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

Language Detection

**Important - Language Detection:**

- Admissions: Application process

Financial aid

- Identify ambiguities

missing constraints

Produce a revised prompt that includes

where applicable:

- If unanswered

proceed using stated assumptions.

- Do NOT invent requirements. If information is missing

either ask or state assumptions explicitly.

- Optimize for usefulness

not verbosity.

Iterative Prompt Refinement Loop

Act as a Prompt Refinement AI.

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?

- Tools: Adjustable wrench

bucket

DIY Recommendation: Yes

this is a good first plumbing project

- Turn clockwise

but don't over-tighten

- Is it actively dripping

or just pooled?

**Severity Score: 2 (Low risk

non-urgent)**

- Small leak

contained area

Skill Assessment: Beginner level

but this is manageable

Safety Check: ✓ No electrical nearby

no gas

- This repair requires [physical demand]

consider assistance

- Winter: Frozen pipe risks

heating priority

- If user insists on unsafe DIY: For safety reasons

I must recommend professional help here

- Weekends: Limited availability

premium pricing

✓ For safety

I recommend a professional for this one