At Zoffer Innovations Private Limited, I integrated the Tambo AI generative UI SDK into a React dashboard and patched three event-accumulator bugs to unblock multi-turn conversations.
I designed a Python and PostgreSQL credit ledger with independent credit expiry and plan-change carryover. I also built an LLM critic pipeline to validate OCR-extracted bills before Zoho submission, reducing Zoho-side rejection errors by 98%.
I migrated bill OCR to AWS Textract and Cerebras GPT-OSS-120B, cutting processing time from 90 seconds to 20 seconds per bill. I also fixed a stale OAuth token cache bug that caused silent 401 failures.
In my projects, I built Plaything.AI, a multi-agent interview prep platform with real-time voice interviews, and deployed a private Immich media server on Arch Linux. Plaything.AI placed third at the NIT Delhi Build With Trae Hackathon, and my real-time agentic AI system placed second at the NSUT BuildX Hackathon.

