# Noticer

- **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:** [Indrajeet Kumar](https://cerebralvalley.ai/u/Indrajeet)
- **GitHub:** https://github.com/indrajeet-kr/noticer
- **Demo video:** https://youtu.be/V0gE3V59a1k
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1610

Noticer helps new parents share the invisible "anticipate and monitor" work of household care, the cognitive labor Allison Daminger described in her 2019 ASR paper. Mom writes a short list in her own words, like "Keep water on the dining table when I'm sitting there" or "Take the baby when I'm eating one-handed." Built with the Meta Wearables Device Access Toolkit (DAT) iOS SDK and Muse Spark 1.3, Noticer watches the wearer's first-person view on Ray-Ban Meta glasses. A gate on the phone picks a few frames that show what changed and sends them with her list to Muse Spark, which reports whether a need is unmet, met, or handled by her.

Rather than nagging, Noticer gives the wearer a head start to notice on his own. If he misses it, one short spoken cue plays through the glasses ("Set water on the table"). If he catches it himself, no cue plays and it counts toward his mastery. If she handles it herself, Noticer records that and gives him no credit. As self-catches build, Noticer waits longer and cues less, aiming to retire itself. Frames are held in memory only for the model call and never saved, and her list and progress stay on the phone. A keyless replay mode lets judges run the full pipeline without glasses or an API key.

## More from Meta Global AI Developer Hackathon

- [aadhaa](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1607)
- [Anubhav](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1608)
- [FEN meta synthesis](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1609)
- [Fynex Copilot:](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1611)
- [Devcules](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1612)
- [Sahil Singh](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1613)

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Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1610. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt