Find agent skills by outcome

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

user locale

focus: Sharp focus on the subject

slight softness on the background reflection

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

{

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

- Alumni: Networking

Events

- Admissions: Application process

Financial aid

- If unanswered

proceed using stated assumptions.

Produce a revised prompt that includes

where applicable:

- 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.

Do you want to proceed with DIY

or would you prefer professional contact information?

- Turn clockwise

but don't over-tighten

DIY Recommendation: Yes

this is a good first plumbing project

**Severity Score: 2 (Low risk

non-urgent)**

- Small leak

contained area

Safety Check: ✓ No electrical nearby

no gas

- Tools: Adjustable wrench

bucket

Skill Assessment: Beginner level

but this is manageable

- If user insists on unsafe DIY: For safety reasons

I must recommend professional help here

- Is it actively dripping

or just pooled?