AI BriefingStructured Workflow, No. 1 on DES
Key point
Ouroboros outperformed plan mode and superpowers on a real DES benchmark in the Claude Code environment.
Details
Ouroboros recently ranked No. 1 on the newly released AI-assisted Discrete-Event Simulation (DES) benchmark. This result came from running under the same conditions as the comparison group in Claude Code's Claude Max environment.
The comparison targets were Claude's plan mode and the superpowers-family structured workflow, and it was reported that on this benchmark superpowers scored even lower than plain plan mode.
The task was to model a mine haulage system. It required understanding trucks, loading points, unloading points, routes, and queues to produce executable simulation code, interpreting bottlenecks, throughput, and wait times, and even submitting a topology diagram and an animation.
The submission included the following:
- Working DES code
- A mine system topology diagram
- A truck haulage animation
During execution, the MCP server failed, but the workflow routed around it via a skills-based path and completed the task. The message here is that in real deployment environments, structured execution and recovery procedures matter just as much as raw performance.
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