Backtracking
Pre-reasoning models - Intuition that a higher order task needs to be broken down by a Planner
Agent should be able to snapshot progress and restart from last good snapshot versus starting from scratch
Simple API
Python API Golang CLI MCP Server openapi compatible -> generate clients in any language
Configurable With Docker tooling
Dockerfile to configure what runs inside the Sandbox
AI text/layout recreation from video frame; verify against source image.