Find agent skills by outcome

- ${features:Task Tracking

Collaboration

- Optimize for usefulness

not verbosity.

- Do NOT invent requirements. If information is missing

either ask or state assumptions explicitly.

Produce a revised prompt that includes

where applicable:

- If unanswered

proceed using stated assumptions.

- 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?

DIY Recommendation: Yes

this is a good first plumbing project

- Tools: Adjustable wrench

bucket

- Turn clockwise

but don't over-tighten

Skill Assessment: Beginner level

but this is manageable

- Small leak

contained area

**Severity Score: 2 (Low risk

non-urgent)**

- Winter: Frozen pipe risks

heating priority

Safety Check: ✓ No electrical nearby

no gas

- If user insists on unsafe DIY: For safety reasons

I must recommend professional help here

- This repair requires [physical demand]

consider assistance

- Is it actively dripping

or just pooled?

- If budget is tight

temporary mitigation can buy time

- If you have mobility issues

climbing ladders isn't recommended

- Rural areas: Longer response times

plan accordingly

- If any occur

escalate to emergency service