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About Me

AI Engineering and Inference Optimization Specialist

Interactive Tools

Hands-on tools for understanding GPU programming and AI optimization

Hermes Research with khoj-cli

How a small Exa-powered terminal search tool becomes much more useful when wrapped as a Hermes skill.

Qwen3.5 on Dual R9700s

Benchmark notes from dual-R9700 ROCm inference: good warm throughput, decent TTFT, and a tensor-parallel path that still likes to explode under stress.

LLM-Guided Kernel Optimization

A technical discussion of how large language models can speed up GPU kernel optimization, from research ideas to production kernels.

Triton Linear Layouts

Exploring the concept of linear layouts in Triton, a programming language for writing high-performance GPU code, and how it simplifies memory management and data access patterns.

PyTorch 2.x Backends

PyTorch 2.x Backends The Great ML Framework Debate Centuries ago (2020), I contributed to PyTorch library, specifically, TorchServe which used to be the default model serving library for PyTorch Models.

CUDA Threads and Blocks

An in-depth exploration of CUDA configurations and their impact on thread/block patterns for optimal performance

CUDA Thread/Block Visualizer

CUDA Thread/Block Visualizer This interactive tool helps you understand how different thread and block configurations affect GPU execution patterns.

CUDA Thread/Block Visualizer

CUDA Thread/Block Visualizer This interactive tool helps you understand how different thread and block configurations affect GPU execution patterns.