Hard Interference — Stop Scrolling. Start Building.

3.05B Total Accounted Tokens

£156 All-In Cost

£37,428 Opus API Equivalent

£37,272 Estimated Savings

Introducing Raf and the Agents

Hard Interference — independent AI guides, build journals, and hardware know-how.

The facts. Step-by-step guides, model comparisons, and hard numbers for running independent AI.

The story. Real builds, wow moments, and honest accounts of what worked and what didn't.

New model drops, I benchmark them for you. Real-world numbers, no marketing spin.

Ubuntu installs, terminal survival, shortcuts, and operating system workflows that actually stick.

Laptops, VRAM constraints, upgrades, and practical hardware choices for independent AI builds.

Rapid daily signal drops: what shifted today in models, tools, pricing, and hardware.

Fresh from the workbench.