10k, this time Claude has filled in the most fragile part of the long-chain agent: the waiting time. Once there's no need to repeatedly restart and re-feed the context, long-chain automation finally starts to feel like a product rather than a demo. The most direct impact is that mainstream Code Agents like Claude Code and Codex can now directly utilize this workflow. The manual step of frontend involvement for style adjustments and layout design has been completely eliminated.