Video-to-Action: Learning from Visual Procedures

Traditional agent workflows rely heavily on text. This creates a problem when knowledge is mainly visual. Many procedures are learned by watching someone interact with software, move objects, select controls, or perform a sequence of actions.

Video-to-action is a pipeline that converts visual instruction into a structured procedure the agent can execute.

The pipeline combines an orchestrator with Gemini's video-understanding capability.

The sequence is:

1. The user provides a video or a YouTube tutorial link.
2. The orchestrator receives the request but cannot natively interpret the complete video workflow.
3. The orchestrator calls Gemini through an API.
4. Gemini analyzes the video by sampling frames across time.
5. Gemini extracts a highly detailed sequence of actions.
6. The actions are written into a structured file.
7. The orchestrator reads that file.
8. The orchestrator uses software or browser tools to reproduce the procedure.
9. The agent tests and adjusts the result until the workflow is functional.

The video is reduced from a continuous visual stream into an executable set of instructions. Some steps can be exact, such as selecting a control or entering a value. Other steps remain more general so the agent can use judgment.

The structured file is important because the detailed procedure may be too large to hold reliably in an ordinary message. The agent can reference the file repeatedly while it works.