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A new test bed compares 5 parts of the set-up for teams of coding agents

One agent is in charge and gives work to worker agents that share one workspace.

Single agent versus three-role team on rebuilding GDAL Three pairs of bars on one scale. The three-role team gets more than 2 times the reward of a single agent, at 14 times the cost and 13 times the time. Nearly full behavioral parity. Rebuilding GDAL Single agent Three-role team Reward 1× MORE THAN 2× Cost 1× 14× Time 1× 13× Nearly full behavioral parity
Factory's three-role agent team beat a single agent on rebuilding GDAL, but the gain came at 14 times the cost and 13 times the time.

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  1. Lessons from scaling teams of coding agents: reach the frontier at 30% of the costCohere
AI MATTER · NEWS · AI MATTER · NEWS ·14 OCT2026

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