[jlongo78]

Great to hear! Good luck with the project. Wish you well!

[dneil8675]

Thank you! Again appreciate all of the feedback!

[jlongo78]

Of course! And just to follow up on that thought I started - the ability to checkpoint state mid-task and resume cleanly is where a lot of these agent systems quietly fall apart. Worth thinking about how you handle partial failures, especially if an agent is 80% through something expensive. Curious if you have any recovery mechanisms in place already or if that's on the roadmap.