# ReflectAI

- **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:** [Harish Pichumani](https://cerebralvalley.ai/u/Hari6677)
- **GitHub:** https://github.com/harish817/skillmirror
- **Demo video:** https://youtu.be/6-cAfmKjQIQ
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1058

Problem: Developer skill tracking relies on inaccurate self-reports, ignores cognitive skill forgetting, and is completely disconnected from real-time hiring trends.

Solution: SkillMirror is a closed-loop autonomous career studio that bridges live market intelligence, cognitive decay modeling, and empirical code execution:

Verified Code Challenges: Evaluates skills in an isolated sub-second sandbox, updating Bayesian conjugate posteriors 
Cognitive Forgetting: Automatically tracks knowledge decay via MAP-fitted exponential models.
Live Market Radar: Scrapes public job boards to detect trending technologies with Bayesian momentum.
Prerequisite DAG: Enforces dependency topology so learners master fundamentals before advanced topics.
Meta Muse Architecture: Routes coding tasks to muse-wonder-1.0 and reasoning roadmaps to muse-spark-1.3, backed by resilient multi-tier fallback.

## More from Meta Global AI Developer Hackathon

- [MOTIF](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1055)
- [Traceguard](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1056)
- [ShieldPocket](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1057)
- [Jae Hun Hwang](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1059)
- [MixShield](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1060)
- [ZeLabs Ltd](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1061)

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