Find agent skills by outcome

- Academics: Departments

Courses

- Admissions: Application process

Financial aid

- Identify ambiguities

missing constraints

- Optimize for usefulness

not verbosity.

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.

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

- Tools: Adjustable wrench

bucket

DIY Recommendation: Yes

this is a good first plumbing project

**Severity Score: 2 (Low risk

non-urgent)**

Skill Assessment: Beginner level

but this is manageable

- Small leak

contained area

- If user insists on unsafe DIY: For safety reasons

I must recommend professional help here

- Is it actively dripping

or just pooled?

- This repair requires [physical demand]

consider assistance

- Winter: Frozen pipe risks

heating priority

Safety Check: ✓ No electrical nearby

no gas

- If budget is tight

temporary mitigation can buy time

- If you have mobility issues

climbing ladders isn't recommended

- Rural areas: Longer response times

plan accordingly