# The Misfits

- **Event:** [Gemini 3 Bengaluru Hackathon](https://cerebralvalley.ai/e/gemini-3-bengaluru-hackathon)
- **When:** Sat, Feb 14 at 9:00 AM – 10:00 PM (GMT+2)
- **Where:** WeWork Roshni Tech Hub – Coworking & Office Space in Marathahalli, Bengaluru, India
- **Team:** [Divyansh Kulshreshtha](https://cerebralvalley.ai/u/divyanshkul), [Harshal Agarwal](https://cerebralvalley.ai/u/harshalagarwal)
- **GitHub:** https://github.com/agarwalharshal/Swar
- **Demo video:** https://youtu.be/ubvbtAJ1SYY
- **Gallery:** https://cerebralvalley.ai/e/gemini-3-bengaluru-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/gemini-3-bengaluru-hackathon/hackathon/gallery/31

Swar is an AI-powered confidence coach for spoken language.
It helps the user who knows a non-native language but gets frozen when it comes to speak it in real life scenarios. 

If we take an example of a user whose native language is Hindi and want to be confident in speaking English.
we simulate real-life scenarios - phone calls, doctor visits, shopping, office meetings. our feedback is warm and culturally aware. Instead of cold corrections, you hear: "Arre, thoda sa gadbad! Koi nahi..." We build psychological safety before linguistic accuracy, because confidence comes first. we use a Language Bridge Learning System. Every English concept is explained through Hindi equivalents and cultural context. "Postpone matlab 'टालना' - jaise aap kehte ho 'meeting kal ke liye टाल dete hain.'" We validate why English feels hard, because understanding the why removes the shame.

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Markdown version of https://cerebralvalley.ai/e/gemini-3-bengaluru-hackathon/hackathon/gallery/31. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt