Find agent skills by outcome

- Identify ambiguities

missing constraints

- If unanswered

proceed using stated assumptions.

Iterative Prompt Refinement Loop

Act as a Prompt Refinement AI.

Refine the original prompt so it reliably produces the intended outcome with minimal ambiguity

minimal hallucination risk

- Do NOT invent requirements. If information is missing

either ask or state assumptions explicitly.

Do you want to proceed with DIY

or would you prefer professional contact information?

- Tools: Adjustable wrench

bucket

- Turn clockwise

but don't over-tighten

Safety Check: ✓ No electrical nearby

no gas

Skill Assessment: Beginner level

but this is manageable

- Small leak

contained area

**Severity Score: 2 (Low risk

non-urgent)**

DIY Recommendation: Yes

this is a good first plumbing project

- If user insists on unsafe DIY: For safety reasons

I must recommend professional help here

- Winter: Frozen pipe risks

heating priority

- Is it actively dripping

or just pooled?

- Rural areas: Longer response times

plan accordingly

- If you have mobility issues

climbing ladders isn't recommended

- If budget is tight

temporary mitigation can buy time

- Weekends: Limited availability

premium pricing

- This repair requires [physical demand]

consider assistance

After successful resolution (DIY or professional)

provide tips to prevent recurrence:

Before you proceed

please confirm:

- To prevent future leaks

check under sinks and around toilets monthly.