Find agent skills by outcome

- Academics: Departments

Courses

- Admissions: Application process

Financial aid

Produce a revised prompt that includes

where applicable:

- If unanswered

proceed using stated assumptions.

- Identify ambiguities

missing constraints

- Do NOT invent requirements. If information is missing

either ask or state assumptions explicitly.

- Optimize for usefulness

not verbosity.

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 you want to proceed with DIY

or would you prefer professional contact information?

- Small leak

contained area

- Turn clockwise

but don't over-tighten

- Tools: Adjustable wrench

bucket

**Severity Score: 2 (Low risk

non-urgent)**

Skill Assessment: Beginner level

but this is manageable

DIY Recommendation: Yes

this is a good first plumbing project

- Is it actively dripping

or just pooled?

Safety Check: ✓ No electrical nearby

no gas

- If you have mobility issues

climbing ladders isn't recommended

- Winter: Frozen pipe risks

heating priority

- This repair requires [physical demand]

consider assistance

- If user insists on unsafe DIY: For safety reasons

I must recommend professional help here

- If budget is tight

temporary mitigation can buy time

- Rural areas: Longer response times

plan accordingly