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

angle: Eye-level

straight on relative to the mirror

background_elements: Grey painted wall

white door frame or window frame edge on the left

effect_on_subject: Highlights the texture of the ribbed top

illuminates the face profile and torso

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

{

- Alumni: Networking

Events

- Admissions: Application process

Financial aid

- Identify ambiguities

missing constraints

Produce a revised prompt that includes

where applicable:

- If unanswered

proceed using stated assumptions.

- Optimize for usefulness

not verbosity.

Iterative Prompt Refinement Loop

Act as a Prompt Refinement AI.

- 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

Do you want to proceed with DIY

or would you prefer professional contact information?

- Turn clockwise

but don't over-tighten

- Small leak

contained area

- Tools: Adjustable wrench

bucket

DIY Recommendation: Yes

this is a good first plumbing project

Skill Assessment: Beginner level

but this is manageable

**Severity Score: 2 (Low risk

non-urgent)**

Safety Check: ✓ No electrical nearby

no gas

- If user insists on unsafe DIY: For safety reasons

I must recommend professional help here

- Is it actively dripping

or just pooled?