Extensively revamp the README.md to provide clearer project structure and
better documentation. Major changes include:

- Add clear overview and key features sections
- Include detailed application descriptions with usage examples
- Expand installation guide with prerequisites
- Add supported devices and hardware compatibility list
- Improve FAQ section with better organization
- Add architecture diagram and community support information
- Update formatting and layout for better readability

The updated documentation makes it easier for new users to understand and
get started with DeepCamera while providing comprehensive technical details
for advanced users.

Add steps to delete CNAME and _site/CNAME files before the Jekyll build
process in the GitHub Pages workflow. This prevents any existing CNAME
configurations from interfering with the deployment process.

The removal of these files ensures a clean build environment and avoids
potential conflicts with custom domain settings.

…ecture

Create three new documentation files:
- Home Assistant integration guide
- DeepCamera pipeline architecture overview
- Supported AI models documentation

These documents provide in-depth technical details about DeepCamera's capabilities, integration methods, and underlying technical architecture, enhancing project documentation and user understanding.

…son (SharpAI#112)

Co-authored-by: simba <simba@macbook-air-m3.axiadord>

- Rename 'Aegis AI' → 'SharpAI Aegis' to match www.sharpai.org branding
- Reframe intro: present SharpAI Aegis as desktop companion for DeepCamera
- Add DeepCamera Roadmap section with planned features (VLM, SAM2, DINOv3,
  depth estimation, camera plugins, messaging, automation, skill architecture)
- Update ecosystem table with 'LLM-driven setup for DeepCamera'
- All SEO keywords preserved (30 keywords verified identical counts)

- Replace 11-row comparison table with concise co-existence framing
- Change 'smart alert delivery' to 'conversational messaging'
- DeepCamera and SharpAI Aegis presented as natural pairing, not competitors