8080 Posted on May 15 • Originally published at Medium 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. Why silent failures are the real risk in agentic workflows When a single AI model makes a bad call, the blast radius is contained. You get a wrong answer, you re-prompt, you move on. When a supervisor agent routes a task to the wrong specialist, and that specialist's bad decision gets parallel-processed by three other agents who all build on it, the failure propagates before you can catch it.…