AnyFrame lets engineering, ops, and support teams spin up agents that trigger from Slack messages, Linear tickets, or GitHub PR comments and then act — rolling back a deploy, writing tests against a diff, or navigating a billing portal without touching an API. The harness layer is swappable: Claude Code, Codex, Cursor, Gemini CLI, and others sit behind the same agent surface, so a model switch doesn't break your workflow. The SDK lets you embed that same runtime inside your own product in a few lines of code. The ceiling shows up when you need strict approval before an agent acts on production — the vendor describes autonomous execution, and teams that need a mandatory human sign-off step before every consequential action will need to build that gate themselves.