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Jacob Beningo (@beningjw)

Jacob is an embedded software consultant with over 15 years of experience developing real-time embedded systems. He helps his clients all over the world accelerate innovation and solve the embedded product challenges such as decreasing costs, faster time to market, lower energy use and securing systems.

3 Tips for using ChatGPT for Embedded Software

Jacob Beningo January 13, 2023

Unless you’ve been hiding under a rock, the internet has been ablaze with conversations, videos, and blogs about ChatGPT. ChatGPT is a chatbot that interacts with a user conversationally. The chatbot can answer questions, request clarification, and even write and debug code for us embedded folks. ChatGPT is a trained AI model which finished its training in early 2022 and has been available in public beta since November.

This post will discuss a few exciting ways to use ChatGPT to accelerate...


How to Architect a TinyML Application with an RTOS

Jacob Beningo October 5, 2022

An interesting question I’ve been asked on several occasions is, “How do I use machine learning with an RTOS?”. As machine learning finds its way into more applications, there will be applications that target low-power, clock-limited, edge devices that run on a microcontroller. More than half of microcontroller-based real time systems use a real time operating system (RTOS). This post will explore how to architect our real time operating system (RTOS) based embedded software to include...


Is Machine Learning Ready for Microcontroller-based Systems?

Jacob Beningo September 22, 2022

Machine learning” is currently technologies number one hype word. Mention machine learning and venture capitalists open their checkbooks with visions of riches and grandeur. Developers froth at the mouth with opportunities and dreams of potential applications. Managers cringe at the near ridiculous salaries paid for someone working in machine learning.

Despite the hype, machine learning has already been a significant technology driver that has delivered results and innovations in...


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