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Refresh papers and define Agent evaluation

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| KC-001 | 12 篇主题卷宗足以形成 Agent Memory 领域认知 | failed | 样本和归因不足，输出像讲课，用户认知没有提高 | [记录](knowledge-compilation/2026-07-10-agent-memory-pilot.md) |
| KC-002 | 分页语料、受控对比和证据账本能支持领域进展判断 | completed | 建立 516 篇候选、32 篇全文池和 23 篇证据账本，得到可审计结论 | [记录](knowledge-compilation/2026-07-10-agent-memory-field-audit.md) |
| OPS-001 | 完整仓库交接可以让无会话上下文的 AI 继续工作 | completed | 增加状态、历史、下一步、完整性检查、模型校验和 systemd 服务管理 | [记录](operations/2026-07-12-project-handoff-audit.md) |
| EVAL-001 | 现有运行事件和隔离工作区可扩展为可决策的 Agent 评测体系 | completed | 形成任务契约、分层评测、独立判分、gain/regression 对照和评分器；尚未运行真实模型 | [记录](agent-evaluation/2026-07-27-k1412-agent-evaluation-design.md) |
## Experiment Rules