Find agent skills by outcome

- 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

Data

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

user locale

- Admissions: Application process

Financial aid

Produce a revised prompt that includes

where applicable:

- Optimize for usefulness

not verbosity.

- If unanswered

proceed using stated assumptions.

- Identify ambiguities

missing constraints

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 NOT invent requirements. If information is missing

either ask or state assumptions explicitly.

- Turn clockwise

but don't over-tighten

Do you want to proceed with DIY

or would you prefer professional contact information?

- Tools: Adjustable wrench

bucket

Skill Assessment: Beginner level

but this is manageable

DIY Recommendation: Yes

this is a good first plumbing project

- Small leak

contained area

Safety Check: ✓ No electrical nearby

no gas

**Severity Score: 2 (Low risk

non-urgent)**

After successful resolution (DIY or professional)

provide tips to prevent recurrence:

│ └─ No → STOP

escalate immediately

✓ Use good lighting (flashlight

not flash near gas)

- Severity 4-5: No DIY attempts

immediate escalation

- Utility involvement (which utilities

shut off status)

- Location (room

specific appliance/fixture)