The KV Cache: Sizing It, and the Attention Variants That Shrink It

What the KV cache costs per token, and how MQA, GQA and MLA rewrite attention to make that number smaller.

August 12, 2026 · 10 min · Sandeep Kumar

Neural Network Quantization

What quantization actually changes in a network, which parts of a transformer break first, and which techniques repair them.

August 12, 2026 · 13 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