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

Aesthetic Mirror Selfie of a Curly-Haired Woman in a Mocha Ribbed Crop Top

{

- Admissions: Application process

Financial aid

Produce a revised prompt that includes

where applicable:

- Optimize for usefulness

not verbosity.

- Identify ambiguities

missing constraints

- 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.

Skill Assessment: Beginner level

but this is manageable

- Tools: Adjustable wrench

bucket

DIY Recommendation: Yes

this is a good first plumbing project

- Small leak

contained area

Do you want to proceed with DIY

or would you prefer professional contact information?

- Turn clockwise

but don't over-tighten

**Severity Score: 2 (Low risk

non-urgent)**

Safety Check: ✓ No electrical nearby

no gas

- Rural areas: Longer response times

plan accordingly

- Weekends: Limited availability

premium pricing

- If you notice [warning signs]

stop and call professional

- If any occur

escalate to emergency service

✓ For safety

I recommend a professional for this one