experience

Virima Technologies, India · Sep 2025 – Present

Engineered a text-to-SQL engine and benchmarked it on the BIRD dataset, achieving Execution Accuracy (EX) of 61.2% on raw BIRD and 72.28% on cleaned BIRD.
Made the engine domain-specific using business rules, achieving over 95% query accuracy while maintaining sub-15-second execution runtimes at around $0.01 per query.
Architected robust AI infrastructure by integrating Bifrost as an AI gateway and governance layer, implementing LLM Guard for strict guardrails, and using OpenTelemetry with SigNoz for comprehensive system observability.

GroPro Media · Remote · Jan 2025 – Aug 2025

Built an in-house AI video trimming and editing tool that converted long videos into multiple short clips.
Built a Script Writer RAG to mimic clients' speaking styles, accelerating the end-to-end content pipeline from ideation and research through to final script generation.

projects

small-GPT: built a small language model from scratch
heisenberg: a drug repurposing engine to find potential drug for rare diseases
voice-M.D.: a voice-enabled virtual pharmacy assistant for interacting with a pharmacy system
pep-guardiola-system: football analysis system focused on player re-identification

drug repurposing using knowledge graphs — ongoing
small-neptune - a 100M parameter model with a deployment file <100mb which can run directly on CPU (no GPU needed) - (in progress)

progan: replicating the original ProGAN paper to better understand generative adversarial networks
agents: learning and implementing agents with Generative AI with LangChain
deep-ml: coding machine-learning algorithms from scratch in Python
alchemist-novice: first NLP project
medical-chatbot: fine-tuned Llama 2 on a medical dataset
reinforcement-learning: learned Q-learning and deep Q-learning