Work Experience

• Currently: Contributing to the development of a scalable and efficient AI agents using Langchain, LangGraph, and Next.js.

• Worked on Large Language Model (LLM) fine-tuning and co-authored a research paper introducing a novel instruction tuning framework.

• Co-developed GRIT (Geometric Reprojection Instruction Tuning), a novel framework that fine-tunes only 0.997% of LLM parameters while outperforming full fine-tuning and LoRA on standard benchmarks (BLEU ↑26.2, ROUGE-L ↑34.9 on Alpaca).

• Fine-tuned multiple LLMs (GPT-2 355M, LLaMA-3B, Mistral-7B) achieving 30% parameter savings with 40% reduction in compute & memory costs, without compromising accuracy.

• Conducted extensive ablation studies, validating GRIT’s geometry-aware updates with +2.1 BLEU and +2.5 ROUGE-L gains over LoRA, QLoRA, and AdaLoRA.

• Benchmarked GRIT across diverse NLP tasks (abstractive QA, classification, reasoning) on datasets such as Alpaca, Dolly-15k, BoolQ, GSM8K, consistently outperforming existing parameter-efficient tuning methods.

• Collaborated on research paper drafting, presenting GRIT as a scalable and efficient alternative for instruction tuning in large-scale LLMs.

• Autonomous Market Research Agent: Developed an agent that automates market and competitor research using real-time data collection, web search, and report generation for business insights.

• AI Voice Interviewer: Built and deployed a voice-based AI interviewer to conduct inbound calls, capture candidate responses, and generate structured interview summaries.

• Personalized Front Desk Agent: Created a multimodal front desk AI agent capable of handling text, voice, and video inquiries for customer support and client onboarding processes.

• Whatsapp and Social Media Automation Agent: Engineered agents that automate group administration, content posting, and engagement analysis on WhatsApp and other social platforms.

• Credit Risk Analysis Agent: Designed a credit risk agent using custom ML models to evaluate applicant default risk and streamline lending decisions with automated scoring and documentation.

• Outbound Calling Platform Agent: Deployed outbound calling agents capable of scheduling, executing, and logging calls for lead generation and customer feedback with seamless voice pipeline integration.