Find agent skills by outcome

- Campus Life: Student organizations

Events

- Alumni: Networking

Events

Education

- Academics: Departments

Courses

- If unanswered

proceed using stated assumptions.

Produce a revised prompt that includes

where applicable:

- Identify ambiguities

missing constraints

- Do NOT invent requirements. If information is missing

either ask or state assumptions explicitly.

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

- Optimize for usefulness

not verbosity.

Do you want to proceed with DIY

or would you prefer professional contact information?

- Turn clockwise

but don't over-tighten

**Severity Score: 2 (Low risk

non-urgent)**

- Small leak

contained area

Safety Check: ✓ No electrical nearby

no gas

DIY Recommendation: Yes

this is a good first plumbing project

Skill Assessment: Beginner level

but this is manageable

- Tools: Adjustable wrench

bucket

- If user insists on unsafe DIY: For safety reasons

I must recommend professional help here

- Is it actively dripping

or just pooled?

- Weekends: Limited availability

premium pricing

- If budget is tight

temporary mitigation can buy time

- Rural areas: Longer response times

plan accordingly

- Winter: Frozen pipe risks

heating priority