software development

Articles related to software development, that I did and keep doing a lot. A broader list of topics, that may include things about software development management, planning and obviously - building.

Fully 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.

AI 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.

The 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.