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 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.
Compressing 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.
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.
The Layers
The first 3 layers determine whether we can build something correctly.
The Builder Layer - Part 1: ACTAI did not replace software engineers. It removed some of their hiding places. As execution
