Tiling and Collective Operations

The two data-movement primitives behind training performance: tiling inside a device, collectives between devices.

August 12, 2026 · 17 min · Sandeep Kumar

GPU Memory Profiling Tools (NVIDIA and Intel)

A practical guide to observing GPU memory stats on NVIDIA and Intel GPUs (monitors, profilers, and attribution).

February 10, 2026 · 7 min · Sandeep Kumar

The Evolution of FlashAttention: From Ampere to Blackwell

How successive FlashAttention implementations respond to the bottleneck exposed by each new GPU generation.

August 7, 2026 · 7 min · Sandeep Kumar

FlashInfer: A Customizable Attention Engine for LLM Serving

FlashInfer treats LLM attention as a serving systems problem spanning data layout, kernel generation, and runtime scheduling.

August 7, 2026 · 12 min · Sandeep Kumar