AI tools, models, and architectures are evolving way faster than most organizations can keep up with. If you want AI systems that actually stay reliable and useful — not just impressive during a pilot — you need long-term engineering principles, not quick tactical fixes. These principles act like g...
Blog categorized as AI for SMBs
12.11.2025 02:17 PM - Comment(s)
In my previous article, I talked about the LLM-pocalypse — the point where hype around AI collided with reality and confidence in large language models started to slip. This follow-up is about something more concrete: how these systems fail in practice.
From the outside, AI systems often look mysteri...
11.26.2025 05:37 PM - Comment(s)
In late 2022, the world seemed to catch fire with the arrival of generative AI. Suddenly, everyone—from mid-market CEOs to solo creators—believed they were standing at the edge of a new industrial revolution. “AI will change everything,” they said. Boards mandated copilots. Roadmaps were rewritten o...
11.10.2025 07:22 AM - Comment(s)
Let's set the scene back to 2022.
ChatGPT reached one million users in just five days, becoming the fastest-adopted technology in history. Venture capital starts flooding in “AI-powered” startups appeared overnight, and everyone — from Fortune 500 CEOs to solo creators — believed they’d stumbled int...
10.28.2025 02:06 PM - Comment(s)
It seems likes nowadays, you can't spend five minutes on LinkedIn without seeing at least one post talking about Agents, Agentic Workflows, Model Context Protocol (MCP), or Multi-Agents (or is it just my LinkedIn?)
Since 2023, agents have exploded in popularity. While the concept behind has been in r...
04.12.2025 04:49 PM - Comment(s)
