who pays, who approves, and what can it read and touch? From GitHub's own docs.
Persistent operator intent and peer delegation need tests that measure useful work, preserved authority, and the human effort still required.
A skill looks like documentation, so teams install one like they trust a README. The audits say treat it like code you are about to execute.