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Andy Gutmann of Google argues that running dozens or hundreds of agents changes the cost equation: managing context, measuring return on investment, and monitoring usage become more important than pursuing the consumption of the greatest possible number of tokens. A Stack Overflow interview also discusses the tools and platforms needed to treat the agent as a new operational persona within the enterprise.
JetBrains proposes evaluating coding agents beyond task-resolution rates by analyzing efficiency, patch quality, and execution paths. A comparison of Claude Opus 4.7 and Gemini 3.5 Flash shows that similar final results can conceal major differences in cost, verification, modification scope, and approaches to handling software repositories.