Productivity prompts
Productivity prompt

Set a time budget for an AI task with stop conditions

Before you start an AI-assisted task, decide when to pause and reassess. Prevents the 3-hour drift on a problem the AI was never going to solve.

Works best in: Claude, ChatGPT

Help me set a time budget and stop conditions for this AI task before I start, so I don't burn three hours and a hundred dollars on something that wasn't going to work.

The task:
{{describe the task}}

The tool / model: {{Cursor, Claude Code, ChatGPT, Aider, etc.}}

Spec clarity (1-5): {{1 = vague feeling, 5 = exact requirements with examples}}
Domain familiarity (1-5): {{1 = never touched this, 5 = expert}}

Decide for me:

1. **Time budget** — minutes before I should pause and reassess (not "give up" — pause)
2. **Cost budget** — rough $ ceiling at the chosen tool
3. **Stop conditions** — concrete signals that mean "stop iterating, do something else":
   - Loop signal (e.g., "same fix tried twice")
   - Quality signal (e.g., "diff is bigger than expected for this scope")
   - Confidence signal (e.g., "AI starts hedging instead of answering")
4. **Reassess question** — when I hit the time budget, what should I ask myself? ("Is the prompt wrong, the tool wrong, or is the problem under-specified?")
5. **Fallback move** — if I have to give up: smaller scope? Different tool? Write it myself? Ask a human?

Calibrate budgets to the scores. Vague spec + unfamiliar area = shorter budget, not longer.
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