Agents that watch, search, and act on video — and the framework decision underneath them. Nine lessons from the agent loop to LangGraph-vs-CrewAI-vs-AutoGen, three production agent patterns, AgentOps-grade evaluation, and the 2026 framework field from Manus to the Claude Agent SDK.