Bernt
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- Go backend API with full CRUD for all modules (CRM, Sales, Finance, HR, Legal, Marketing, Support, Purchase, Inventory, Projects, Automation, Analytics) - Rust analytics service with parallel report generation - C runtime with POSIX shared memory IPC - PostgreSQL schema with 30+ tables, full migrations - Redis cache, sessions, pub/sub - Kafka event streaming with Zookeeper - WebSocket hub for real-time updates - Automation engine with cron jobs, workflows, event triggers - JWT authentication, multi-tenant from start - Docker Compose with all services - Nginx reverse proxy with rate limiting - Integration tests passing - Feature gap analysis against Fortnox/Odoo/Visma Refs: BOC-001
Construction Site Monitoring
VIMS instance for construction-site.
Related Article
/insights/the-future-of-infrastructure-monitoring/
Anomaly Classes
- safety_violation
- equipment_idle
- material_waste
- progress_delay
- unauthorized_access
Quick Start
- Add training images to
data/raw/ - Annotate using LabelImg (YOLO format)
- Run preprocessing:
python src/detector.py - Train model:
python src/detector.py --train - Run inference:
python src/detector.py --predict data/test/image.jpg
API
Once deployed, access via:
- REST:
POST /api/construction-site/predict - WebSocket:
ws://host/ws/construction-site/alerts