Thoughts on web development, AI automation, and building a freelance business from Poland.
Microsoft Build 2026 was not really about better Copilot. It was about turning the operating system into a controlled runtime for AI agents, with a security sandbox, local models, and new hardware to match.
Anthropic just shipped Claude for Small Business. The interesting part is not the connector list, it is the approval step, the Opus 4.7 engine behind it, and the question of whether AI finally leaves the chat window.
Scanners catch bad prompts and shady tool definitions. They still miss the runtime channel where a tool response quietly turns into a model instruction. That gap is where most agent breaches now live.
I tested the new wave of AI developer tools in April 2026 and most of them felt like demos. These five are the ones I think are actually worth your time this month.
75% of small businesses use AI. Only 14% have embedded it into core operations. Every AI vendor is chasing enterprise contracts while local shops lose bookings, chase invoices, and burn evenings on admin work.
The biggest AI coding risk is not bad output anymore. The real risk is generating more code than your brain and process can actually own. Here is what the data says and what I do about it.
Model Context Protocol is quietly becoming the universal connector between AI and everything else. Here's what that actually means, who adopted it, and where the security risks are.
Vibe coding went from a tweet to Collins Word of the Year in under 12 months. Here's my honest take on what it actually means for developers who build real things.
51% of internet traffic is now bots. AI slop was named Word of the Year. Google's February 2026 core update rewards experience over everything. Here's what that means for your business.
Real market prices for websites in Poland, what you get at each price point, and why the cheapest option often ends up costing the most.
After prospecting 100+ Polish SMBs, I've learned why they think websites are pointless. They're wrong, but understanding why matters more than proving it.
I built an automation workflow to find businesses without websites, research them properly, and reach out with something they can't ignore: a live mockup of what their website could look like.
Let's discuss how I can help bring your idea to life.