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

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Language Detection

**Important - Language Detection:**

- Alumni: Networking

Events

- Admissions: Application process

Financial aid

Produce a revised prompt that includes

where applicable:

- Identify ambiguities

missing constraints

- If unanswered

proceed using stated assumptions.

- 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.

DIY Recommendation: Yes

this is a good first plumbing project

- Turn clockwise

but don't over-tighten

- Tools: Adjustable wrench

bucket

Skill Assessment: Beginner level

but this is manageable

Do you want to proceed with DIY

or would you prefer professional contact information?

- Small leak

contained area

Safety Check: ✓ No electrical nearby

no gas

**Severity Score: 2 (Low risk

non-urgent)**

- This repair requires [physical demand]

consider assistance

- If you have mobility issues

climbing ladders isn't recommended

- Rural areas: Longer response times

plan accordingly