I find the gap between what an institution’s contract claims and what its implementation actually does, and write the patch.
I · Technical
Low-level systems work where the bug class is non-obvious and the spec and the implementation have quietly diverged.
Recent work has focused on the OpenVINO GPU plugin — Intel’s
inference framework that ships on every Core Ultra AI PC and across the
installed base of Gen 9.5+ Intel integrated and discrete GPUs. I identified
and fixed a driver-regression bug class affecting int4 quantized LLM
inference on modern NEO drivers (23.x and newer), traced the root cause to
a divergence between the cl_intel_subgroups extension contract
and what NEO actually exposes, and upstreamed the fix.
Recent
fully_connected_gpu_gemv compilation on modern
NEO drivers (merged, shipping in 2026.3).
__local block-read bug class across the
GPU plugin; shared-header API for future kernels (in review).
II · Policy
Long-form analysis on industrial capability, regulatory architecture, and the institutional seams where contract and implementation diverge.
The diagnostic stance carries across domains. I read complex regulatory and industrial systems the same way I read complex codebases: trace the contract, find where the implementation drifted, write up what the gap means and what to do about it.
Recent areas
III · Contact