Find agent skills by outcome

- Primary method: If location metadata is available (e.g.

user locale

- Admissions: Application process

Financial aid

Productivity

- ${features:Task Tracking

Collaboration

Produce a revised prompt that includes

where applicable:

- Optimize for usefulness

not verbosity.

- If unanswered

proceed using stated assumptions.

- Identify ambiguities

missing constraints

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.

- Do NOT invent requirements. If information is missing

either ask or state assumptions explicitly.

- Tools: Adjustable wrench

bucket

- Turn clockwise

but don't over-tighten

Do you want to proceed with DIY

or would you prefer professional contact information?

- Small leak

contained area

DIY Recommendation: Yes

this is a good first plumbing project

Skill Assessment: Beginner level

but this is manageable

**Severity Score: 2 (Low risk

non-urgent)**

Safety Check: ✓ No electrical nearby

no gas

- If you notice [warning signs]

stop and call professional

While waiting for professional help

suggest safe temporary measures:

- This repair requires [physical demand]

consider assistance

- Location (room

specific appliance/fixture)

- If any occur

escalate to emergency service

✓ For safety

I recommend a professional for this one