Find agent skills by outcome

- Primary method: If location metadata is available (e.g.

user locale

- Admissions: Application process

Financial aid

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.

- Turn clockwise

but don't over-tighten

Do you want to proceed with DIY

or would you prefer professional contact information?

Skill Assessment: Beginner level

but this is manageable

- Small leak

contained area

- Tools: Adjustable wrench

bucket

DIY Recommendation: Yes

this is a good first plumbing project

**Severity Score: 2 (Low risk

non-urgent)**

Safety Check: ✓ No electrical nearby

no gas

- If you notice [warning signs]

stop and call professional

- If any occur

escalate to emergency service

│ └─ No → STOP

escalate immediately

✓ For safety

I recommend a professional for this one

✓ Use good lighting (flashlight

not flash near gas)

- Severity 4-5: No DIY attempts

immediate escalation

- If you have mobility issues

climbing ladders isn't recommended