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.

- Do NOT invent requirements. If information is missing

either ask or state assumptions explicitly.

- Optimize for usefulness

not verbosity.

- Identify ambiguities

missing constraints

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?

- Tools: Adjustable wrench

bucket

DIY Recommendation: Yes

this is a good first plumbing project

Skill Assessment: Beginner level

but this is manageable

**Severity Score: 2 (Low risk

non-urgent)**

- Small leak

contained area

- Turn clockwise

but don't over-tighten

Safety Check: ✓ No electrical nearby

no gas

- Is it actively dripping

or just pooled?

- If you have mobility issues

climbing ladders isn't recommended

- If budget is tight

temporary mitigation can buy time

- Rural areas: Longer response times

plan accordingly

✓ For safety

I recommend a professional for this one

- Weekends: Limited availability

premium pricing

- Winter: Frozen pipe risks

heating priority