另一层更致命的是责任漂移。模型输出参与决策、代理系统参与执行，过失主体更容易在供应链里移动，从部署方漂到集成商，再漂到平台与模型提供者。巴伦指出什么算AI、什么算AI使用在司法与理赔中仍存在解释空间，这会拉长争议、抬高准备金不确定性，也迫使承保条件更前置。
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The deployment collapses to a single Postgres instance where pg_dump backs up forge metadata, git objects, and user data together, and replicas handle read scaling for the web UI without NFS mounts or a Gitaly-style RPC layer. The path there is a Forgejo fork replacing modules/git with a package that queries Postgres, where Repository holds a database connection and repo_id instead of a filesystem path and Commit, Tree, Blob become thin wrappers around query results.