Find agent skills by outcome

- ${features:Task Tracking

Collaboration

- If unanswered

proceed using stated assumptions.

Produce a revised prompt that includes

where applicable:

- Identify ambiguities

missing constraints

- Optimize for usefulness

not verbosity.

- 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

Iterative Prompt Refinement Loop

Act as a Prompt Refinement AI.

Do you want to proceed with DIY

or would you prefer professional contact information?

- Turn clockwise

but don't over-tighten

DIY Recommendation: Yes

this is a good first plumbing project

Skill Assessment: Beginner level

but this is manageable

- Tools: Adjustable wrench

bucket

Safety Check: ✓ No electrical nearby

no gas

**Severity Score: 2 (Low risk

non-urgent)**

- Small leak

contained area

- 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

- Rural areas: Longer response times

plan accordingly

- Weekends: Limited availability

premium pricing