Selected work

Things I've actually built.

Agentic verification, silicon accelerators, edge-AI deployment and a few things built under a clock. Each opens a short case study.

Verification · 2025 – present

Agentic RISC-V Verification Platform

Twelve agents that generate a testbench, run the design against a golden ISS, diff the two commit logs instruction by instruction,…

12 agents · most run with no EDA toolchain
Silicon · 2025 – 2026

BNN Systolic Accelerator

A patent-pending 64×64 systolic-array binary neural network accelerator, designed and verified in RTL for energy-efficient edge in…

374.5 GOP/s · 92.8 GOP/s/W · 10.67× speedup
LLMs · 2026

Anvil — LLM Quantization Agent

Searches 2.7×10⁸ per-layer quant configs with a surrogate-guided planner; matched greedy's 60-evaluation result in ~9 on-device ev…

1.8× faster · time-to-first-token · better perplexity
Edge AI · 2026

GridSetu

A multi-layer city-grid simulator (day-ahead market, AC power flow, frequency dynamics) that turns a shared community battery into…

−80% · evening unserved energy, in simulation
Edge AI · 2026

DriftSense

Localizes a reference patch in 1000×1000 SEM inspection images where classical template matching fails on repetitive DRAM/FinFET l…

3.3× · better than classical NCC · MunichTech winner
Edge AI · 2026

GeoReach

A flood-accessibility platform for communities in Assam, fusing Sentinel-1 SAR imagery with OpenStreetMap road networks to map rea…

IEEE GRSS · hackathon winner
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