My brother called on Friday morning. I’ve been busy and rescheduled the conversation. And since my plans went exceptionally well, I reached him back a couple of hours later. What I heard in the next 30 minutes changed my plans for the rest of the day and upcoming weekend. And I must confess: I did that. I’ve been vibe-coding for many hours. And that’s a mix of feelings, yet I can’t say I’m disgusted, and I’m not in love like I used to be. Probably that’s the most beautiful part. It’s just ano
Read articleBlog
· 6 min readFully Autonomous Local Agent
Sending API requests is simple and available out of the box. Until data must not be sent outside. We either not use LLMs or accept the costs of running LLMs on premise. Sometimes it might be just a few hundreds away.
Read article
· 4 min readAI Agent Can Execute. You Still Have to Think.
AI agents can execute faster than we ever could. But speed doesn’t replace judgment. My OpenClaw upgrade turned into an experiment in preparation, supervision, and knowing when to let agents work, and when to step in.
Read articleCompressing time for coding drastically increase decision density. It's always been hard for our brains to make conscious decisions. The new density elevates the challenge.
Read article
· 4 min readThe MCP Noise Tax
MCP itself wasn’t the problem. Treating MCP integrations as nearly free infrastructure was. Two integrations, two unexpected resource costs, and one old EliteDesk made the operational cost of another abstraction very audible.
Read article
Working on something AI-heavy?
If you are building an AI product and want senior engineering judgment in the room, book a 15-minute intro call.


