Independent researcher in agent evaluation and agentic systems.

B.Tech, Computer Science and Engineering, National Institute of Technology Patna. Pune, India.

Research focus: evaluation integrity for agent benchmarks. Outcome tests alone can certify no-op methods, cosmetic adaptation, and fixture edits. Technical report When the delta is fake proposes a pass-bar for task authorship and a construction that catches fake deltas under ranking AUROC (mean-shift invariance + train-site shortcut flip + frozen verifier-recomputed control). DOI: 10.5281/zenodo.23829461.

Also works on eval inside product agent loops (draft → score → revise) and reliability through tool layers (cancel, timeouts, evidence grounding).

Merged pull requests. Recent: Kombu, asyncpg, eventlet. Eval ecosystem: Harbor, Terminal-Bench.