Cloud Planner + Local Coder: 2.7x Cheaper but 9x Slower in a Real Agent Build

GapNew4766 · reddit · 2026-09-29

The author ran one real task (five physics scenes on one page, one-line prompt, one autonomous run) through three agent setups:

The savings come from the planner writing briefs instead of code — output tokens dropped from 37.9K to 5.4K. But the local model is the bottleneck: runtime ballooned from 9 to 85 minutes with worse quality. Most notably, all three setups reported "done, no errors" while some scenes were visibly broken — "the agent says it's finished" is still not a reliable signal. The team open-sourced their Atomic Agent framework and asked the community for ways to automatically verify visual/physical correctness.

Related event: Open-Source Agent Tested: Cloud Planning Plus Local Coding Cuts Cost 2.7x but Runs 9x Slower(2 posts)→

Original post →

More from coding & agent

coding & agent channel →