# Klyff Engineering Blog

## metadata
- title: Manufacturing Intelligence Blog | Klyff
- route: /resources/blog
- total_posts: 47
- format: directory_index

## Published Articles

### [ONNX vs TensorRT: Real-Time Edge AI on NVIDIA Jetson](/resources/blog/onnx-vs-tensorrt-edge-ai-jetson)
- **Topic:** Industrial IoT
- **Industry:** Industrial Automation, Smart Manufacturing
- **Summary:** For high-throughput edge AI applications, the rate at which cameras capture images is often near the limit of latency tolerance.
links: [/agent/blog/onnx-vs-tensorrt-edge-ai-jetson.md]

### [Edge AI Industrial Inspection on NVIDIA Jetson](/resources/blog/edge-ai-industrial-inspection-on-nvidia-jetson)
- **Topic:** Industrial IoT
- **Industry:** Industrial Automation, Smart Manufacturing
- **Summary:** On a quick-production line, the parts are being inspected at a speed that leaves no space for a slow feedback
links: [/agent/blog/edge-ai-industrial-inspection-on-nvidia-jetson.md]

### [Profiling Rust Applications: Find Performance Bottlenecks](/resources/blog/profiling-rust-applications)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** Rust gives you a lot of performance headroom by default. No garbage collector is pausing your application at unpredictable moments.
links: [/agent/blog/profiling-rust-applications.md]

### [Micro Frontend Architecture: How We Embedded ML Studio Into Klyff](/resources/blog/micro-frontend-architecture-ml-studio)
- **Topic:** Micro Frontends
- **Industry:** Enterprise SaaS
- **Summary:** When you have to integrate your independent functionality with an application that you do not want to modify any line
links: [/agent/blog/micro-frontend-architecture-ml-studio.md]

### [AI-Powered PCB Inspection: How Inspeqtr Helps Find Defects Earlier](/resources/blog/ai-powered-pcb-inspection-how-inspeqtr-helps-find-defects-earlier)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** Every electronic product you own has a PCB inside it. The PCB does the unglamorous job of connecting everything together.
links: [/agent/blog/ai-powered-pcb-inspection-how-inspeqtr-helps-find-defects-earlier.md]

### [Hardware Silicon Choices for Edge AI](/resources/blog/deciding-the-right-silicon-for-your-manufacturing-line)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** Deciding the right silicon for your manufacturing line is like an art and science question. Every Klyff module runs AI
links: [/agent/blog/deciding-the-right-silicon-for-your-manufacturing-line.md]

### [The Host CPU Advantage: How Intel® Xeon® Processors Power the Klyff Edge AI Ecosystem](/resources/blog/xeon-powering-klyff)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** Every conversation about AI hardware tends to start and end with the accelerator – the GPU, the NPU, the custom
links: [/agent/blog/xeon-powering-klyff.md]

### [Why Shadow Mode Is the Most Important Feature Nobody Talks About in Manufacturing AI](/resources/blog/shadow-mode-for-your-edge-ai-deployment)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** How running AI in “observe only” mode is the difference between a successful deployment and a line stoppage on day
links: [/agent/blog/shadow-mode-for-your-edge-ai-deployment.md]

### [Weld Anomaly Detection using Edge AI](/resources/blog/weld-anomaly-detection-using-edge-ai)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** In modern manufacturing, weld quality directly affects product reliability, safety, and production efficiency. A defective weld can lead to rework,
links: [/agent/blog/weld-anomaly-detection-using-edge-ai.md]

### [Get started with the Intel Edge AI platform](/resources/blog/intel-edge-ai-platform)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** Intel Edge AI platform is a comprehensive suite of tools, hardware, and frameworks designed to deploy artificial intelligence workloads directly
links: [/agent/blog/intel-edge-ai-platform.md]

### [Real-Time Weld Porosity Detection Using Edge AI](/resources/blog/real-time-weld-porosity-detection-using-edge-ai)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** Most welding lines still rely on manual inspection or post-process testing. Inspectors visually check weld beads, look for defects, and
links: [/agent/blog/real-time-weld-porosity-detection-using-edge-ai.md]

### [Pallet Defect Detection](/resources/blog/pallet-defect-detection)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** In modern manufacturing and logistics, Pallet Defect Detection plays a critical role in maintaining supply chain efficiency. Pallets are the
links: [/agent/blog/pallet-defect-detection.md]

### [Edge AI worker safety system](/resources/blog/edge-ai-worker-safety-system)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** Safety incidents happen fast. In many cases, by the time an alert travels from your factory floor to the cloud
links: [/agent/blog/edge-ai-worker-safety-system.md]

### [Federated Learning in the Era of Smart Manufacturing](/resources/blog/federated-learning-in-the-era-of-smart-manufacturing)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** TL;DR The manufacturing industry stands at a critical juncture in its digital transformation. While Industry 4.0 has flooded factory floors
links: [/agent/blog/federated-learning-in-the-era-of-smart-manufacturing.md]

### [A Comprehensive Guide to Edge AI in Manufacturing](/resources/blog/a-comprehensive-guide-to-edge-ai-in-manufacturing)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** The manufacturing sector is undergoing its most significant shift since the introduction of the assembly line. As Industry 4.0 matures,
links: [/agent/blog/a-comprehensive-guide-to-edge-ai-in-manufacturing.md]

### [Every Kilobyte counts in Edge AI](/resources/blog/every-kilobyte-counts-in-edge-ai)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** As a developer or engineer stepping into the world of machine learning, you rely on powerful frameworks. But when shifting
links: [/agent/blog/every-kilobyte-counts-in-edge-ai.md]

### [Quantization in Edge AI – What, Why and How](/resources/blog/quantization-in-edge-ai-what-why-and-how)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** For Edge AI and Embedded engineers overseeing the deployment of Machine Learning (ML) solutions, particularly in the realm of TinyML
links: [/agent/blog/quantization-in-edge-ai-what-why-and-how.md]

### [Physical AI is the Next Industrial Inflection Point](/resources/blog/physical-ai-is-the-next-industrial-inflection-point)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** Artificial Intelligence is undergoing a profound migration. For years, the AI narrative has been dominated by large language models (LLMs)
links: [/agent/blog/physical-ai-is-the-next-industrial-inflection-point.md]

### [From Training to Tiny: Deploying TensorFlow Models with TFLite](/resources/blog/from-training-to-tiny-deploying-tensorflow-models-with-tflite)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** The journey of a machine learning model doesn’t end with training; it culminates in deployment. TensorFlow’s robust ecosystem provides tools,
links: [/agent/blog/from-training-to-tiny-deploying-tensorflow-models-with-tflite.md]

### [Various Processing Units – Deep Dive](/resources/blog/various-processing-units-deep-dive)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** If you are in the AI world today, you will hear about different types of processing units depending on whom
links: [/agent/blog/various-processing-units-deep-dive.md]

### [All the Sensors in your Pocket](/resources/blog/all-the-sensors-in-your-pocket)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** It is amazing how many sensors we are surrounded by without realizing it. If you have a smartphone, then this
links: [/agent/blog/all-the-sensors-in-your-pocket.md]

### [Convolutional Neural Networks(CNNs) – Model Summary](/resources/blog/convolutional-neural-networkscnns-model-summary)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** CNNs are widely used in the field of deep learning, particularly for tasks involving image and video recognition. A convolutional
links: [/agent/blog/convolutional-neural-networkscnns-model-summary.md]

### [Retail Loss – The $130B Heist](/resources/blog/retail-loss-the-130b-heist)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** Retail shrinkage is a staggering problem for the industry, amounting to a $130 billion issue that is growing at a rate
links: [/agent/blog/retail-loss-the-130b-heist.md]

### [Edge AI Readiness Self Assessment](/resources/blog/edge-ai-readiness-self-assessment)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** Over the last few weeks, we have gone through the details of the effort required to get up and running
links: [/agent/blog/edge-ai-readiness-self-assessment.md]

### [Health monitoring with Edge AI – Privacy first](/resources/blog/privacy-first-health-monitoring)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** There is always a tug of war between monitoring and privacy. How much monitoring is too much, and how much
links: [/agent/blog/privacy-first-health-monitoring.md]

### [The End of the PLU Puzzle: How Edge AI is Revolutionizing Your Grocery Checkout](/resources/blog/end-of-plu-puzzle)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** That moment at the self-checkout is all too familiar. You’ve got a cart full of fresh, healthy produce, but instead
links: [/agent/blog/end-of-plu-puzzle.md]

### [Edge AI: Driving Efficiency, Quality & Innovation in Manufacturing](/resources/blog/the-manufacturing-sector-is-undergoing-a-massive-transformation-driven-by-industry-5-0-and-edge-ai-is-a-key-enabler-of-this-evolution)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** The manufacturing sector is undergoing a massive transformation driven by Industry 5.0, and Edge AI is a key enabler of
links: [/agent/blog/the-manufacturing-sector-is-undergoing-a-massive-transformation-driven-by-industry-5-0-and-edge-ai-is-a-key-enabler-of-this-evolution.md]

### [Edge AI : Revolutionizing Patient Care and Outcomes](/resources/blog/edge-ai-revolutionizing-patient-care-and-outcomes)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** Healthcare is at a crossroads. Aging populations, the rising burden of chronic diseases, and a global shortage of healthcare professionals
links: [/agent/blog/edge-ai-revolutionizing-patient-care-and-outcomes.md]

### [Edge AI Roadmap – Deployment and Maintenance](/resources/blog/edge-ai-roadmap-deployment-and-maintenance)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** In our previous posts, we went through the various steps in building a successful Edge AI roadmap from framing the
links: [/agent/blog/edge-ai-roadmap-deployment-and-maintenance.md]

### [Edge AI – Revolutionizing Farming for a Sustainable Future](/resources/blog/edge-ai-revolutionizing-farming-for-a-sustainable-future)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** The global agricultural sector is facing unprecedented challenges. With the world’s population projected to reach 9.8 billion by 2050, the
links: [/agent/blog/edge-ai-revolutionizing-farming-for-a-sustainable-future.md]

### [Edge AI: The Retail Revolution You Can’t Afford to Ignore](/resources/blog/edge-ai-the-retail-revolution-you-cant-afford-to-ignore)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** The retail landscape is undergoing a seismic shift, driven by the relentless march of technology. Edge AI is at the
links: [/agent/blog/edge-ai-the-retail-revolution-you-cant-afford-to-ignore.md]

### [Edge AI Roadmap – Development](/resources/blog/edge-ai-roadmap-development)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** In the previous post, we discussed the various design considerations for an Edge AI solution. Now, let us look at
links: [/agent/blog/edge-ai-roadmap-development.md]

### [Edge AI Roadmap – Designing Applications](/resources/blog/edge-ai-roadmap-designing-applications)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** In the previous posts, we talked about taking the first steps towards building an Edge AI solution. Once you frame
links: [/agent/blog/edge-ai-roadmap-designing-applications.md]

### [Edge AI Roadmap – Build a dataset](/resources/blog/edge-ai-roadmap-build-a-dataset)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** In the previous post, we understood how to frame a problem to validate whether it is a candidate for Edge
links: [/agent/blog/edge-ai-roadmap-build-a-dataset.md]

### [Edge AI Roadmap – Understand & Frame the Problem](/resources/blog/considerations-for-building-your-edge-ai-solution)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** In previous posts, we have discussed the sensors, processors, and algorithms that allow us to build solutions at the edge.
links: [/agent/blog/considerations-for-building-your-edge-ai-solution.md]

### [Algorithms at the Edge AI](/resources/blog/algorithms-at-the-edge-ai)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** In the previous post, we learned about the processors at the edge. In this post, we will try to understand
links: [/agent/blog/algorithms-at-the-edge-ai.md]

### [Processors at the Edge AI](/resources/blog/processors-at-the-edge-ai)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** Lets look at the different hardware devices that make the edge AI possible. We will also see how many of them can be combined to create value in a real-world situation. The key is to keep an eye on the BLERP analysis and understand which kind of device is suitable for which kind of data.
links: [/agent/blog/processors-at-the-edge-ai.md]

### [Sensors and Signals at Edge AI](/resources/blog/sensors-and-signals-at-edge-ai)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** Sensors are electronic components that give the edge devices the power to interact with the environment. Sensors give the devices
links: [/agent/blog/sensors-and-signals-at-edge-ai.md]

### [Responsible, Ethical and Effective AI](/resources/blog/responsible-ethical-and-effective-ai)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** An extremely important part of an AI project is that it works correctly in the real world. AI being new
links: [/agent/blog/responsible-ethical-and-effective-ai.md]

### [Edge AI in Real World](/resources/blog/edge-ai-in-real-world)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** As we learned in the previous post Edge AI is particularly useful where there is a lot of sensor data
links: [/agent/blog/edge-ai-in-real-world.md]

### [AI and the Edge](/resources/blog/ai-and-the-edge)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** Embedded Systems Embedded systems are computers that control the electronics of physical devices. Devices such as Bluetooth headphones, and brushes
links: [/agent/blog/ai-and-the-edge.md]

### [Understanding The Interesting LoRaWAN](/resources/blog/understanding-the-interesting-lorawan)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** In this post, we try to talk about the fundamentals of LoRaWAN. LoRa is a wireless modulation technique. It is
links: [/agent/blog/understanding-the-interesting-lorawan.md]

### [Industry 5.0 with Klyff](/resources/blog/industry-5-0-with-klyff)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** The term Industry 5.0 refers to people working alongside robots and smart machines. It’s about robots helping humans work better
links: [/agent/blog/industry-5-0-with-klyff.md]

### [Decoding the Klyff Hub](/resources/blog/decoding-the-klyff-hub)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** Since we understand the devices and gateways, let us go deeper into the IoT Hub. We will specifically talk about
links: [/agent/blog/decoding-the-klyff-hub.md]

### [Understanding Device Management & Control](/resources/blog/understanding-device-management-control)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** In the last blog, we learned about the devices and gateways. In this blog, we will learn more about device
links: [/agent/blog/understanding-device-management-control.md]

### [Understanding Edge Devices & Gateways](/resources/blog/edge-devices-gateways)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** In the last blog, we went through the basics of edge computing, in this blog we will delve a little
links: [/agent/blog/edge-devices-gateways.md]

### [Understanding Edge computing](/resources/blog/understanding-edge-computing)
- **Topic:** Industrial AI
- **Industry:** 
- **Summary:** The interplay between AI, cloud, and edge is a rapidly evolving domain. Earlier, the edge was supposed to capture just
links: [/agent/blog/understanding-edge-computing.md]