Projects · four systems
If the tool does not exist for the people in front of me, I make it.
Each of these started with a person: a footballer who kept running after the whistle, a signer whose language was Bengali, a recovery team on the phone all day, a school with a policy and no software. Code and documentation are linked.
Assistive AI and IoT · Grades 10 to 11
Whistle to wrist
A wristband that turns a referee's whistle into a vibration, so a hearing-impaired footballer gets the call at the same moment as everyone else.
1st
prize, Young India Innovates 2026
~90%
whistle detection accuracy
~0.5 s
latency from whistle to wrist
TensorFlow Hub YAMNetPython, NumPy, sounddeviceESP32, Arduino IDEVibration motor, USB or battery wristband
Deep learning, web app · Grades 10 to 11
Sign to Bengali
Real-time sign-language recognition from a webcam, translated into Bengali and English text.
2
output languages, Bengali and English
Live
webcam recognition in the browser
Robust
across lighting, hand orientation and background
MobileNetV2 + BiLSTMTensorFlow, OpenCVFlask
Applied AI for microfinance · Grade 11
Loan-recovery voicebot
An AI voice agent that calls borrowers in Hindi-English, verifies them, explains the loan and logs the outcome, built after watching a microfinance team do it by hand.
Hundreds
of concurrent calls possible on cloud deployment
100%
of outcomes logged for compliance
1
manager who said yes
FlaskTwilioWhisperAmazon Polly
EdTech for rural schools · Grade 11
Filibot
A school platform that turns India's National Education Policy into classroom practice: a thousand competency-mapped activities and two AI modules, in 110 schools.
110+
schools across Meghalaya, Ladakh and Karnataka
10,000+
students
1,000+
competency-aligned activities
2
AI modules
HTML, CSS, JavaScriptPython analyticsTested with Filix School