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feat(ai_engine): 对外契约 + 动作分流 + 入口预检与出参成色（Refs #171 #53） - #181

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feat(ai_engine): 对外契约 + 动作分流 + 入口预检与出参成色（Refs #171 #53）#181
johnnyzhang-eng wants to merge 28 commits into
1024XEngineer:mainfrom
johnnyzhang-eng:feat/ai-engine-ports-and-strategy

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Commits on Aug 11, 2026