Why No PC Laptop Can Touch a 128 GB MacBook for Local AI Yet, and the Three Chips Coming for It
💻The question I could not shake I do all of my AI work on a MacBook Pro with an M5
AI & Computing
I Trained My Own Vision Model to Read Mail Out Loud. It Almost Learned the Wrong Lesson.
📬What it actually does You point the phone at a piece of mail and press one button. A second later
I Trained My Own Vision Model to Read Mail Out Loud. It Almost Learned the Wrong Lesson. Read Post »
I Added Day-One Muse Glimmer Support to Apple MLX-LM
5/5 next words matched the reference 0.9965 similarity out of a possible 1.0 🔩the handful of things this model does
I Added Day-One Muse Glimmer Support to Apple MLX-LM Read Post »
I Took Down Six of My Own Benchmark Videos. Then I Built the Local Agent Leaderboard.
64 s Local easy-suite time vs 122 s cloud 40 Checks every judge must pass first $0 Per token on
I Took Down Six of My Own Benchmark Videos. Then I Built the Local Agent Leaderboard. Read Post »
My local AI was pausing 7 seconds before every reply. It turned out to be one cache bug.
20× Less waiting per turn 1024 Gemma’s sliding window, in tokens 12/12 Eval tasks passed on a 550-token prompt 🧰The
My local AI was pausing 7 seconds before every reply. It turned out to be one cache bug. Read Post »
Two AI Agents, One Browser Window: What Actually Breaks, and What Doesn’t
Two Claude Code agents doing browser automation against one Brave window quietly sabotaged each other for an hour while I blamed LinkedIn. What was actually wrong with the computer-use setup, the fix that already shipped, and a thirty-line test so you can check your own.
Two AI Agents, One Browser Window: What Actually Breaks, and What Doesn’t Read Post »
NVIDIA Shipped a Model That Sees and Hears — It Just Didn’t Run on a Mac. So I Wrote the Missing Piece.
NVIDIA gave away a 30B model that sees, hears, and reasons. The catch: only its text half ran on Apple Silicon. I ported the vision and audio towers to MLX, verified them against NVIDIA’s own code, and open-sourced it.
Anthropic’s Biggest Backer Just Killed Its Best Model: The Real Story Behind the Fable 5 Shutdown
120,000 Characters of system prompt leaked 90 min Ultimatum to comply 3 Days from launch to blackout ⏱️The two-minute version
A Federal Order Switched Off Anthropic’s Best AI Overnight — and Made the Case for Private AI
Three days after launch, the U.S. government ordered Anthropic to disable Fable 5 and Mythos 5 worldwide. Nobody running local AI lost a thing. Here’s the lesson.
Why I Quantize Open-Weight Models for Macs — And Why Your Law Firm Should Care
Frontier cloud LLMs log your prompts. For privileged content — NDAs, medical records, source protection — that’s a deal-breaker. Open weights on Apple Silicon are the only honest answer, and there’s real, sustained demand from firms that nobody is talking about.
Why I Quantize Open-Weight Models for Macs — And Why Your Law Firm Should Care Read Post »