Foundation 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 & TechnologyWriting
Thoughts on design, development, AI infrastructure, and building products.
Running 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 & 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 DevelopmentThe 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 DevelopmentApp Schemas: Make Your App Available to Siri
App Schemas describe an app's content and actions in terms Siri already understands, so Siri reasons over your data and acts on it, no training phrases.
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 DevelopmentLoop 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 & TechnologyRealityKit And Reality Composer Pro 3 In 2026
WWDC26 matured Apple's spatial pipeline: RealityKit lighting and cloth, plus a standalone Reality Composer Pro 3 with live preview and Xcode plug-ins.
AI & TechnologyMetal for Machine Learning in 2026
WWDC26 made Metal a first-class ML compute surface: Metal tensors for custom kernels, the M5 neural accelerator, real-time neural rendering, and MLX Swift.
AI & TechnologySwiftUI Performance and Interop in iOS 27
How iOS 27 SwiftUI handles lazy-stack scrolling, GPU shader effects, and AppKit/UIKit interop, drawn from three official WWDC26 UI Frameworks sessions.
AI & TechnologyWhat's New in visionOS 27 for Spatial Devs
visionOS 27 adds Spatial Preview from the Mac, Foveated Streaming from a PC, immersive Safari environments, metric-space object tracking, and RealityKit.
AI & TechnologyFoundation Models in iOS 27: Tool-Calling Control
iOS 27 adds GenerationOptions.ToolCallingMode to steer how the on-device model uses tools, plus built-in Vision tools: OCRTool and BarcodeReaderTool.
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.
