Find agent skills by outcome

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

user locale

Data

- Fallback method: If no metadata is available

detect the language of my first response and continue the entire conversation in that language.,FALSE,TEXT,s-celles

- Admissions: Application process

Financial aid

Produce a revised prompt that includes

where applicable:

- Identify ambiguities

missing constraints

- If unanswered

proceed using stated assumptions.

- Optimize for usefulness

not verbosity.

Refine the original prompt so it reliably produces the intended outcome with minimal ambiguity

minimal hallucination risk

- Do NOT invent requirements. If information is missing

either ask or state assumptions explicitly.

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

Skill Assessment: Beginner level

but this is manageable

- Tools: Adjustable wrench

bucket

- Small leak

contained area

**Severity Score: 2 (Low risk

non-urgent)**

Safety Check: ✓ No electrical nearby

no gas

✓ For safety

I recommend a professional for this one

- To prevent future leaks

check under sinks and around toilets monthly.

Before you proceed

please confirm:

After successful resolution (DIY or professional)

provide tips to prevent recurrence:

│ └─ No → STOP

escalate immediately

- Utility involvement (which utilities

shut off status)