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全图 design->generate->validate->[repair环]->scaffold->build->play(九门)->player->emit;build/play 复用既有 harness 子进程。 SAA 完整框架集接入 aigc-server(graph-core/agent-framework/builtin-nodes/observation/openai,3 BOM;Boot3.5.14/Redisson4.4.0 保住)。 双评审(Opus+Codex)9 项对比前必修:LLM超时重试/ProcessBuilder超时修复/采样面对齐/playerFeedback清串味/gatespec强解析/problems归一/recursionLimit兜底/cost/端口参数化。 首轮对比 breakout/whack/flappy:SAA 通过率 2/3 >= Python 1/3。 Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>