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FAQ

What is an AI governor and how does it relate to physical AI?

January 21, 2026 By Jeff Shepard Leave a Comment

An AI governor is a framework, set of policies, or an oversight mechanism designed to ensure that the development and use of AI systems are ethical, safe, transparent, and compliant with legal and societal standards. The term can also refer to an actual piece of code or circuit (governor logic) used as a safety mechanism […]

Filed Under: AI Engineering Collective, Applications, Artificial intelligence/ML, FAQ, Featured Tagged With: FAQ, PAI

How is physical AI used in autonomous and electric vehicles?

January 14, 2026 By Jeff Shepard Leave a Comment

Physical AI (PAI) in autonomous and electric vehicles (EVs) involves systems that perceive the environment, make intelligent decisions, and execute appropriate actions in real-time, bridging the gap between digital intelligence and physical motion. PAI is autonomous, and electric vehicles can be used for several functions. Initially, it’s helping improve battery management and energy efficiency. In […]

Filed Under: AI Engineering Collective, Applications, Artificial intelligence/ML, Automotive, EV Engineering, FAQ, Featured Tagged With: EV, FAQ, PAI

What are the applications of physical artificial intelligence?

January 7, 2026 By Jeff Shepard Leave a Comment

Physical artificial intelligence (PAI) enables machines to perceive, reason, and act within the real world, bridging the gap between digital AI (DAI), sometimes called virtual AI, and physical action. PAI often leverages spatial artificial intelligence (SAI) technology. PAI applications span numerous industries, from basic automation to autonomous vehicles and complex surgical procedures. PAI applications represent […]

Filed Under: AI Engineering Collective, Applications, Artificial intelligence/ML, FAQ, Featured Tagged With: FAQ, PAI

What is physical artificial intelligence and why is it important?

December 31, 2025 By Jeff Shepard Leave a Comment

Physical artificial intelligence (PAI) refers to AI systems that can perceive, understand, reason about, and interact with the physical world in real time through sensors and actuators. Unlike digital AI (DAI), which operates in virtual domains, PAI powers tangible actions in dynamic, real-world environments. PAI is used in closed-loop systems where the AI model not […]

Filed Under: AI Engineering Collective, Applications, Artificial intelligence/ML, FAQ, Featured Tagged With: FAQ, machine learning, ML, PAI, physical AI

Cloud connectivity for edge AI: bridging the demo-to-deployment gap

December 24, 2025 By Aharon Etengoff Leave a Comment

Most edge AI demonstrations operate flawlessly in controlled environments with stable networks, predictable traffic, and carefully managed credentials. In contrast, many production deployments fail under real-world conditions. This technical article outlines the best practices required for reliable edge AI deployment. It covers bandwidth planning for peak conditions and buffering strategies that maintain stability during degraded […]

Filed Under: Artificial intelligence/ML, FAQ, Featured Tagged With: AI, Cloud

Feedback topologies and architecture explained

December 17, 2025 By Rakesh Kumar Leave a Comment

Feedback refers to a core concept in circuit design and control theory, used to stabilize amplifiers and control system behavior. This article outlines the fundamental architecture of feedback, classifies standard topologies, and examines a practical hardware implementation as a case study. What is the fundamental architecture of a feedback system? A feedback system consists of […]

Filed Under: FAQ, Featured Tagged With: feedback

MCUs and MPUs, which does your project really need?

December 10, 2025 By Jeff Shepard Leave a Comment

The basics of microcontroller units (MCUs) and microprocessor units (MPUs) haven’t changed too much. But application requirements have. What was once a simple automotive, industrial, or medical control system may now include edge AI processing, increasingly demanding security requirements, or complex 3D animated human machine interfaces (HMIs). That can change the game when choosing between […]

Filed Under: FAQ, Featured, microcontroller, Microprocessor Tagged With: FAQ, MCUs, MPUs

FAQ on Resistive Random Access Memory (RRAM)

December 3, 2025 By Bill Schweber Leave a Comment

There are many non-volatile memory technologies in use; RRAM is another option — maybe. Random access memory (RAM), sometimes called by a more descriptive name of read/write (R/W) memory, is critical to modern electronic systems. Small amounts are needed as a numeric scratchpad or to store data samples before processing; moderate amounts are needed to […]

Filed Under: FAQ, Featured Tagged With: FAQ, RRAM

What is automotive Ethernet?

November 26, 2025 By Rakesh Kumar Leave a Comment

Automotive Ethernet is a physical layer standard that adapts standard Ethernet technology to the specific demands of the electric vehicle (EV) environment. This article examines how AE is evolving in-vehicle networking to meet the high-bandwidth, reliability, and architectural requirements of next-generation connected and autonomous vehicles. Networks, such as Controller Area Network (CAN) and Local Interconnect […]

Filed Under: Applications, Automotive, Ethernet, EV Engineering, FAQ, Featured Tagged With: ethernet

Can chiplets save the semiconductor supply chain?

November 19, 2025 By Caitlin Ryan, Scientific Writer and Imogen Pass, Scientific Content Collaborator, Ossila Ltd. Leave a Comment

We’re making more semiconductors than ever before, and yet somehow, it’s still not enough. Demand is continuously increasing, spurred by the rise of AI in our everyday lives, but production still faces bottlenecks. The problem is more than just scale; it comes down to the structure of the manufacturing industry as a whole. As of […]

Filed Under: FAQ, Featured, Featured Contributions Tagged With: FAQ

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Featured Contributions

Can chiplets save the semiconductor supply chain?

Navigating the EU Cyber Resilience Act: a manufacturer’s perspective

The intelligent Edge: powering next-gen Edge AI applications

Engineering harmony: solving the multiprotocol puzzle in IoT device design

What’s slowing down Edge AI? It’s not compute, it’s data movement

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AI and high-performance computing demand interconnects that can handle massive data throughput without bottlenecks. This Tech Toolbox explores the connector technologies enabling ML systems, from high-speed board-to-board and PCIe interfaces to in-package optical interconnects and twin-axial assemblies.

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