You probably won’t be surprised to hear that agentic AI is transforming how work gets done, as it’s already showing up in the external tools your team uses every day. Gartner even expects that a third of enterprise software will include AI capabilities in the next few years. So what does “agentic” actually mean […]
AI has carried two different mindsets since the 1950s. On one side, symbolic AI, which is the rule-based approach that dominated early research. On the other hand, machine learning, the data-driven method that now powers most of the NLP you use every day. Machine learning takes a simple idea and scales it: let the […]
A team ships an agent that can create, update, and delete records in a production system, connects it to a Model Context Protocol server, and assumes the server will keep it in line. It won’t. The agent still decides what to do. The server only decides what is reachable. That gap, treating MCP as if […]
You’ve probably seen plenty of big predictions about AI lately. Most of them point to the same idea: the tools we use today are only the beginning. Generative AI made a splash because it helped people create text, images, and code with almost no effort. It feels like a huge transformation, and in many ways, […]
AI agents aren’t waiting for some future moment. They’re already sitting inside everyday tools and workflows, handling tasks that used to require entire teams. Most companies feel this transformation, even if they don’t talk about it openly. The workflows are changing, and so is the way decisions get made. That’s the backdrop for our conversation […]
Not long ago, getting a computer to understand human language was a stretch goal in AI. Models could spot patterns, but not meaning. With transformers, everything changed. First introduced by Google researchers in 2017, the transformer architecture became the backbone of today’s most advanced AI systems. Within a few years, it powered models like BERT, […]
It’s an odd truth, but the more companies study AI’s impact on business, the less confident they become. Everyone agrees AI is reshaping how teams operate, yet when leaders try to measure that change, the business case blurs. More teams are putting AI agents into their 2026 budgets, and most now treat them as a […]
Do you agree that too many companies treat AI like an accessory today? They bolt it onto old systems and call it innovation. However, this way, it’s like adding a spoiler to a 20-year-old Fiat Panda, it doesn’t make it faster. Being AI-native means starting from the ground up, putting AI as the core structure […]
Some revolutions happen so quietly that by the time we notice, they’ve already rewritten the rules. The boom of artificial intelligence is a change that transcends borders. We say it’s a technological leap, a creative partner, or a productivity multiplier. But the University of Illinois researchers Ke Yang and ChengXiang Zhai, in their 2025 paper Ten […]
