Experimental projects and research where we test new technologies and ideas. From AI experiments to prototype development.
Everyone codes with AI these days. But there's a crucial difference between vibe coding and AI-assisted coding. The difference determines whether you're making a proof of concept or production code.
Part 2 of AI Agents in Practice. What are AI agents good at? And where do things go wrong? The do's and don'ts based on practical experience.
Part 1 of AI Agents in Practice. Everyone's talking about AI agents, but what are they really? From hype to practice: function calling, MCP, and why the technology isn't the problem.
In the run-up to elections, there's growing concern about AI chatbots offering biased political advice. We systematically tested GPT-4o with StemWijzer (a popular Dutch voting guide), both with and without user context. While the model leans slightly toward left-progressive parties, its most striking behavior is refusing to take strong positions. Built-in guardrails seem designed to prevent assumptions about your political preferences, unless you explicitly state them.
Content teams create hundreds of tag variations. 'AI strategy', 'AI consulting', 'AI development', all meaning 'AI'. We built a system that automatically groups similar tags by meaning instead of exact text matches, mapping 140 variations to 27 core topics in seconds while revealing content gaps.
We built a prototype using structured feedback and read-only editing to improve AI content. The result: workflow matters more than the model.
The danger of AI isn't that it makes mistakes. The danger is that you stop checking, and no longer know what AI can and cannot do. Why that's a strategic risk.
ChatGPT and similar AI interfaces are designed for complete autonomy, not for collaboration with experts. Why that's a problem and how to build AI interfaces that support verification.
From AI prototypes that need to be production-ready to strategic advice, code audits, or ongoing development support. We're happy to think along about the best approach, no strings attached.
In 1.5 hours we discuss your project, challenges and goals. Honest advice from senior developers, no sales pitch.