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.
DevelopmentWriting
Thoughts on design, development, AI infrastructure, and building products.
Xcode 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 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 & 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 & 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 & TechnologyCSS Grid Lanes: Native Masonry in Safari
CSS Grid Lanes brings native masonry layout to Safari 26.4 in three lines of CSS, with a flow-tolerance dial that fixes masonry's old tab-order problem.
Web DevelopmentRunning Agentic AI on the Mac with MLX
WWDC 2026: run the full agentic AI loop locally on the Mac with MLX, scale it across multiple Macs, then secure and profile it with Apple's frameworks.
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 & 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 & TechnologyCustomizable Select: Style the Real <select> at Last
Safari 27 and Chrome 135 let you style the real select element: appearance: base-select, ::picker(select), rich HTML in options, and a swappable button.
Web DevelopmentWhat'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 & TechnologyExternal 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.
