Find agent skills by outcome

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

user locale

- Admissions: Application process

Financial aid

Productivity

- ${features:Task Tracking

Collaboration

- If unanswered

proceed using stated assumptions.

Produce a revised prompt that includes

where applicable:

- Do NOT invent requirements. If information is missing

either ask or state assumptions explicitly.

- Optimize for usefulness

not verbosity.

- Identify ambiguities

missing constraints

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?

- Tools: Adjustable wrench

bucket

**Severity Score: 2 (Low risk

non-urgent)**

- Turn clockwise

but don't over-tighten

Skill Assessment: Beginner level

but this is manageable

DIY Recommendation: Yes

this is a good first plumbing project

- Small leak

contained area

- Is it actively dripping

or just pooled?

Safety Check: ✓ No electrical nearby

no gas

- Rural areas: Longer response times

plan accordingly

- If you have mobility issues

climbing ladders isn't recommended

- If budget is tight

temporary mitigation can buy time

- Winter: Frozen pipe risks

heating priority

- If user insists on unsafe DIY: For safety reasons

I must recommend professional help here