Container Machines: A Persistent Linux Environment on Mac
Apple's container tool hits 1.0 with container machine: a fast, persistent Linux environment on macOS with your user, home directory, and dotfiles mounted in.
DevelopmentWriting
Thoughts on design, development, AI infrastructure, and building products.
UIKit's Scene Mandate: What Fails to Launch on iOS 27
Apps built with the iOS 27 SDK must adopt the UIKit scene-based life cycle or they fail to launch. The timeline, the migration steps, and the agent skill.
DevelopmentWhat Apple's Performance Team Said in the WWDC26 Lab
Apple's Power & Performance team answered live developer questions at WWDC26. Field guidance on MetricKit, Power Profiler, thermals, and AI contention.
AI & TechnologyXcode 27 Ships Agent Skills You Can Export Anywhere
Xcode 27 bundles two SwiftUI agent skills and a one-command exporter. xcrun agent skills export moves Apple's best practices into Claude Code or Codex.
AI & TechnologyApple Is Open-Sourcing the Foundation Models Framework
WWDC 2026: the Foundation Models framework goes open source this summer, so the same Swift API runs server-side, plus a new Skills package live on GitHub.
AI & TechnologyWhat Apple's Swift Team Said in the WWDC26 Lab
Apple's Swift Group Lab at WWDC26 ran without captions. We transcribed it locally. Candid engineer answers on concurrency, ~Sendable, and the roadmap.
AI & TechnologyFoundation Models from Python: the fm CLI
macOS 27 ships the fm command line tool plus a Foundation Models SDK for Python, so you can script Apple's on-device model and build evaluation pipelines.
AI & TechnologyMeet Music Understanding: On-Device Audio Analysis
Music Understanding is Apple's on-device framework for analyzing a song's key, rhythm, structure, pace, instrument activity, and loudness in Swift code.
AI & TechnologyWhat's New in Instruments 27 for App Responsiveness
Instruments 27 adds Top Functions, Run Comparisons, a Swift executors instrument, and a new Inspector panel to diagnose CPU, actor, and syscall hangs.
AI & TechnologyGame Porting Toolkit 4: Agentic Game Ports on Mac
Game Porting Toolkit 4 ships agentic porting skills as a Claude Code plugin plus gpucapture and gpudebug CLI tools. Cyberpunk's manual port set the bar.
AI & TechnologyLoop Engineering: Loops Win Where Verification Is Cheap
Loop engineering, checked against Boris Cherny's full transcripts: every loop he names has cheap verification. That constraint decides what to automate.
AI & TechnologyThe HTML <model> Element Comes to Every Apple OS
The HTML model element now renders drop-in 3D in Safari on iOS, iPadOS, and macOS with stagemode, entityTransform, baked animation, and AR Quick Look.
Web DevelopmentExternal 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.
