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

- Admissions: Application process

Financial aid

Productivity

- ${features:Task Tracking

Collaboration

- If unanswered

proceed using stated assumptions.

Produce a revised prompt that includes

where applicable:

- Optimize for usefulness

not verbosity.

- Do NOT invent requirements. If information is missing

either ask or state assumptions explicitly.

- Identify ambiguities

missing constraints

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?

Skill Assessment: Beginner level

but this is manageable

- Turn clockwise

but don't over-tighten

- Tools: Adjustable wrench

bucket

DIY Recommendation: Yes

this is a good first plumbing project

**Severity Score: 2 (Low risk

non-urgent)**

- Small leak

contained area

- 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