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The Silent API Spend Trap: Why Cron Jobs Need Tiered Model Routing
Your autonomous agents are defaulting to the expensive model, and nobody's watching the bill
Jul 14
•
James Cruce
You Have 6 Days: The Fable 5 Subscriber Migration Checklist
Free Claude Fable 5 access ends July 19. Here’s the calm, per-task way to decide what stays and what moves.
Jul 13
•
James Cruce
My AI MOA Experiment Kernel-Panicked My Mac Studio Three Times
A one-line bug, an honest negative result, and why the boring discipline turned out to be the actual product.
Jul 6
•
James Cruce
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2
I Mined My Own Claude Code Config Files. Here's What I Found.
After months of AI-assisted development, your config files are hiding a pattern library. Here's how to extract it.
Jul 1
•
James Cruce
Apple Container vs Docker: When to Use Which on Apple Silicon
Apple's container CLI hit 30K stars promising speed. I benchmarked it against Docker Desktop and OrbStack — here's where the line actually is.
Jun 27
•
James Cruce
1
Local LLMs Plus Claude Code: The Mac Studio Hybrid Workflow
Which models to run in Ollama, when to use them, and how Claude stays the orchestrator
Jun 23
•
James Cruce
I Ran Google's 1,000-Tokens-Per-Second Model on My Mac. A Normal Model Beat It.
DiffusionGemma is genuinely fast — on an NVIDIA H100. On Apple Silicon, the magic doesn't travel. Here's what actually happened when I benchmarked it on…
Jun 19
•
James Cruce
I Secured My AI Agent With a 7-Layer Threat Model
Using the MAESTRO framework to harden an autonomous agent -- seven layers of things that can go wrong, translated from security-paper-speak in your day.
Jun 8
•
James Cruce
18:28
I Secured My AI Agent With a 7-Layer Threat Model
Using the MAESTRO framework to harden an autonomous agent—seven layers of things that can go wrong, translated from security-paper-speak into your day.
Jun 8
•
James Cruce
Anthropic Shipped an AI Security Scanner. Here's the Per-PR Cost Math.
Before you add anything to CI, know exactly what it costs per pull request and how to triage what it finds.
Jun 2
•
James Cruce
Stop Paying for Cloud APIs: Building a Local AI Stack on Mac Studio
How to leverage Apple Silicon's unified memory for production-grade LLMs and replace your cloud billing entirely.
Jun 1
•
James Cruce
The Pope Wrote a Memo to AI Developers. Most of You Missed It.
A builder's read of Magnifica Humanitas—what 'disarm AI' actually means, why 'alignment' alone isn't enough, and what to do about it in your config.
May 29
•
James Cruce
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