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Google uses Gemini 4 Argon to optimize ADK's Python codebase overnight

Original titleOptimizing a 200,000-line Python codebase overnight with Gemini 4 Argon

AISummary

Google tested Gemini 4 Argon on google/adk-python, a 205,000-line codebase, in an 11-hour unattended run guided by .agents/skills rules and /goal mode.

Two of six proposed optimizations shipped, cutting in-memory session preparation time by about 40% in long sessions and speeding up package imports by 21%. Four proposals were rejected in code review for fragile state or private library dependencies.

AIWhy it matters

The post shows how a long unattended run was steered with repo rules and which proposed optimizations were rejected in review, useful for setting up similar agent workflows.

Read the original developers.googleblog.com

Source: Google Developers Blog · developers.googleblog.comPublished · added here