Unverified50% confidenceFactExact time
On the same task sequence, the model-driven loop got stuck after completing only three of five steps, whereas running the same plan through the script completed all five steps.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/18/2026
First Seen
Valid until: 1/16/2027
Sources
Related Entities
Related Claims
UnverifiedIn orchestration mode the five modules are split into tasks in dependency order, with three independent modules sent out in parallel in the first phase, and the slowest completing in 87 seconds73% similarUnverifiedWhen asked to 'execute at most ten steps', the model sometimes executes thirty steps; this is an inherent limitation of current models, and the reliable approach is to enforce the maximum number of steps, timeouts, and token or cost budgets at the code level of the run loop.70% similarUnverifiedThe default number of sampling steps is 12, which can be reduced to 4 or 6 to speed up generation at the cost of some image quality degradation.69% similarUnverifiedIn the control experiment, the 9B model took seven steps including two duplicate reads under the old framework, while after the fix it took three steps with zero duplicate reads, following the shortest path.67% similarUnverifiedBoth Zapier and Make charge per execution step, so running a five-step workflow once consumes five billing units.67% similar
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