Intention before prompt
Write your why before your ask. A clear intention produces a 10x better output — every time. The best prompt is the one you wrote after you knew what you actually wanted.
The 12 Principles
Twelve principles that shape how we work with AI. Free. Open. Evolving.
v1.0 · April 2026 · by Frank Riemer, AI Architect
Write your why before your ask. A clear intention produces a 10x better output — every time. The best prompt is the one you wrote after you knew what you actually wanted.
Your cognitive state is an engineered artifact. Audio, environment, cadence, rituals — all configurable. Treat your state like a deployable build, not a mood.
You are a composer of AI systems, not a consumer of AI outputs. The frontier is in orchestration — chaining tools, building agents, designing loops.
Context is your most valuable asset. Build personal knowledge bases. Version them. Treat memory like production code.
Don't wait for the perfect stack. Build the minimum loop that produces one unit of your work, ship it, measure it, iterate. Tools change; loops compound.
If a task appears twice in your week, script it. Boring work is the highest-leverage automation target. You were not born to do data entry.
The goal is not full automation. The goal is compound leverage. You edit, judge, refine, release. AI drafts, summarizes, scales.
More output is not the goal. Higher-quality signal is. AI makes volume cheap — which makes quality the only remaining moat.
Master three tools deeply before adding a fourth. The person who knows Claude Projects end-to-end beats the person with 40 shallow subscriptions.
Copying is learning. Remixing is building. But attribution is integrity. When you fork someone's system, say so. The network rewards honesty.
Start by solving your own problem. Ship it to yourself. If it works, generalize. The best products start as personal tools.
Your operating system is your most valuable creation — more than any single song, video, or product. Design it with intention. Iterate it with discipline. It outlives everything else you make.
Reading these is step one. Living them is an operating system question.