Edge AI & Embedded Systems

Production-Grade AI.
Localized Execution.

We bridge the gap between complex algorithmic design and bare-metal edge hardware. Custom LLMs, advanced computer vision, and embedded systems engineered for absolute data sovereignty.

"We advocate local model deployment for all. By eliminating third-party cloud dependencies, we guarantee near-zero latency, zero bandwidth bottlenecks, and absolute data privacy."
Unlike cloud-only industrial platforms that upload security footage to remote servers, or traditional system integrators who install cameras without visual intelligence, we deliver the complete sovereign stack: turn-key hardware mounting to local CUDA edge acceleration.
Catalog

Edge AI Products & Solutions Matrix

On-premises computing products and visual processing intelligence, engineered to run directly at the hardware source without third-party dependencies.

Safety

PPE Detection

Core Focus: Real-time safety compliance monitoring for hard hats, high-vis vests, goggles, and harnesses.

  • Strict local, low-latency object classification and segmentation
  • Zero-delay alerts via local relays, alarm sirens, and displays
  • Custom safety zoning and safety barrier intrusion checks
  • Optimized to compile and execute directly on native Linux + CUDA platforms

Intrusion & Restricted Entry

Core Focus: Smart perimeter defense and secure area breach monitoring.

  • Directional line-crossing and polygon tripwires
  • Human/vehicle tracking and classification (ignores animals/shadows)
  • Direct relay integrations with magnetic locks, turnstiles, and gates
  • Tamper-proof local storage and offline security logs

Fire & Smoke Detection

Core Focus: Instant visual threat recognition for manufacturing and hazardous warehouses.

  • Optical flame flickers and smoke opacity plume analysis
  • Early response triggers before thermal smoke detectors trigger
  • High-speed processing across broad view fields
  • Direct physical dry-contact relay integration with fire alarms

Scratch & Dent Detection

Core Focus: Ultra-precise visual quality control for manufacturing assembly lines.

  • Sub-millimeter physical defect identification on metallic/plastic surfaces
  • High-speed inspection tracking for fast conveyor systems
  • Automatic categorization of scratch severity and surface blemishes
  • Statistical failure tracking with PySpark and local dashboard integrations

Face Recognition & Restricted Entry

Core Focus: High-security biometric validation and access control.

  • Anti-spoofing liveness detection (rejects photos/video playbacks)
  • Edge database verification under 15ms latency
  • Direct relay integrations with magnetic locks, turnstiles, and gates
  • Restricted-zone alarms (unauthorized presence alert)

Intelligent Security & Retail Analytics

Core Focus: ANPR OCR, shoplifting detection, person counting, and guard patrol compliance.

  • ANPR: Multi-line OCR vehicle plate reading under rain or low-light
  • Shoplifting: Trajectory analysis to identify concealment gestures
  • Person Count: Dual-direction analytics for crowd and customer flows
  • Guard Patrol: Automated tracking of security guard round compliance
GenAI Database

Text-to-SQL Engines

Core Focus: Safe natural language query interfaces to local SQL databases.

  • Converts natural language questions to database queries securely on local servers
  • Strict guardrails preventing direct database injection/unauthorized writes
  • Zero cloud leakage; all database structures stay on-premises
  • Fine-tuned domain adaptation (ICD-10 coding, clinical data mapping)

Digital Character Creation

Core Focus: Generating hyper-realistic offline avatars and digital hosts.

  • Low-latency animation models rendering avatars locally on consumer GPUs
  • Real-time lipsync algorithms aligned with local audio inputs
  • Custom branding styling and character costume mesh integration
  • Ideal for technical kiosks, smart home feedback, or virtual retail displays

Virtual Apparel Try-On

Core Focus: High-fidelity dress changes and clothing models from customer images.

  • Local Diffusion-based image-to-image clothing transformation models
  • Pre-trained models that maintain body shape, posture, and facial identity
  • Supports instant apparel fabric change and color configurations
  • Secures customer data by deleting raw user images right after processing
Custom PCB

Smart Shower Control Module

Core Focus: Low-voltage control circuits and sensor feedback networks.

  • Full-cycle custom PCB layout design with waterproof components
  • Multi-sensory interface (pressure sensors, water flow, thermal monitors)
  • Wireless telemetry using local Bluetooth/Wi-Fi mesh layouts
  • Embedded C++ firmware optimization for ultra-low power states

Industrial Power Supply Repair

Core Focus: Diagnostic testing, component level debugging, and recalibration.

  • Bench-level failure analysis of custom industrial power modules
  • Optocoupler and capacitor leakage verification under heavy load
  • Rigorous load-testing using localized resistive power benches
  • Restores power modules to original factory specification limits
Surveillance

Industrial Surveillance Installation

Core Focus: Turn-key camera mounting and low-latency streaming networks.

  • Heavy-duty mounting of IP, PTZ, thermal, and explosion-proof cameras
  • Sovereign cabling (fiber/copper runs), PoE network switching, and local NVR setup
  • Camera alignment optimized for maximum automated AI detection field coverage
  • Excludes traditional fire detection alarms and public address (PA) hardware

Gate Automation & Access Control

Core Focus: Secure physical entrance controls and biometric barriers.

  • Biometric readers, card scanners, magnetic locks, and hooter integrations
  • Turn-key automatic boom barriers and bidirectional flap turnstiles
  • Anti-bumping loop detectors and crash-rated K-8 road bollards
  • Full interface with local database systems for secure offline credentials

Screening & Scanning Systems

Core Focus: Turning entry gates into industrial security checkpoints.

  • Multi-zone door-frame metal detectors (DFMD) with LED locator alerts
  • Handheld metal detectors (HHMD) and walk-through security lines
  • Industrial X-ray baggage scanners for cargo and package screening
  • Under Vehicle Scanning Systems (UVSS) with automated plate capturing

Embedded Networks & BMS Gateways

Core Focus: On-premises network configurations and PLC routing.

  • Deploying local edge nodes (Jetson/Intel Linux rigs) in waterproof enclosures
  • Industrial Modbus TCP/RTU and BACnet routing for PLC machine lines
  • IP-based intercom servers, weatherproof call stations, and beacons
  • Strict firewall rules blocking all external outbound internet connections
Capabilities

Core Systems Engineering

Our multi-disciplinary team operates at the intersection of mathematical theory and hardware limits.

Enterprise GenAI & LLMs

  • Custom weight-level model fine-tuning
  • Highly secure localized RAG document pipelines
  • Clinical ICD coding classification
  • Domain-adapted clinical summary generation

Big Data Engineering

  • Scalable on-premises PySpark computing pipelines
  • Ultra-optimized SQL analytics query layers
  • Automated data ingestion/exclusion engines
  • Real-time signal-to-noise filter configurations

Advanced Hardware Prototyping

  • Embedded C++ firmware (microcontroller registers)
  • Custom PCB layout routing and schematic design
  • Smart appliance connectivity architecture
  • Local voice control sensors and signal lines
System Topology

Dual-Engine Execution Framework

Our unified delivery methodology isolates rapid interface iteration from dedicated heavy computing clusters.

Client Interface & Strategy Layer
Prototyping & UX Engine
Dockerized / Local VPS Node
Dedicated Heavy Compute
Distributed Linux Rigs, CUDA, PySpark
Value Comparison

The JR Autonetics Advantage

Why enterprise teams partner with us to secure their physical and intellectual property boundaries.

Dimension Cloud-Only Industrial AI
Centralized SaaS Vendors		 Traditional CCTV Installers
Hardware-Only Integrators		 J&R Autonetics
Sovereign Edge AI
Deployment Architecture SaaS Cloud pipeline; requires continuous external internet access. Local analog/IP CCTV networks; no automated visual intelligence. 100% On-Premises; localized CUDA accelerators & open-weights runtimes.
Data Sovereignty Brittle; video packets leave local premises, introducing security risks. Local video storage, but zero AI processing or automated insights. Absolute sovereignty; no data leaks, no external cloud dependencies.
Latency & Bandwidth High/variable (150ms+); bottlenecked by internet uplink speeds. Direct camera feed (0ms processing latency, as there is no active AI processing). Near-Zero Latency; sub-5ms localized inference cycles.
Execution Scope Software only; client must hire third-party camera installers. Turnkey physical mounting; zero software custom AI developers. End-to-End Execution (PCB prototyping, camera install, local model optimization).

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