# Watch & Learn

- **Event:** [Google Gemini Hackathon](https://cerebralvalley.ai/e/2025-ted-ai-hackathon)
- **When:** Oct 18 at 9:00 AM – Oct 19 at 5:00 PM (PDT)
- **Where:** Shack15, San Francisco, CA
- **Team:** [Oscar Hong](https://cerebralvalley.ai/u/sfoscar), [Mark Nowotarski](https://cerebralvalley.ai/u/markmdev), [Javokhir Shomuratov](https://cerebralvalley.ai/u/javokhir)
- **GitHub:** https://github.com/ohong/show-ai
- **Demo video:** https://www.loom.com/share/cdd4ab5a213248118ee90e6ed9b93c6e?sid=fea176af-82c6-487c-82eb-a2e3eaecb4ad
- **Gallery:** https://cerebralvalley.ai/e/2025-ted-ai-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/2025-ted-ai-hackathon/hackathon/gallery/21

Watch & Learn transforms screen recordings into executable "skills" for AI agents. Instead of writing tedious documentation, simply record yourself performing a task with narration. W&L automatically extracts step-by-step instructions, automation scripts, templates, and reference assets—converting tacit knowledge into structured formats AI agents can follow. Deploy skills as downloadable ZIP files, MCP servers, or run via Gemini computer-use models in-app.

The core insight: "showing" captures nuance that written instructions miss, making on-the-job agentic training faster and more reliable.

---

Markdown version of https://cerebralvalley.ai/e/2025-ted-ai-hackathon/hackathon/gallery/21. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt