Who you are talking to

Rafał Janicki runs Kult.io from Kraków, working with clients internationally. He is a Claude Certified Architect, certified by Anthropic.

Two practices

AI agents and agentic workflows
We design and build agents that use your tools, read your documents, and carry multi-step work to a finished result: an agent that acts, not a chatbot that answers. We also install AFK Development inside engineering teams. The work specializes in Anthropic Claude and is model- and cloud-portable, so Claude is the specialization, not a constraint you inherit.
AWS cloud infrastructure
A second practice has run production AWS for over ten years, with its own clients, its own case studies, and its own free infrastructure assessment. That decade is why the agent work ships with evaluation, logging and alerting from day one. It is a claim about how we build, not about where the agents run.

Rafał on LinkedIn

Tell us what your team keeps doing by hand.

Thirty minutes, no charge. You leave with an honest read on whether it is worth automating.