The Invisible Work: Why AI Changes What Engineering Leaders Actually Do

As Claude Code automates code generation, engineering leaders' real work becomes invisible—not code output but high-impact decisions about what to build, what to ship, and how to handle AI-flagged issues. These decisions leave no trace in commit logs, yet they compound into the most valuable work engineers do. Traditional performance systems still measure artifacts, remaining blind to this critical shift, forcing organizations to evolve their evaluation methods or miss the true drivers of technical leadership.