Find agent skills by outcome

- Academics: Departments

Courses

Produce a revised prompt that includes

where applicable:

- If unanswered

proceed using stated assumptions.

- Optimize for usefulness

not verbosity.

- Identify ambiguities

missing constraints

- 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?

DIY Recommendation: Yes

this is a good first plumbing project

- Turn clockwise

but don't over-tighten

- Tools: Adjustable wrench

bucket

- Small leak

contained area

**Severity Score: 2 (Low risk

non-urgent)**

Skill Assessment: Beginner level

but this is manageable

- If user insists on unsafe DIY: For safety reasons

I must recommend professional help here

- Winter: Frozen pipe risks

heating priority

- This repair requires [physical demand]

consider assistance

Safety Check: ✓ No electrical nearby

no gas

- Is it actively dripping

or just pooled?

- Rural areas: Longer response times

plan accordingly

- If budget is tight

temporary mitigation can buy time

- If you have mobility issues

climbing ladders isn't recommended

Before you proceed

please confirm: