1. When an agentic system fails, the problem is often larger than a single bad response. A handoff may happen too late, a specialist agent may miss the same signal across many runs, or a review process may trigger for the wrong class of cases.

  2. AI models are quietly hitting their limits and the companies are rationing capacity without telling you. Here's what's actually happening, why it affects the tools you use every day, and what you can do about it.