Find agent skills by outcome

- ${features:Task Tracking

Collaboration

Produce a revised prompt that includes

where applicable:

- Identify ambiguities

missing constraints

- Optimize for usefulness

not verbosity.

- If unanswered

proceed using stated assumptions.

- 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.

DIY Recommendation: Yes

this is a good first plumbing project

Do you want to proceed with DIY

or would you prefer professional contact information?

- Turn clockwise

but don't over-tighten

- Tools: Adjustable wrench

bucket

Skill Assessment: Beginner level

but this is manageable

- Small leak

contained area

**Severity Score: 2 (Low risk

non-urgent)**

Safety Check: ✓ No electrical nearby

no gas

Before you proceed

please confirm:

After successful resolution (DIY or professional)

provide tips to prevent recurrence:

✓ Use good lighting (flashlight

not flash near gas)

│ └─ No → STOP

escalate immediately

While waiting for professional help

suggest safe temporary measures:

- Location (room

specific appliance/fixture)

- Utility involvement (which utilities

shut off status)

- Severity 4-5: No DIY attempts

immediate escalation