# Echo_1

- **Event:** [Meta Global AI Developer Hackathon](https://cerebralvalley.ai/e/meta-ai-developer-hackathon)
- **When:** Oct 26, 12:00 PM – Nov 4, 9:00 PM (EST)
- **Where:** Online
- **Team:** [umair raizan](https://cerebralvalley.ai/u/umair21)
- **GitHub:** https://github.com/umairai21/Echo---Meta-Global-AI-Developer-Hackathon.git
- **Demo video:** https://drive.google.com/file/d/1O_2JMNBh1tpihsxT121PHBViSQaBCfzk/view?usp=sharing
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3572

Echo watches how you work in your browser, finds repetitive copy-paste tasks, and automates them for you.

Automating small tasks rarely pays off: someone has to notice the task, write a script, and repair it whenever the website changes. Echo removes all three steps. A browser extension records what you do, using field labels and sheet cell references rather than the values themselves. Local pattern detection finds the repeated task, even in messy real-world work. Muse Spark explains the task in plain English, judges whether it's safe to automate, and writes a recipe for you to approve.

Echo then runs the task in a visible browser. If the website changes mid-run, Muse Spark reads the new page from a screenshot, matches each field by meaning, and repairs the recipe, so the work continues. In our demo, the CRM is redesigned mid-run and Echo heals all 5 changed steps, finishing with every lead matching the source sheet.

## More from Meta Global AI Developer Hackathon

- [Seeyable](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3569)
- [orbeenga apine](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3570)
- [Keeper](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3571)
- [Daniel Wagner](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3573)
- [Carpathron](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3574)
- [Dinevia](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3575)

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