Natural language → Action JSON
Speak in your language. A local LLM interprets your intent and converts it into structured JSON actions for safe, deterministic automation across infrastructure and edge robotics.
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AI-first automation for datacenters and on‑prem operations
We combine real-time vision, local language orchestration and event-driven workflows—so infrastructure teams can automate inspections, security and operational tasks with predictable behavior.
Local LLM control
Voice or text → structured actions. Deterministic settings plus an optional fast parser for low‑latency commands.
Vision Hub (real‑time)
YOLO detection, face recognition, QR workflows and event emission with snapshots + metadata.
Event pipeline & audit
Rate‑limited ingestion, listing APIs, structured logs and retention-ready storage hierarchy.
Identity-aware security workflows
Context matters: unknown persons are flagged as intruders. Authorized staff can be allowed while unattended or forbidden objects still trigger alerts. Snapshots and metadata keep evidence audit-friendly.
- ✓Face enrollment and recognition (cosine distance matching)
- ✓Unattended / forgotten object detection with confirmation frames
- ✓Grace-period logic when an authorized person is present
- ✓Rate limiting + debounce to prevent alert storms
From events to actions — safely
Every detection becomes an event. Events can be reviewed, stored with retention rules and—when policy allows—converted into deterministic actions through a local orchestrator.
- ✓Health endpoints and stream watchdogs
- ✓Structured JSON logs for operations & compliance
- ✓Azure Local compatible edge deployments
- ✓Clear rollout: pilot → hardening → production
Want an AI-first infrastructure plan?
Tell us what you want to automate (security workflows, inspections, monitoring). We propose architecture + rollout plan optimized for offline/on‑prem.
Services at a glance
End‑to‑end delivery: architecture, migration, implementation and 24/7 operations — with an AI‑first focus where it matters.
Azure & Local Stack
Hybrid architectures, IaC automation and observability for speed and control.
For this demo, images are sourced from public stock libraries (Unsplash) and embedded via URL.
Delivery model
Clear phases, measurable outcomes and operational ownership after go‑live.
Assess
Quick audit of infrastructure, security posture and workflows. Define targets and constraints.
Build
Deploy modules, integrate events, define deterministic action plans and acceptance criteria.
Operate
Monitoring, patching, backups, runbooks, and continuous improvements — 24/7 where required.
Insights
Short, practical updates about infrastructure, security and AI operations.
Identity-aware alerts for on‑prem environments
How face recognition + object policies reduce false alarms without losing security coverage.
Deterministic automation with Action JSON
Why structured commands and safety rules matter when you automate physical systems.
Operational hardening checklist
Health checks, logging, retention, and deployment hygiene for production readiness.