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ramazankudret/README.md

Ramazan Kudret — GPU · CUDA · Cyber Security


Computer Engineering senior. I work at the layer where hardware stops being an abstraction — GPU memory, kernel launches, cache behaviour, and latency budgets you can't miss.

  • Founder of ERK Security — security & AI tooling: LLM-backed threat analysis, GPU inference pipelines, and a reflexive P4 data plane with an ML control plane.
  • Building GPUFlow — live visualization of what every process is actually doing on your GPU. C++17, passive NVML sampling, dependency-free SSE server, zero-install browser UI.
  • Edge perception — anomaly detection on Jetson AGX Orin + ZED 2i for UAV workloads.
  • Going deep on — CUDA memory hierarchy, TensorRT optimization, multi-target tracking, modern C++ concurrency.

CUDA workbench: nvcc build, warp scheduler sweep, live telemetry


Toolbox

Systems     C++17/20 · CUDA · NVML · pybind11 · CMake · Linux · Assembly (MIPS/PIC)
Inference   TensorRT · Jetson (AGX Orin) · ONNX · PyTorch
Perception  Kalman filtering · multi-target tracking · signal processing · ZED SDK
Security    P4/bmv2 · Mininet · adversarial ML · network asset discovery

ERK, the wolf pup, writing CUDA

Right now

Tiled SGEMM on Ada, chasing the gap between 8.4 and 11.6 TFLOP/s. Shared-memory bank conflicts, register pressure, and the eternal question of whether the bottleneck is the kernel or the copy.

Spoiler: it is almost always the copy.


LinkedIn Email

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