Writing
View allMy First Try at Building a Learned Model Orchestrator
A small narrative write-up of the first mempool experiment: training a tiny Qwen3 router to choose between larger worker models, publishing the first dataset/model artifacts, and writing down what still feels brittle.
Zero Cost AI and Slow Thinking Systems
Small language models running on consumer hardware as Zero Cost Intelligence, and how a system of them could handle non-realtime tasks.
A Small LLM and a Point-to-Click Model Beat a Big Multimodal Agent
I built a computer-use agent by splitting it in two: a small reasoning model that plans, and a vision-grounding model that turns 'click the blue Sign In button' into pixel coordinates. Cheaper, faster, and weirdly more reliable than a single big multimodal call.
Research
Flash Flood Susceptibility Mapping
Graph Neural Network approach for flash flood susceptibility mapping that respects watershed connectivity. Achieved AUC = 0.978 using GraphSAGE on 460 sub-watersheds with six-year SAR flood inventory. Features conformal prediction for statistically guaranteed 90% coverage intervals and identifies 1,457 km of high-risk highways.
WhisperGate
A lightweight trainable gate module (~12K parameters) that sits between Whisper's frozen encoder and decoder, learning to classify each encoder frame as speech or non-speech. Eliminates 100% of hallucinations on silence and noise inputs while preserving clean-speech word error rate.
Pulse-Driven Neural Architecture (PDNA)
Introduces structured oscillatory dynamics into continuous-time neural networks. A pulse module injects learnable sinusoidal perturbations that improve temporal gap robustness on sequential tasks, with self-attention for inter-dimensional coordination.
Experience
Autify
Senior Software Engineer
Working on AI-driven Quality Assurance tools. Developed multi-environment desktop app using Electron, TypeScript and React. Built integrations with Atlassian, Jira, and Figma. Implemented Computer/Mobile Use agents using Vision Language Models. Technical lead for Genesis, building product architecture and AI-native workflows.
Director & Co-Founder (Technology)
Managed product team for a special needs intervention platform. Implemented NextJS project with Apollo GraphQL, Express, and MongoDB. Created data analytics pipeline using Python, RabbitMQ, and PyTorch for game-based Autism screening (86% sensitivity). Developed GenAI-based curriculum creation and recommendation system.
Fellow
Fellow of the Japan-India Transformative Technology Network - 2023. Connects and empowers outstanding change-makers in India and Japan.
Freelance
Data, ML, Python
Implemented API servers in Django Rest Framework with ReactJS. Worked on Python, AI/ML related projects. Assisted in quick prototyping and feature validation.
Education
Guru Nanak Dev University
Bachelor's Degree in Computer Science and Engineering
Skills
Languages
Frameworks
Tools & Infra
AI & Concepts
Projects
Video Assessment for Behavioral Conditions
AI-driven system to analyze video data for behavioral traits using the Iceberg Model and Google Gemini multimodal models.