Category: Artificial Intelligence

AI Hype vs Application Reality: How Architects Can Keep Their Products on Track in 2025

It's 2025. AI is no longer a novelty. It’s a fact of life. Generative AI models have matured, multimodal systems can process text, images, and speech relatively seamlessly, and AI-powered copilots have found their way into developer tools, office suites, and even design platforms. And yet… the hype hasn’t gone away. If anything, the AI hype is getting louder. Every product launch announcement now must include a phrase like “Now with AI!” Investors want to know what your “AI strategy” is. Com…

Architecting AI Prompts: A New Skill for Modern Developers

If you’ve ever spoken out to your iPhone and said “Hey Siri, what’s the weather in Seattle, WA”, or spoke to an Amazon Echo device and said “Alexa, turn on the bedroom lights”, you’ve given an AI a set of instructions for it to execute. You’ve given an AI a prompt. In the Alexa case, the phrase is converted from an audio snippet into text, and that text is sent to an AI system — Amazon Alexa in this case — for it to determine the desired actions. The output of that process is a set of actions …

Beyond the Tab Key: The True Value of Human Developers in an AI World

The software development landscape has shifted dramatically. In 2024, a whopping 62% of professional developers use AI in their development process. This has done wonders for the productivity of an average software developer, and has led many people to assume this means that either we need fewer software developers or, more likely, we can get more and better software developed with existing staff. However, there are issues with this shift. Last year, I read and loved the 2024 GitClear AI repo…

Don’t Worry about AI Taking Over Your Job

As someone who has spent decades at the forefront of the tech industry, I've seen firsthand how emerging technologies can disrupt the status quo. With the rapid advancement of artificial intelligence (AI), it's natural to wonder about its potential impact on the job market, particularly for roles that rely on uniquely human skills. However, I believe that most human-centric jobs, including writers, actors, and lawyers, will not only survive but thrive in the age of AI. The recently released St…

AI Is Advancing, Yet Still Falls Short of Human Intelligence

In the rapidly evolving world of artificial intelligence (AI), getting caught up in the hype is easy. After all, computer intelligence appears poised to surpass human intelligence in every domain. However, despite the remarkable progress AI has made in recent years, there are still areas where humans maintain a clear advantage. According to Stanford University's AI Index report for 2024, AI systems continue to lag behind human performance in tasks that require complex cognitive abilities, such…

Open-Source AI: Unlocking the Power of Collaboration and Innovation

The world of artificial intelligence (AI) is undergoing a profound transformation, and at the heart of this change is the rise of open-source AI models. According to Stanford University's AI Index report for 2024, a remarkable 65.7% of the 149 foundation models released in 2023 were open-source, up from 44.4% in 2022 and 33.3% in 2021. This shift towards open-source AI is not just a passing trend; it's a movement that is redefining the very nature of AI development and deployment. Open-Source A…

Is AI Code Automation Contributing to Code Complexity?

GitHub has published research on the growth and impact of AI on software development. Among their findings is that developers write code “55% faster” when using the GitHub Copilot code automation tool. But this finding doesn’t tell the whole story. Is this code high-quality? Is this code necessary? Is the code contributing to the long-term value of our applications? Does the code contribute to the operation of the application in a clear and concise manner? In other words, is Copilot (and simil…

Architecting for Scale

“Don’t bet against your business. Build as if being successful at scale is a foregone conclusion. Architecting for Scale tells you in a no-nonsense way how to go about it.” 
—Colin Bodell, VP Engineering, Shopify Plus; previously VP Website Applications Platform, Amazon.com


 
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