Thoughts on design, development, AI infrastructure, and building products.
App Sandbox forbids the API every window tiler needs, and Apple said ship outside the store. 941 Tiles ships inside it: Apple's Shortcuts engine moves the windows.
Engineering & CraftApple ships four ways to run models on-device. A decision framework with measured numbers: Foundation Models, Core ML, MLX, and iOS 27's Core AI.
Apple & iOSFirst-party GSC data: 91% of 3.8M impressions fail a human-query filter. Exam questions, pasted errors, and agent sweeps are rewriting what Search Console means.
AI & TechnologyFirst-party edge data: AI assistants request my pages ~66x more often than humans visit, and most of it is live user-directed fetching, not training crawls.
AI & TechnologyA user said the shader playground looked broken. Pixel-readback testing found 30 dead presets, 11 that never compiled, and the fallback that hid it all.
Engineering & CraftContext compaction is moving from an inference-time patch operators babysit to a training-time objective models optimize. CompactionRL is the signal.
AI & TechnologyA cluster of agent-tool CVEs in mid-2026 is not bad luck. It is the structural signature of an AI agent ecosystem shipping at 1998-era security maturity.
AI & TechnologyThe agent stack is separating deciding from executing: models compile intent into replayable workflow scripts and DAGs, and deterministic runtimes run them.
AI & TechnologyCoding agents building to the test: near-perfect oracle scores, dead library shipped. What your checks omit stops being the job.
AI & TechnologyNaoto Fukasawa hung a CD player on the wall and gave it a ventilation fan's pull cord. No manual, no learning curve -- design dissolving into behavior.
Design & CultureI rebuilt MacPaint 1.3 in the browser and checked every tool against Bill Atkinson's released Pascal source. What faithful software recreation takes.
Engineering & CraftClaude Code hooks run shell commands at lifecycle events — guaranteed. Every event, exit-code semantics, and five patterns from Prettier to a Stop gate.
AI DevelopmentTechnical writing at Introl
Comprehensive hardware recommendations and cost analysis for running large language models locally.
GPU selection guide comparing NVIDIA's latest datacenter accelerators for different AI workloads.
Deep technical dive into Google's Tensor Processing Unit evolution from TPUv1 to TPUv5.
Resource sharing strategies for GPU clusters in containerized environments.
Guide to building and managing distributed AI computing with Ray framework.
Analysis of open source LLM economics and DeepSeek's competitive positioning.
Future datacenter power requirements and NVIDIA's next-generation GPU roadmap.
Small modular reactor solutions for powering next-generation AI infrastructure.
Technical analysis of DeepSeek's Multi-Head Compression architecture innovations.
ResumeGeni
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USCIS test prep with spaced repetition
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Return
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Ki
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941 Tiles
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Reps
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Cels
Floating glass notes for macOS 26