Our Question for the Community

We'd love to hear your thoughts and experiences on this topic. What are the biggest roadblocks you face when debugging complex, multi-agent or distributed robotic systems?

1. Data Overload: Is sifting through massive, synchronized logs the biggest time sink for you?
2. The "Why" vs. The "When": Do you wish you had a tool that went beyond when the system failed to show you the precise chain of events that caused it?
3. Trust in AI: How confident would you be in a tool that claimed to automatically identify the root cause using machine learning? What would it take for you to trust that diagnosis?

We're not here to sell anything today, just to learn and share some of the interesting technical challenges we’ve hit while building this. We believe AI-driven diagnostics is the necessary next step for complex autonomy, and we’re eager to hear if the community agrees!

Let's discuss!