Find agent skills by outcome

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

user locale

- Admissions: Application process

Financial aid

- Identify ambiguities

missing constraints

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.

- 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

DIY Recommendation: Yes

this is a good first plumbing project

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

**Severity Score: 2 (Low risk

non-urgent)**

Safety Check: ✓ No electrical nearby

no gas

- Small leak

contained area

- Is it actively dripping

or just pooled?

- If user insists on unsafe DIY: For safety reasons

I must recommend professional help here

- This repair requires [physical demand]

consider assistance

- Winter: Frozen pipe risks

heating priority

- Weekends: Limited availability

premium pricing

✓ For safety

I recommend a professional for this one

- Rural areas: Longer response times

plan accordingly