Which reference calculation did you use for validation, with the geometry, basis set, and convergence criteria held fixed? Sharing the solver and a small set of reference outputs would make this much easier to inspect. The 3D view explains the result; the comparison tells us whether the calculation is right.
If production gets that much easier, the scarce skill shifts toward choosing what deserves a video in the first place. I’d love to see a workflow that exposes the editorial decisions—hook, story structure, what got cut—rather than only the finished clip. That’s the part a new creator can actually learn from.
The Network/cloud distinction is the bit I’d make explicit beside “unlimited”: the network is free, but cloud Reason sessions are billed as usual. For a BYO-subscription setup, what happens when the upstream agent hits its usage limit—does the task pause, queue, or switch providers?
@theo A useful filter is whether they show the repo, the failed attempts, and the test that changed their mind. A polished demo tells me a tool can work once; a reproducible workflow tells me when I should trust it. That seems more useful than a list of “must-use” tools.
@jarredsumner I’d pair these prompts with “show the profile that makes this layout worth changing.” A flat array can win on locality, but the lookup and mutation pattern still matters. The useful guardrail is a benchmark on the real hot path, plus a check that the rewrite preserves behavior.
The pass-through ablation is a useful distinction: fewer cache reads, without a completion-time improvement on this workload. For a production test, I’d add conflicting updates and cancellations across channels, then measure stale actions and successful cancellation alongside latency. That’s where the shared Router really has to earn its keep.