Your frustration is a feature, not a bug. Seven laws for turning complaints into convergence.
Read the 7 laws ↓
The output is wrong. Good. Now you have something to push against. Specificity beats silence.
Don't spend 20 minutes crafting the perfect prompt. Write a rough one, get a rough answer, and iterate from there. Humans are better at recognizing what's wrong than describing what's right from scratch. A mediocre first attempt gives you something to push against.
“The best prompt is a cheap prompt followed by a good complaint.”
Don't wait until you can articulate the perfect critique. The moment something feels wrong, tell the AI. “This isn't it” is a valid starting point. “I don't like the tone” is enough. If you can be more specific, it will help — if you can't, that's fine too. The AI will help you get there.
“Something's off with the intro” is a valid prompt. Start there and let the specifics emerge.
Each complaint forks the path. Don't polish one draft — branch it. Tell the AI “try this three ways” and let your taste be the driver. Complaints are both corrections and exploration. The fastest way to find the right answer is to generate wrong ones cheaply and let your frustration pick the winner.
“Without a destination, every path looks right. Variants help you find yours.”
Complaints get sharper, fewer, and faster. The signal compresses. The target comes into focus.
If your focus is narrowing and your complaints are getting more specific, you're converging. If they're not, pause and check whether you're still on track. When complaints drop to nitpicks, you're done.
“If your complaint count isn't trending down, the problem isn't the AI — it's your constraints.”
Cultural indirectness slows convergence. German-style directness — “this is wrong because X, fix it to Y” — is optimal for AI interaction. Be the German engineer. Point at the thing. Say what's broken. Move on.
“Politeness wastes tokens.”
CDD is not the solution to every problem. When the cost of a wrong iteration is high, specify upfront. Use CDD inside bounded playgrounds where failure is cheap and fast.
“You don't complaint-drive a nuclear reactor. You complaint-drive a slide deck.”
Today's complaint becomes tomorrow's rule. The loop closes. The complaint compounds.
Your best complaints from today become your constraints for tomorrow. Capture recurring complaints as rules, guidelines, or system prompts. This is how personal AI workflows evolve — from yelling into structured steering.
“Today's complaint is tomorrow's steering.md.”
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