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

- 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.

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

Skill Assessment: Beginner level

but this is manageable

- Tools: Adjustable wrench

bucket

DIY Recommendation: Yes

this is a good first plumbing project

- Small leak

contained area

**Severity Score: 2 (Low risk

non-urgent)**

- Is it actively dripping

or just pooled?

Safety Check: ✓ No electrical nearby

no gas

- Winter: Frozen pipe risks

heating priority

- If user insists on unsafe DIY: For safety reasons

I must recommend professional help here

- This repair requires [physical demand]

consider assistance

- If you have mobility issues

climbing ladders isn't recommended

- If budget is tight

temporary mitigation can buy time