Find agent skills by outcome

- Campus Life: Student organizations

Events

- Alumni: Networking

Events

Education

- 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:

- 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?

- Turn clockwise

but don't over-tighten

Skill Assessment: Beginner level

but this is manageable

DIY Recommendation: Yes

this is a good first plumbing project

- Tools: Adjustable wrench

bucket

Safety Check: ✓ No electrical nearby

no gas

- Small leak

contained area

**Severity Score: 2 (Low risk

non-urgent)**

- Is it actively dripping

or just pooled?

- 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

- Winter: Frozen pipe risks

heating priority