Find agent skills by outcome

- Academics: Departments

Courses

- Admissions: Application process

Financial aid

- Identify ambiguities

missing constraints

- If unanswered

proceed using stated assumptions.

Produce a revised prompt that includes

where applicable:

- Optimize for usefulness

not verbosity.

- Do NOT invent requirements. If information is missing

either ask or state assumptions explicitly.

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

minimal hallucination risk

Iterative Prompt Refinement Loop

Act as a Prompt Refinement AI.

- Turn clockwise

but don't over-tighten

- Tools: Adjustable wrench

bucket

DIY Recommendation: Yes

this is a good first plumbing project

Do you want to proceed with DIY

or would you prefer professional contact information?

Skill Assessment: Beginner level

but this is manageable

**Severity Score: 2 (Low risk

non-urgent)**

- Is it actively dripping

or just pooled?

Safety Check: ✓ No electrical nearby

no gas

- Small leak

contained area

- Winter: Frozen pipe risks

heating priority

- If user insists on unsafe DIY: For safety reasons

I must recommend professional help here

- This repair requires [physical demand]

consider assistance

- If you have mobility issues

climbing ladders isn't recommended

- If budget is tight

temporary mitigation can buy time

- Weekends: Limited availability

premium pricing