AI Modules
Edge-first building blocks for real-time monitoring, identity-aware security and deterministic automation.
LLMlocal orchestration
Visionreal-time events
APIaudit-ready pipeline
LLM
Local LLM orchestration
Natural language is converted to JSON actions with deterministic settings for safe and predictable execution.
- ✓Local LLM via Ollama
- ✓Voice or text control
- ✓Deterministic configuration (temperature=0)
- ✓Optional fast parser for simple commands
- ✓Policy gates before actions
CV
Vision Hub (FastAPI)
Real-time computer vision that emits structured events and snapshots, designed for audit and operations.
- ✓YOLO object detection
- ✓Face recognition + enrollment
- ✓Unknown face detection (intruder)
- ✓Unattended objects with authorized grace period
- ✓QR detection for workflow triggers
- ✓Snapshot + metadata per event
EV
Event System
A stable event pipeline for ingestion, listing APIs, storage and dashboards.
- ✓Event ingestion + listing API
- ✓Rate limiting & debounce protection
- ✓Retention-ready structure and hierarchy
- ✓Structured logging and health endpoints
- ✓UI integration patterns
Security workflows that understand context
If a person is not in the database, the system flags an intruder. If the person is authorized, permitted equipment can be allowed while unattended or forbidden objects can still trigger alarms.
Package these modules as services
We integrate modules into production-ready deployments for datacenters and on‑prem sites.