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16 changes: 8 additions & 8 deletions manufacturing-ai-suite/README.md
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**Manufacturing AI Suite (MAS)** is a comprehensive toolkit for building, deploying, and scaling AI applications in industrial environments. Powered by Intel’s Edge AI technologies, it enables real-time integration and innovation with optimized hardware.

It includes:
Tools for AI acceleration (for example, MQTT/OPC UA support, analytics libraries, camera system software)
A complete AI pipeline for closed-loop systems
Benchmarking support for evaluating performance across time series, vision, and generative AI workloads
- Tools for AI acceleration (for example, MQTT/OPC UA support, analytics libraries, camera system software)
- A complete AI pipeline for closed-loop systems
- Benchmarking support for evaluating performance across time series, vision, and generative AI workloads

The Manufacturing AI Suite helps you develop solutions for:
**Production Workflow**: Detect defects, optimize efficiency
**Workplace Safety**: AI-driven risk reduction
**Real-Time Insights**: Local data processing, trend tracking
**Automation**: Instant alerts and corrective actions
**Manufacturing AI Suite** helps you develop solutions for:
- **Production Workflow**: Detect defects, optimize efficiency
- **Workplace Safety**: AI-driven risk reduction
- **Real-Time Insights**: Local data processing, trend tracking
- **Automation**: Instant alerts and corrective actions

**Sample Applications**

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