Mikołaj Dębicki
Miko leads growth at Metorial, where he helps enterprises give their teams one governed way to connect AI to their systems. He looks at growth from the engineering side, and spends most of his time with IT and security leaders turning stalled AI rollouts into adoption people can actually trust.
Blog Posts
Engineering
Where should work go when an AI agent gets stuck?
Every agent stops on some share of its work. Decide where that work goes, who picks it up, and what context comes with it, so nobody has to start over.
Mikołaj DębickiEngineering
An MCP server changed. How do you know what broke?
Protocol compatibility does not guarantee that a tool still behaves the way your workflow expects. A release process should test both contracts and outcomes.
Mikołaj DębickiProduct
The same task, two ways: what changes when AI can act, not just answer
An illustrative walkthrough of one workflow done two ways, plus the production data on why the gap between chatting and acting is this large.
Mikołaj DębickiThe best argument we've shipped came from a sales call, not a keyword tool
Opinion
Why we didn't fight for the word "control plane"
Opinion
Runlayer Alternatives: Metorial vs Runlayer Compared (2026)
Comparison
Arcade.dev Alternatives: Metorial vs Arcade Compared (2026)
Comparison
What I actually handed the agent
Opinion
Composio Alternatives: Metorial vs Composio Compared (2026)
Comparison
MCP Server Hosting for Organizations: A Guide
Product