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.

Iterative Prompt Refinement Loop

Act as a Prompt Refinement AI.

- 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

Do you want to proceed with DIY

or would you prefer professional contact information?

- Turn clockwise

but don't over-tighten

- Tools: Adjustable wrench

bucket

- Small leak

contained area

Skill Assessment: Beginner level

but this is manageable

DIY Recommendation: Yes

this is a good first plumbing project

Safety Check: ✓ No electrical nearby

no gas

**Severity Score: 2 (Low risk

non-urgent)**

- 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?

- If budget is tight

temporary mitigation can buy time

- If you have mobility issues

climbing ladders isn't recommended

- This repair requires [physical demand]

consider assistance

- Weekends: Limited availability

premium pricing