Contact
For AI reliability, LLM evaluation, agent infrastructure, or production AI roles, send a direct note with the system, the risk, and what success needs to look like.
Reach me directly by email or message me on X.
You can inspect my code on GitHub, read my research on ResearchGate, or connect on LinkedIn.
Best-Fit Focus
Evaluation harnesses, agent execution and debugging infrastructure, deterministic validation, observability and replay, reliability experimentation, and production AI systems with explicit correctness boundaries.
Based in Pune, India · Open to globally distributed teams