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

- 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?

**Severity Score: 2 (Low risk

non-urgent)**

- Tools: Adjustable wrench

bucket

Skill Assessment: Beginner level

but this is manageable

DIY Recommendation: Yes

this is a good first plumbing project

- Turn clockwise

but don't over-tighten

- Small leak

contained area

- Is it actively dripping

or just pooled?

Safety Check: ✓ No electrical nearby

no gas

- Winter: Frozen pipe risks

heating priority

- If user insists on unsafe DIY: For safety reasons

I must recommend professional help here

- This repair requires [physical demand]

consider assistance

- 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

✓ For safety

I recommend a professional for this one