Cognition Lab's Devin AI agent is now embedded in engineering teams at thousands of companies, with a new faster and more capable version tuned on junior developer benchmarks. The claim is that human DevOps engineers are becoming the exception rather than the default, signaling a major shift in how engineering work is staffed and structured.