Find agent skills by outcome

- Primary method: If location metadata is available (e.g.

user locale

- Alumni: Networking

Events

- Admissions: Application process

Financial aid

- Identify ambiguities

missing constraints

Produce a revised prompt that includes

where applicable:

- If unanswered

proceed using stated assumptions.

- 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

Skill Assessment: Beginner level

but this is manageable

DIY Recommendation: Yes

this is a good first plumbing project

**Severity Score: 2 (Low risk

non-urgent)**

- 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

- Is it actively dripping

or just pooled?

- This repair requires [physical demand]

consider assistance

- Winter: Frozen pipe risks

heating priority

- If you have mobility issues

climbing ladders isn't recommended

- If budget is tight

temporary mitigation can buy time