Apple Foundation Models: The On-Device LLM Framework, Explained
Apple's Foundation Models framework: LanguageModelSession, @Generable guided generation, tool calling, availability, and when to leave the on-device model.
AI & TechnologyWriting
Thoughts on design, development, AI infrastructure, and building products.
Engineering Philosophy: Alan Kay, The Big Idea Is Messaging
Alan Kay invented the future by changing the point of view: computing as a medium for thought, with systems built from objects communicating by messages.
Engineering & CraftEngineering Philosophy: Leslie Lamport, Think Before You Code
Leslie Lamport made distributed systems a science: time is not global, causality is what is real, and you specify the design before you write the code.
Engineering & CraftEngineering Philosophy: Edsger Dijkstra, Elegance Is Not Optional
Edsger Dijkstra treated simplicity as the precondition for correctness and proof as superior to testing -- elegance was not optional but the whole discipline.
Engineering & CraftEngineering Philosophy: Thompson & Ritchie, Do One Thing Well
Thompson and Ritchie built Unix and C from small sharp tools composed through one universal interface: text streams and pipes. Simplicity over features.
Engineering & CraftEngineering Philosophy: Guido van Rossum, Readability Counts
Guido van Rossum built Python on one bet: code is read far more often than it is written, so the language itself should optimize for the human reading it.
Engineering & CraftEngineering Philosophy: Barbara Liskov, The Contract Is the Type
Barbara Liskov made data abstraction a programming primitive: a type is the contract it keeps, and a subtype must honor every promise its supertype makes.
Engineering & CraftEngineering Philosophy: Bjarne Stroustrup, Abstraction Without Overhead
Bjarne Stroustrup built C++ on the zero-overhead principle: never choose between expressive code and bare-metal speed. A good abstraction costs nothing.
Engineering & CraftEngineering Philosophy: Grace Hopper, Make the Computer Speak Human
Grace Hopper built the first compiler so programs could be written in human language, made latency physical with a nanosecond wire, and fought stale dogma.
Engineering & CraftEngineering Philosophy: Tim Berners-Lee, This Is for Everyone
Tim Berners-Lee invented the web and gave it away: universality and permissionless decentralization -- anyone, anywhere can publish and link without asking.
Engineering & CraftEngineering Philosophy: Donald Knuth, Programming Is an Art
Donald Knuth treats programming as an art written to be read by humans. Measure before you cut, optimize only the critical 3%, and prove correctness with craft.
Engineering & CraftEngineering Philosophy: Rich Hickey, Simple Is Not Easy
Rich Hickey built Clojure and Datomic on one distinction: simple is not easy. Simple means un-braided, one concern per thing; easy just means familiar.
Engineering & CraftExternal Publications
Technical writing published at Introl
Local LLM Hardware Pricing Guide 2025
Comprehensive hardware recommendations and cost analysis for running large language models locally.
H100 vs. H200 vs. B200: Choosing the Right NVIDIA GPUs for Your AI Workload
GPU selection guide comparing NVIDIA's latest datacenter accelerators for different AI workloads.
TPU Architecture: Complete Guide to Google's 7 Generations
Deep technical dive into Google's Tensor Processing Unit evolution from TPUv1 to TPUv5.
GPU Memory Pooling in Multi-Tenant Kubernetes
Resource sharing strategies for GPU clusters in containerized environments.
Ray Clusters: Distributed AI Computing Infrastructure
Guide to building and managing distributed AI computing with Ray framework.
DeepSeek V3 Open Source AI Cost Advantage
Analysis of open source LLM economics and DeepSeek's competitive positioning.
NVIDIA Vera Rubin GPU 600kW Racks 2027
Future datacenter power requirements and NVIDIA's next-generation GPU roadmap.
SMR Nuclear Power for AI Data Centers
Small modular reactor solutions for powering next-generation AI infrastructure.
DeepSeek MHC Architecture Breakthrough
Technical analysis of DeepSeek's Multi-Head Compression architecture innovations.
