Deployed on MSI EdgeXpert systems

Knowledge Base & Vision-Language Model (VLM)

Integrates enterprise knowledge bases, SOPs, visual AI results, and Vision-Language Model capabilities to provide inspection assistance, operational guidance, and SOP-based decision support.

Edge Computing Optimization

Supports standard PCs, consumer USB cameras, and industrial cameras, with Memorence Operagents deployed on MSI EdgeXpert for responsive edge AI operation and on-site AI model refinement.

Core Advantages: Beyond Traditional AOI, Toward Operational Intelligence

Real-time Learning & Human-Machine Collaboration

No need for engineering intervention—operators can quickly input feedback and refine AI models on site, typically in under one minute.

Adaptable to Open Factory Environments

Even under standard lighting conditions and without specialized fixtures, it can support continuous inspection and process guidance.

The EdgeXpert + Memorence Operagents Advantage

By leveraging MSI EdgeXpert’s edge AI computing power, Memorence Operagents enables rapid on-site AI model refinement, operational guidance, and visual quality assurance in real-world operating environments.

• Human-in-the-Loop Learning (No-Code AI)
  Operators can instantly refine AI models through simple feedback without programming knowledge, helping the AI stay aligned with real-world production needs.
• Vision-Language Intelligence
  Beyond just seeing, the system interprets what it sees using SOP and knowledge context to help identify where an issue occurred and provide guidance on how to resolve it.
• Industrial-Grade Stability
  Designed for open and variable factory environments, it supports reliable visual inspection and process guidance in real-world production conditions.
• Plug-and-Play, Flexible Integration
  Seamlessly connects with standard PCs, consumer USB cameras, and industrial cameras, supported by Memorence AI’s patent-protected technology for rapid rollout.

• CES 2026 Innovation Awards Honoree in the Enterprise Tech category
• Embedded World 2026 Embedded Award Winner in the Embedded Vision category

Memorence Operagents is recognized for lowering the barrier to reliable AI adoption in high-mix, low-volume production and quality-sensitive operations, enabling scalable AI-assisted operations across electronics, industrial equipment, automotive, and precision manufacturing sectors.

By processing AI workloads entirely on premise, MSI EdgeXpert helps organizations translate conversations securely without relying on public cloud services. It supports complete voice AI workflows, including Speech to Text (STT), Translation (TTT), and Text to Speech (TTS).

MSI EdgeXpert serves as the core edge AI platform, enabling secure, high-performance, and scalable offline AI deployment without reliance on public cloud services.

Why EdgeXpert

Key Benefits

• Fully Offline Deployment
  Keep sensitive voice data protected with no cloud dependency.
• Real Time AI Performance
  Deliver fast and responsive voice translation at the edge.
• Reliable Operation
  Advanced system design ensures stable performance for long duration workloads.
• Accelerated AI Integration
  Supports modern AI frameworks with NVIDIA CUDA ecosystem compatibility.
• Centralized Edge AI Management
  Simplify deployment and secure AI operation across edge environments.
• Powered by MSI EdgeXpert
  MSI EdgeXpert provides the computing foundation for private, scalable, and secure AI voice translation in mission critical environments.
• Secure Multilingual Communication
  Empower secure multilingual communication with AI at the edge.

Key Benefits

• Data sovereignty & infrastructure independence.
  Sensitive data remains entirely within the enterprise perimeter. Supports air-gapped operation with zero internet connectivity for defense, government, and critical infrastructure.
• Predictable economics at scale.
  Perpetual per-GPU licensing replaces per-token and per-user consumption pricing. AI is forecast as a fixed infrastructure cost rather than a variable consumption expense.
• Governance-by-design with Generative Shield.
  Runtime governance, monitoring, and risk mitigation across assistants, agents, and automated workflows. Supports audit readiness and governance oversight for security and compliance stakeholders.
• Operational simplicity & rapid deployment.
  Pre-configured deployment through certified partners with simplified operational management and reduced infrastructure complexity.

• Edge-Optimized Performance:
  Specifically engineered to deliver parallel inference and consistent performance at high concurrency on compact footprints.
• Simplified Orchestration:
  Operational simplicity. The Platform handles model serving, agent orchestration, workflow automation, and governance, enabling teams to deploy AI capabilities without managing the underlying infrastructure complexity. Docker Compose orchestration details could remain within the Technical Specifications section.
• Agentic Capabilities:
  No-code agent creation and workflow automation. The Platform is n8n-ready and integrates with proprietary Galene.AI nodes for tasks such as document analysis, classification, and extraction.
• Broad Integration:
  Includes no-code connectors for local databases (PostgreSQL, MariaDB), file systems (Samba), and enterprise storage.

• Orchestration: Docker Compose.
• Operating System: DGX OS (Ubuntu).
• Hardware Compatibility: Optimized for NVIDIA architectures, including MSI EdgeXpert (GB10).
• Scalability: Supports horizontal scaling within its footprint, typically from 1 to 2 nodes (e.g., two GB10 units).
• Security: Includes block-level encryption at rest, mandatory SSL on ingress, and private CA for secrets management.