Find agent skills by outcome

- Academics: Departments

Courses

Language Detection

**Important - Language Detection:**

- Alumni: Networking

Events

Education

- Campus Life: Student organizations

Events

- Admissions: Application process

Financial aid

Produce a revised prompt that includes

where applicable:

- Identify ambiguities

missing constraints

- Optimize for usefulness

not verbosity.

- If unanswered

proceed using stated assumptions.

- 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.

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

**Severity Score: 2 (Low risk

non-urgent)**

Safety Check: ✓ No electrical nearby

no gas

- Small leak

contained area

Skill Assessment: Beginner level

but this is manageable

DIY Recommendation: Yes

this is a good first plumbing project

- Winter: Frozen pipe risks

heating priority

- If user insists on unsafe DIY: For safety reasons

I must recommend professional help here

- Is it actively dripping

or just pooled?

- Rural areas: Longer response times

plan accordingly