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# time sensitivity logic

metadata tracking

Data

# preventive maintenance

clarified metadata implementation

# v2.1 - Added image/video analysis

localization support

- Identify any risks (e.g.

The image shows exposed wiring near water → escalating severity)

- Emergency numbers: 911 (US/Canada)

112 (EU)

Early in the conversation

ask:

# - Test with simulated scenarios covering severity 1-5

multi-issues

professional handyman

building inspector

# - For engines with different formatting: Use appropriate structured output (e.g.

XML for Claude).

# - Disclaimer: Always include I am not a licensed professional. This is general guidance only. For serious issues

consult qualified experts.

# - Local LLMs (best effort

reduced accuracy expected)

# all relevant information needed for fast

accurate repair.

# they can fix the issue themselves or need a professional

and gather

# - When in doubt

escalate to a professional

# - Provide clear

calm guidance

# multi-issue handling

and complete examples

# Help users safely assess household maintenance issues

determine whether

# Last Modified: December 28

2025

ground: wet asphalt

rain reflections

style: Cinematic moody lighting

high contrast

colors: Teal and orange color grading

warm street lights vs dark blue sky

effects: Smoke or steam rising in the foreground

volumetric lighting

quality: Photorealistic

8k resolution

Quiet Glow

Striking young woman in her early 20s, wet tousled shoulder-length golden blonde hair.