
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.
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.
Composio disclosed a security incident involving exposed customer connections, including GitHub tokens. Here is what affected teams should check, what the incident reveals about MCP security, and how to evaluate safer AI agent infrastructure.