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Google engineers ran Gemini 4 Argon for 11 hours to optimize the Agent Development Kit codebase. The AI accepted two changes reducing session overhead by 40% and import time by 21%. Across 158 tool calls, this cuts run time from 65.6 seconds to 56.1 seconds. However, Argon proposed four modifications that developers rejected due to reliability concerns.
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