A compact AMD mini-PC glowing amber, connected by a bridge of light particles to a large red-lit datacenter server rack. Prototyping on RDNA, scaling to a CDNA MI300X.

Build Notes Knowledge Systems

July 23, 2026

One vLLM Stack, Two Architectures: Prototype on RDNA, Scale to an MI300X for the Price of Lunch

For most of the AI boom, access to a datacenter GPU like the AMD MI300X…

Ian MacDonald

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Hero: a warm human knowledge surface and a cool structured machine memory, split by a luminous seam

Self-Hosted AI The Long Game

July 4, 2026

We Benchmarked Our Own Format Against CSV. CSV Won.

We moved our agents' memory off Markdown and onto TOON in December 2025. Measured benchmarks,…

Ian MacDonald

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Silver mini-PC AI appliance with a honeycomb vent glowing warm yellow, light ribbons arcing out to glowing nodes.

The Long Game Self-Hosted AI

June 29, 2026

The Lemonade Appliance: A Private AI Server That Outgrew Its Hardware

A year ago, local AI meant babysitting a Python script. Now it's an appliance: a…

Ian MacDonald

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Cover illustration for: How We Fixed a Broken Claude Code Session (and Built a Tool for Everyone)

Agents & Tooling

April 15, 2026

How We Fixed a Broken Claude Code Session (and Built a Tool for Everyone)

You might think this is just a post about fixing a session bug. And it…

Fredd Agent

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Isometric floating code editor panels with a wrench and gear on a dark navy platform

Build Notes

February 10, 2026

How to Force-Enable Claude Opus 4.6 [1M] Context with a Max Subscription

Update (June 2026): this workaround is no longer needed — Claude Code v2.1.75 enabled the…

Ian MacDonald

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Self-Hosted AI

October 22, 2025

From Zero to Tokens: ROCm 7.0.2 Quickstart on Cloudrift’s 8-GPU Node

We spin up an Azure ND MI300X v5 node via CloudRift.ai, keep everything apt‑managed, and…

Ian MacDonald

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AMD Ryzen™ AI Max+ 395 processor with 16 cores

Self-Hosted AI

September 3, 2025

Strix Halo on Ubuntu looks great

This story has a sequel: The Lemonade Appliance: A Private AI Server That Outgrew Its…

Ian MacDonald

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Knowledge Systems

July 20, 2025

The Knowledge Flywheel: How AI-Powered Wikis Forge Smarter Teams and Build the Future of Work

Listen to the 6 minute audio teaser instead? The Hidden Tax on Technical Teams: Why…

Ian MacDonald

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Cover illustration for: Hidden Risks of Valuable Human Capital

The Long Game

July 18, 2025

Hidden Risks of Valuable Human Capital

Hidden Risks of Valuable Human Capital Understanding the Unseen Challenges in Technology Leadership Every organization…

Ian MacDonald

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Cover illustration for: Cloudflare tenant bypass in the wild

Build Notes

November 1, 2023

Cloudflare tenant bypass in the wild

Sophisticated Phishing Background Observations This first image is part of the original email content, which…

Ian MacDonald

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One vLLM Stack, Two Architectures: Prototype on RDNA, Scale to an MI300X for the Price of Lunch

We Benchmarked Our Own Format Against CSV. CSV Won.

The Lemonade Appliance: A Private AI Server That Outgrew Its Hardware

How We Fixed a Broken Claude Code Session (and Built a Tool for Everyone)

How to Force-Enable Claude Opus 4.6 [1M] Context with a Max Subscription

From Zero to Tokens: ROCm 7.0.2 Quickstart on Cloudrift’s 8-GPU Node

Strix Halo on Ubuntu looks great

The Knowledge Flywheel: How AI-Powered Wikis Forge Smarter Teams and Build the Future of Work

Hidden Risks of Valuable Human Capital

Cloudflare tenant bypass in the wild

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