AnyFrame removes the overhead of spinning up isolated sandboxes every time you run an AI agent. You define an agent configuration once, then launch sessions in seconds without reinventing the scaffolding each time. Both a web UI and a Python SDK talk to the same backend channel, so you can prototype interactively and automate programmatically without switching contexts. It's built to work alongside agents like Claude Code and Codex, and can slot into existing harnesses rather than replacing them. Useful for developers who run agents repeatedly across different tasks and want consistent, reproducible environments without the manual setup tax.