How AI Agent Observability Changes What You Can Actually Debug

Multi-agent AI systems are eating the software development workflow. That's not a prediction anymore, it's where the tooling market is right now. Tech Lead agents, Frontend agents, Backend agents, DevOps agents coordinating in parallel, each making architectural decisions, choosing frameworks, generating infrastructure manifests. The outputs can be remarkable. The visibility into how those outputs were produced, in most tools, is essentially zero. That's the problem this post is about.