the better

SOLUTION 02 · INDUSTRIAL ON-DEVICE AI

Industrial On-Device AI Solution

Signature Product · AI Ready Box

A hardware-integrated On-Device AI system that automatically collects, cleans, trains on and controls heterogeneous industrial-site data

INCLUDES

  • LLM CodeGen
  • Auto Regression
  • MLOps
  • sLLM
  • Vision AI
AI Ready Box — from industrial equipment data collection to AI processing and output

Solution Overview

The AI Ready Box integrates software and platform layers — including the LLM CodeGen, Auto Regression and MLOps cycle — into TBEdge, our self-designed industrial Edge device. Industrial sites already have countless devices and sensors generating data. Yet heterogeneous protocols, unstructured data and a shortage of operating staff often cut off the path to actually using AI. This is an industrial On-Device AI system designed to handle everything from data collection through training, inference and control within a single box.

3-LAYER ARCHITECTURE

3-Layer Architecture

  1. LAYER 3

    Closed MLOps & autonomous control

    MLOps virtuous cycle · BI dashboard · control interface · continuous model updates · auto-recovery

  2. LAYER 2 (CORE)

    AI Ready Box system

    Real-time data preprocessing · classification · standalone On-Device AI core · Jetson Orin NX-based inference · offline analysis capable

  3. LAYER 1

    Industrial-site equipment & heterogeneous networks

    PLC · sensors · robots — automatic collection with no separate program

CORE FEATURES

Six Core Functions

  • 01 Driver authoring with LLM CodeGen
  • 02 Driver-based automatic collection
  • 03 Automatic discovery of new equipment
  • 04 Auto Regression data cleaning
  • 05 Trigger threshold alerts
  • 06 Autonomous MLOps cycle

REFERENCES

Business Progress

REFERENCE 01

Full-scale commercialization of the AI Ready Box

Startup Leap Package (General), Ministry of SMEs and Startups — in progress

Supervising agency
Ministry of SMEs and Startups
Program type
Startup Leap Package (General)
Period
2026.4 ~ 2027.1
Key task
Full-scale commercialization of an industrial On-Device AI product integrating LLM CodeGen · Auto Regression · MLOps into TBEdge

MEANING

A government validation track that elevates the R&D-stage AI Ready Box to the market-entry stage.

REFERENCE 02

sLLM engine validation PoC

Selected in the AX-LLM track of the Disruptive Startup · Challenge for All program

Collaborating institution
LG AI Research
Foundation used
EXAONE 1.2B (LG AI Research's own sLLM)
Validation target
The AI Ready Box's LLM CodeGen · sLLM engine
Target industries
Semiconductor vibration control · extrusion lines · water-resource motors/pumps · food packaging lines · hot-forging lines

MEANING

A project that links LG AI Research's EXAONE 1.2B sLLM model to the AI Ready Box's computing environment to build an AI virtual engineer that uses real-time data on-device. Following selection, the PoC execution phase is now in full swing.

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