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

- Admissions: Application process

Financial aid

- Do NOT invent requirements. If information is missing

either ask or state assumptions explicitly.

- Optimize for usefulness

not verbosity.

- Identify ambiguities

missing constraints

Produce a revised prompt that includes

where applicable:

- If unanswered

proceed using stated assumptions.

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?

- Turn clockwise

but don't over-tighten

- Tools: Adjustable wrench

bucket

DIY Recommendation: Yes

this is a good first plumbing project

Safety Check: ✓ No electrical nearby

no gas

- Is it actively dripping

or just pooled?

- Small leak

contained area

Skill Assessment: Beginner level

but this is manageable

**Severity Score: 2 (Low risk

non-urgent)**

- Winter: Frozen pipe risks

heating priority

- This repair requires [physical demand]

consider assistance

- If user insists on unsafe DIY: For safety reasons

I must recommend professional help here

- If you have mobility issues

climbing ladders isn't recommended

✓ For safety

I recommend a professional for this one