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AIHardwareIoTEmbedded Systemscompleted5-Person Team · Core Builder & System Integrator — Voice biometric AI pipeline, Raspberry Pi server, Arduino serial protocol.

Kavach

AI-powered voice authentication and physical smart access system.

01 · The Problem & Hypothesis

Why this needed to be built

People frequently forget physical keys, while traditional contact biometrics require physical touch and specialized optical sensors. We asked: What if human voice could securely become the key?

The Core Idea

Turn human voice into a biometric key by integrating real-time deep learning speaker verification with a Raspberry Pi server, Arduino microcontroller, and electromechanical motor actuators.

02 · Technical Implementation

How the system was architected

Built as a 5-person engineering team at NIT Jalandhar. Kavach was my first production-grade project integrating hardware, software, voice biometrics, and databases. During testing, we uncovered a critical vulnerability: if an unauthorized person spoke the exact trigger keyword, the system could unlock. We diagnosed the acoustic flaw and re-engineered a two-tier pipeline cross-referencing biometric voiceprint spectrograms with phrase matching before sending serial signals to the Arduino.

Resemblyzer
Vosk
WebRTC VAD
Python
Flask REST API
React
MongoDB
JWT Auth
Raspberry Pi 4
Arduino Uno
L298N Motor Driver

03 · Key Takeaways Earned

Takeaway 01
Building something real is fundamentally different from writing code that runs in a notebook.
Takeaway 02
Hardware and acoustic edge cases require defensive engineering and isolated power topologies.
Takeaway 03
End-to-end building means taking total ownership from the audio capture to the mechanical actuator.