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Jacob Beningo

Jacob Beningo

Verified

Writer and Contributor, Freelance

Linden

Final Covers

ITOps , AIOps , ML , AI , Cloud , MLOps, ITOps , AIOps , ML , AI , Cloud , MLOps, ITOps , AIOps , ML , AI , Cloud , MLOps

Doesn’t Cover

style, trends

Seniority Positions

Medium Formats

Content

Total articles 406

  • The Biggest AI Use Case Overlooked by Embedded Software & Systems Engineers

    By Jacob Beningo| Design News Verified Could AI as a pair programmer improve developer productivity?Vertigo3d/GETTY IMAGESIf you’re an embedded developer, you probably hear about all the cool things in AI, like AI agents, synthetic data, multimodal systems, and more. But let’s be honest, you’re probably ignoring quite a bit of it. After all, are you really doing anything with machine learning at the edge? A lot that AI has to offer doesn’t seem to apply to embedded systems. You can’t run an LLM at the edge.

    By Jacob Beningo · Design News

    Apr. 08, 2025

  • The Biggest Takeaways from Embedded World 2025

    By Jacob Beningo| beningo.com@ Last week, embedded developers, managers, and vendors descended upon Nuremberg, Germany, for the annual Embedded World trade show. Despite a German Airline workers strike that wreaked havoc on travel plans, Embedded World was the place to catch up on embedded systems’ latest and future trends. In this post, I’ll share some of the trends and observations I made while attending the conference and some cool things I saw that excite me.

    By Jacob Beningo · beningo.com

    Mar. 20, 2025

  • The Biggest AI Use Case Overlooked by Embedded Software & Systems Engineers

    By Jacob Beningo| Design News Verified Could AI as a pair programmer improve developer productivity?Vertigo3d/GETTY IMAGESIf you’re an embedded developer, you probably hear about all the cool things in AI, like AI agents, synthetic data, multimodal systems, and more. But let’s be honest, you’re probably ignoring quite a bit of it. After all, are you really doing anything with machine learning at the edge? A lot that AI has to offer doesn’t seem to apply to embedded systems. You can’t run an LLM at the edge.

    By Jacob Beningo · Design News

    Apr. 08, 2025

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Company Info

Freelance

Freelancer.com is the largest freelancing and crowdsourcing marketplace in the world, connecting over 81 million employers and freelancers across more than 247 countries. Founded in 2009 and based in Sydney, Australia, the platform allows employers to post jobs while freelancers can bid on these projects. It is publicly traded on the Australian Securities Exchange under the ticker ASX:FLN. The platform supports a variety of work categories, including software development, writing, design, and marketing. Freelancer.com also offers contests for creative work, where employers can award prize money to winning entries. Users can choose from different membership plans, including free and paid subscriptions, which provide various benefits. The mobile app enhances project management and communication for users on the go. With a diverse customer base that includes individuals, small businesses, and large enterprises, Freelancer.com plays a significant role in the global online economy.

De Pere, Wisconsin, United States