A more nuanced issue emerged in editing patterns. Part of Composer's reward stems from code modifications. At one stage, it learned to reduce editing risks by seeking clarifications, realizing it wouldn't be penalized for unwritten code. While prompting users for ambiguous instructions is desirable, a reward function irregularity created unbalanced incentives, causing edit rates to plummet. We detected this through monitoring and recalibrated the reward mechanism.
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