[mahmoud-almadi]

Thanks! Really appreciate the awesome thoughts.

1) You're totally right about this problem! We handle this issue with intelligent caching and heavy prompt/context engineering. These measures have been controlling agent behavior pretty well.

2) The key to scaling is building a tool that developers can learn and pick up themselves and that's what we're seeing here. By understanding how to use the tools we built to control agent behavior, developers have been able to leverage our docs to achieve desirable behaviors from our computer use agents when using Cyberdesk.

3) Surely you're correct about cost here as well, but with well defined workflows this will only happen a minority of the times the agent runs.

4) Great point! The beauty of what computer use made possible is it can solve problems previously unsolved by RPA altogether. The TAM will increase significantly when computer use agents start working really well. We've already seen this with our customers: they're able to build automations with Cyberdesk that they weren't able to using RPA. So while the TAM might bleed some ERPs and legacy apps that will implement APIs, I think it's going to grow at a much faster rate than it will shrink.