shubh User

I built Fridgey, a live photo-to-meal PWA using Gemini, Supabase, and Netlify Functions. I owned its product flow, authentication, data, quotas, subscription entitlements, and deployment. On Fridgey, I guarded against malformed model output, retries, duplicate scans, and invalid regeneration, and fixed a reproduced stale-cache signup failure. Its current release passes 73 backend checks and three browser suites. For heartcoded.store, I implemented server-verified Razorpay pricing, Cloudinary uploads, and automated fulfilment in a personalised consumer-product flow built in Next.js 16. I also ran an adversarial multi-agent review that logged 42 findings, with 33 fixed in-run. I created AgentReady, a Chrome-rendered auditor for AI-shopping readiness, with a rule that uncertain evidence never becomes a defect or a cold-email claim. As a researcher at Obvix Labs, I work on adaptive markets, AI, and cognition, contributing to technical direction, research design, and writing.