AI has produced genuinely impressive outcomes across industries. But the cost curve is steep, and most teams haven’t hit their real bill yet.

The promotion to senior manager isn’t a reward for being a great IC. It’s a job change. Here’s what actually shifts and what trips people up.

RAG is genuinely useful, and genuinely risky if you skip governance. A practical model for implementing retrieval-augmented generation in enterprise environments without losing control.