How the KV Cache Works in HuggingFace Transformers Every token a Transformer generates forces it to re-read the entire conversation so far. The KV cache is what makes this tractable — it stores the key and value projections of every past token so they 2026-05-31 AI and Machine Learning #reference #llm #inference #transformers
Rust Crates and Python Packages A side-by-side comparison of Rust's crate system and Python's package system — covering project structure, visibility, distribution, version resolution, import paths, and publishing. 2026-05-23 Programming #reference #python #programming-languages #rust
Local CUDA vLLM Setup for Python-Only Development Using a Precompiled Wheel How to run vLLM directly from a local clone with editable Python code while using precompiled native libraries from a nightly wheel — no full source compilation required. 2026-05-19 AI and Machine Learning #reference #systems #machine-learning #python #llm #linux #vllm
Recording Audio on Linux with PulseAudio A minimal, dependency-free recipe for capturing system output and microphone audio on Linux using only PulseAudio's built-in tools: pactl and parec. 2026-05-17 Tools and Automation #reference #linux #audio
Compile NEFF Executables from NKI Kernels Compile NEFF Executables from NKI Kernels 2026-05-14 Systems #reference #systems #machine-learning #python #shell #neuron
Type Theory Concepts: A to Z An introduction to type theory concepts using Python, C++, and layman's terms. 2026-05-13 Programming #reference #programming-languages #type-theory
What is S3? S3 is a giant distributed hashmap exposed as both a public HTTP server and an authenticated REST API. 2026-05-13 Systems #reference #systems #software-engineering
vLLM Internals — PagedAttention and Custom Accelerator Compilation How vLLM applies OS-style paging to the KV cache for efficient memory management, enables continuous batching and memory sharing, and routes computation graphs to custom compiler backends for new acce 2026-05-12 AI and Machine Learning #reference #systems #machine-learning #llm #inference #pytorch #vllm
Our Cognitive Profile and a Personal Playbook for the Agentic Era A personal analysis of the twice-exceptional neurocognitive profile — the intersection of high intelligence, executive dysfunction, and perfectionism — and a strategic playbook for thriving in the age 2026-05-10 Reflections #llm #essay #career