SYSE.44:11 - SoTA-Echoing

The practice question is when divided work improves the receiving result after its joins and total burden are counted. For the LLM realization, Towards a Science of Scaling Agent Systems, v3 supports a task-dependent comparison rather than automatic gains from team size. Its tested configurations do not establish a universal architecture ranking.

Adopt the comparison of task structure and coordination burden, and qualify the actual joins and evidence dependencies here. A single capable context is the serious baseline. Reopen the division when shared errors, context loss or integration cost defeats its expected contribution.