APPLIED AI · RESEARCH TO SYSTEMS
Trace the answer.
Show the work.
I’m Neeraj, an Applied AI / LLM Engineer. I build across NLP, explainability, retrieval-augmented generation, and agent workflows—with a focus on Python, PyTorch, and production-oriented tooling.
to working system.
Interpretable models · Retrieval systems · Research tooling · Agent workflows
↘SELECTED WORK / 01
Built to explore.
Made to be inspected.
HOW I APPROACH IT / 02
Make the reasoning
visible.
Useful AI systems need more than a plausible answer. I’m interested in the path from input to output: what was retrieved, how a model was used, and where a person can inspect the result.
Ground the response
Connect synthesis to sources and context.
Expose the workflow
Make system decisions easier to examine.
Respect the limits
Be clear about what a prototype can prove.
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