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Local LLMs Plus Claude Code: The Mac Studio Hybrid Workflow
Route generation to local Ollama models (gemma4, qwen3-coder) and save Claude for judgment calls. The routing table I run on a 256GB M3 Ultra Mac…
22 hrs ago
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James Cruce
I Ran Google's 1,000-Tokens-Per-Second Model on My Mac. A Normal Model Beat It.
DiffusionGemma promises 1,000 tok/s but hits 43 on Mac. See why autoregressive Gemma wins on Apple Silicon with real benchmarks and data.
Jun 19
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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
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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
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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
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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
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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
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James Cruce
Managing Anthropic Agent SDK Costs: A Post-June 15 Billing Playbook
Anthropic moves Agent SDK calls into a $100/mo credit pool on June 15. Here's the two-phase mitigation I shipped: a billing cap plus a provider router.
May 16
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James Cruce
I Killed OpenClaw and Built ClaudeClaw Mission Control
Retiring OpenClaw, migrating to ClaudeClaw Mission Control, and what five days of teardown taught me about operational blindness.
May 2
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James Cruce
1
1
Can Small Businesses Benefit from MCP Servers?
Small businesses run on limited time and limited people. MCP servers change that math. They let AI handle the repetitive work using the tools you…
Apr 13
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James Cruce
1
I Gave My AI Agent Hands. It Immediately Started Texting My Wife.
My local AI agent, Tars, could talk.
Mar 24
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James Cruce
2
I’m Replacing Notion With a Self-Hosted AI Agent. Here’s Why.
Today I’m starting a project I’ve been thinking about for weeks: ripping Notion out of my workflow and replacing it with OpenClaw, a self-hosted AI…
Mar 6
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James Cruce
3
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