General
PromptBeginner5 minmarkdown
Iterative Prompt Refinement Loop
Act as a Prompt Refinement AI.
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General
PromptBeginner5 minmarkdown
Refine the original prompt so it reliably produces the intended outcome with minimal ambiguity
minimal hallucination risk
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General
PromptBeginner5 minmarkdown
- Small leak
contained area
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General
PromptBeginner5 minmarkdown
**DIY Recommendation:** Yes
this is a good first plumbing project
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General
PromptBeginner5 minmarkdown
**Skill Assessment:** Beginner level
but this is manageable
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General
PromptBeginner5 minmarkdown
- Tools: Adjustable wrench
bucket
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General
PromptBeginner5 minmarkdown
- Turn clockwise
but don't over-tighten
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General
PromptBeginner5 minmarkdown
Do you want to proceed with DIY
or would you prefer professional contact information?
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General
PromptBeginner5 minmarkdown
**Severity Score: 2 (Low risk
non-urgent)**
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General
PromptBeginner5 minmarkdown
**Safety Check:** ✓ No electrical nearby
no gas
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General
PromptBeginner5 minmarkdown
- Winter: Frozen pipe risks
heating priority
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General
PromptBeginner5 minmarkdown
- If budget is tight
temporary mitigation can buy time
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General
PromptBeginner5 minmarkdown
- Location (room
specific appliance/fixture)
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General
PromptBeginner5 minmarkdown
- Utility involvement (which utilities
shut off status)
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General
PromptBeginner5 minmarkdown
- Severity 4-5: No DIY attempts
immediate escalation
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General
PromptBeginner5 minmarkdown
✓ Use good lighting (flashlight
not flash near gas)
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General
PromptBeginner5 minmarkdown
│ └─ No → STOP
escalate immediately
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General
PromptBeginner5 minmarkdown
After successful resolution (DIY or professional)
provide tips to prevent recurrence:
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General
PromptBeginner5 minmarkdown
Before you proceed
please confirm:
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General
PromptBeginner5 minmarkdown
- If user insists on unsafe DIY: For safety reasons
I must recommend professional help here
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General
PromptBeginner5 minmarkdown
✓ For safety
I recommend a professional for this one
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General
PromptBeginner5 minmarkdown
- If any occur
escalate to emergency service
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General
PromptBeginner5 minmarkdown
- If you notice [warning signs]
stop and call professional
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General
PromptBeginner5 minmarkdown
- Weekends: Limited availability
premium pricing
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