amandeep singhhttps://amandeepsp.github.io/You Could Have Come Up with Speculative Decodinghttps://amandeepsp.github.io/blog/spec-decode/https://amandeepsp.github.io/blog/spec-decode/Learn how speculative decoding accelerates LLM inference through predictable tokens, rejection sampling, parallel verification, and GPU roofline analysis.Mon, 07 Sep 2026 00:00:00 GMTThe Boon of Dimensionalityhttps://amandeepsp.github.io/blog/high-dims/https://amandeepsp.github.io/blog/high-dims/Volume, equators, and near-orthogonality in high dimensions, and why embeddings and random projections work.Tue, 03 Mar 2026 00:00:00 GMTTwelve Attempts at an FP4 Kernelhttps://amandeepsp.github.io/blog/nvfp4-blackwell-gemv/https://amandeepsp.github.io/blog/nvfp4-blackwell-gemv/Writing an NVFP4 GEMV kernel for Blackwell B200. Twelve attempts, five failed optimizations, and lessons from a memory-bound wall.Sat, 28 Feb 2026 00:00:00 GMTAn introduction to CuTe's Layout Algebrahttps://amandeepsp.github.io/blog/layout-algebra/https://amandeepsp.github.io/blog/layout-algebra/A practical guide to CuTe's layout algebra — shapes, strides, composition, complement, division and product — with a tiled GEMM kernel walkthrough.Thu, 26 Feb 2026 00:00:00 GMTHierarchical Navigable Small Worldshttps://amandeepsp.github.io/blog/hnsw/https://amandeepsp.github.io/blog/hnsw/Deep dive into HNSW, an approximate nearest neighbor search algorithm. Covers Delaunay triangulation, navigable small worlds, and a Zig implementation. Sun, 08 Feb 2026 00:00:00 GMTThe Rabbit Hole of Building a Filesystem Watcherhttps://amandeepsp.github.io/blog/fs-watcher/https://amandeepsp.github.io/blog/fs-watcher/A deep dive into building a Linux filesystem watcher. We compare fanotify vs. a powerful eBPF solution to solve in-kernel monitoring challenges. Tue, 23 Sep 2025 00:00:00 GMTIntuition behind Power of 2 Choices Load balancinghttps://amandeepsp.github.io/blog/power-of-2/https://amandeepsp.github.io/blog/power-of-2/An intuition based explanation around why random choice of 2 load balancing works so well. Sun, 17 Aug 2025 00:00:00 GMTExploring Clojure for Advent of Codehttps://amandeepsp.github.io/blog/clojure-aoc21/https://amandeepsp.github.io/blog/clojure-aoc21/An account of experience using Clojure for Advent of Code 2021. Goes through Threading Macros, Clojure's collections and Zipper functionality Wed, 05 Jan 2022 00:00:00 GMTMaking Machine Learning models smallerhttps://amandeepsp.github.io/blog/making-ml-models-smaller/https://amandeepsp.github.io/blog/making-ml-models-smaller/Tue, 10 Mar 2020 00:00:00 GMT