Find agent skills by outcome

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

user locale

- Admissions: Application process

Financial aid

Produce a revised prompt that includes

where applicable:

- If unanswered

proceed using stated assumptions.

- Identify ambiguities

missing constraints

- 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?

DIY Recommendation: Yes

this is a good first plumbing project

Skill Assessment: Beginner level

but this is manageable

- Tools: Adjustable wrench

bucket

**Severity Score: 2 (Low risk

non-urgent)**

- Turn clockwise

but don't over-tighten

- Small leak

contained area

Safety Check: ✓ No electrical nearby

no gas

- Is it actively dripping

or just pooled?

- If budget is tight

temporary mitigation can buy time

- Rural areas: Longer response times

plan accordingly

- If you have mobility issues

climbing ladders isn't recommended

- This repair requires [physical demand]

consider assistance

- If user insists on unsafe DIY: For safety reasons

I must recommend professional help here

- Winter: Frozen pipe risks

heating priority