I build agent systems — and the tools that explain why they do what they do.

B.Tech, Data Science & Artificial Intelligence, Dr. Shyama Prasad Mukherjee IIIT Naya Raipur · 2024 – 2028

What holds my attention now is narrower than "AI". It is mechanism: what the model is actually doing, what the architecture changes, what makes a system behave the way it does. The projects here keep circling the same question from different directions — Axon asks which piece of context caused an agent's decision and proves the answer by removing it; the floor plan paper chose a solver you can trace over a network you cannot; the traffic work is reward design, which is just the same question asked before training instead of after.