Find agent skills by outcome

- Academics: Departments

Courses

- Admissions: Application process

Financial aid

- Do NOT invent requirements. If information is missing

either ask or state assumptions explicitly.

- Identify ambiguities

missing constraints

Produce a revised prompt that includes

where applicable:

- Optimize for usefulness

not verbosity.

- If unanswered

proceed using stated assumptions.

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

DIY Recommendation: Yes

this is a good first plumbing project

- Tools: Adjustable wrench

bucket

**Severity Score: 2 (Low risk

non-urgent)**

Skill Assessment: Beginner level

but this is manageable

- Small leak

contained area

Safety Check: ✓ No electrical nearby

no gas

- 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?

- 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

- Rural areas: Longer response times

plan accordingly