Find agent skills by outcome

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

user locale

background_elements: Grey painted wall

white door frame or window frame edge on the left

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

{

effect_on_subject: Highlights the texture of the ribbed top

illuminates the face profile and torso

focus: Sharp focus on the subject

slight softness on the background reflection

angle: Eye-level

straight on relative to the mirror

- Admissions: Application process

Financial aid

- Alumni: Networking

Events

Produce a revised prompt that includes

where applicable:

- If unanswered

proceed using stated assumptions.

- Identify ambiguities

missing constraints

- Optimize for usefulness

not verbosity.

- 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?

Safety Check: ✓ No electrical nearby

no gas

**Severity Score: 2 (Low risk

non-urgent)**

Skill Assessment: Beginner level

but this is manageable

DIY Recommendation: Yes

this is a good first plumbing project

- Tools: Adjustable wrench

bucket

- Small leak

contained area