Chore: rename api->camera-management-api and web->management-dashboard-web-app; update compose, ignore, README references

camera-management-api/ai_agent/README.md

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+# AI Agent Resources
+
+This directory contains resources specifically designed to help AI agents understand and work with the USDA Vision Camera System.
+
+## Directory Structure
+
+### `/guides/`
+Contains comprehensive guides for AI agents:
+- `AI_AGENT_INSTRUCTIONS.md` - Specific instructions for AI agents working with this system
+- `AI_INTEGRATION_GUIDE.md` - Guide for integrating AI capabilities with the camera system
+
+### `/examples/`
+Contains practical examples and demonstrations:
+- `demos/` - Python demo scripts showing various system capabilities
+- `notebooks/` - Jupyter notebooks with interactive examples and tests
+
+### `/references/`
+Contains API references and technical specifications:
+- `api-endpoints.http` - HTTP API endpoint examples
+- `api-tests.http` - API testing examples
+- `streaming-api.http` - Streaming API examples
+- `camera-api.types.ts` - TypeScript type definitions for the camera API
+
+## Key Learning Resources
+
+1. **System Architecture**: Review the main system structure in `/usda_vision_system/`
+2. **Configuration**: Study `config.json` for system configuration options
+3. **API Documentation**: Check `/docs/api/` for API specifications
+4. **Feature Guides**: Review `/docs/features/` for feature-specific documentation
+5. **Test Examples**: Examine `/tests/` for comprehensive test coverage
+
+## Quick Start for AI Agents
+
+1. Read `guides/AI_AGENT_INSTRUCTIONS.md` first
+2. Review the demo scripts in `examples/demos/`
+3. Study the API references in `references/`
+4. Examine test files to understand expected behavior
+5. Check configuration options in the root `config.json`
+
+## System Overview
+
+The USDA Vision Camera System is a multi-camera monitoring and recording system with:
+- Real-time camera streaming
+- MQTT-based automation
+- Auto-recording capabilities
+- RESTful API interface
+- Web-based camera preview
+- Comprehensive logging and monitoring
+
+For detailed system documentation, see the `/docs/` directory.