
Karim co-founded Metorial to enable real-world applications of AI for enterprise teams. He has a background in machine learning and has worked on various technical positions across different industries.
How to write, share, and version AI agent skills across a company: who can build one, how it reaches an agent, and what happens when it changes.
Metorial, Arcade.dev, Runlayer, Barndoor, and MintMCP compared on security, cost, and rollout, plus who should actually pick whom in 2026.
There is no meeting where someone decides to build an internal AI platform. It just accretes, one reasonable decision at a time, until eighteen months later you have thirty-five thousand lines of glue code, one person who understands it, and no documentation. Here is how that happens, and why the fix is not writing better glue.