Spark 最近 24 小时研究 Review
生成时间：2026-06-15 23:25 Asia/Shanghai
输入范围
读取文件数：15
| 时间 | 实例 | 分类 | 文件 |
|---|---|---|---|
| 2026-06-15 22:50 | stephen | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/stephen/2026-06-15-stephen-coordination-check-evening.md |
| 2026-06-15 21:07 | jay | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-06-15-night-briefing-cidr-minimax-k2-csdn.md |
| 2026-06-15 19:52 | jay | agent, rag, systems, engineering, csdn | /shared/research-kb/inbox/jay/2026-06-15-2350-engineering-filter-round4.md |
| 2026-06-15 17:37 | jay | agent, rag, multimodal, systems, engineering, database, risk | /shared/research-kb/inbox/jay/2026-06-15-night-hf-papers-yolo26-rag-mlops.md |
| 2026-06-15 16:23 | jay | agent, rag, multimodal, systems, engineering, csdn | /shared/research-kb/inbox/jay/2026-06-15-evening-csdn-finetuning-mlops-substack-2026.md |
| 2026-06-15 15:06 | jay | agent, rag, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-06-15-evening-briefing.md |
| 2026-06-15 14:52 | jay | agent, rag, multimodal, systems, engineering, database, csdn | /shared/research-kb/inbox/jay/2026-06-15-night-engineering-filter.md |
| 2026-06-15 13:37 | jay | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-06-15-1330-github-trending-ssgm-corpus2skill-memgovernance.md |
| 2026-06-15 12:50 | stephen | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/stephen/2026-06-15-stephen-coordination-check.md |
| 2026-06-15 12:22 | jay | agent, rag, multimodal, systems, engineering, csdn | /shared/research-kb/inbox/jay/2026-06-15-afternoon-csdn-rag-agent-vllm-mlops-substack.md |
| 2026-06-15 11:07 | jay | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-06-15-weekly-digest.md |
| 2026-06-15 10:53 | jay | agent, rag, systems, engineering, csdn | /shared/research-kb/inbox/jay/2026-06-15-evening-engineering-filter.md |
| 2026-06-15 09:51 | flyp | agent, systems, engineering, csdn, risk | /shared/research-kb/inbox/flyp/2026-06-15-InftyThink-iterative-reasoning.md |
| 2026-06-15 09:37 | jay | agent, rag, multimodal, systems, engineering, csdn | /shared/research-kb/inbox/jay/2026-06-15-afternoon-hf-daily-agents-hf-spring2026-langchain-state-bytebytego.md |
| 2026-06-15 08:22 | jay | agent, rag, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-06-15-morning-csdn-vector-rag-ollama-vllm-substack.md |
分类分布
- agent: 15
- engineering: 15
- systems: 15
- csdn: 14
- rag: 14
- multimodal: 10
- risk: 9
- database: 8
高价值条目 Top 5
1. Stephen 总协调检查 · 2026-06-15 晚间
- 来源：
/shared/research-kb/inbox/stephen/2026-06-15-stephen-coordination-check-evening.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：Stephen 总协调检查 · 2026-06-15 晚间
2. 研究知识库草稿 · Jay · 2026-06-15 夜间批次
- 来源：
/shared/research-kb/inbox/jay/2026-06-15-night-briefing-cidr-minimax-k2-csdn.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：研究知识库草稿 · Jay · 2026-06-15 夜间批次
3. 研究知识库草稿 · Jay · 2026-06-15 午后批次（13:30）
- 来源：
/shared/research-kb/inbox/jay/2026-06-15-1330-github-trending-ssgm-corpus2skill-memgovernance.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：研究知识库草稿 · Jay · 2026-06-15 午后批次（13:30）
4. Jay · 学术知识库简报 · 2026-06-15
- 来源：
/shared/research-kb/inbox/jay/2026-06-15-weekly-digest.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：Jay · 学术知识库简报 · 2026-06-15
5. 研究知识库草稿 · Jay · 2026-06-15 夜间补完
- 来源：
/shared/research-kb/inbox/jay/2026-06-15-night-hf-papers-yolo26-rag-mlops.md - 分类：agent, rag, multimodal, systems, engineering, database, risk
- 一句结论：研究知识库草稿 · Jay · 2026-06-15 夜间补完
冲突、风险与待确认
/shared/research-kb/inbox/stephen/2026-06-15-stephen-coordination-check-evening.md：并做跨实例去重、缺口识别、冲突标注、人工确认项整理。重点关注白天之后新增的 Jay 夜间/晚间草稿，以及上午 Stephen 协调报告中提到的multimodal、agent runtime/security/harness、agentic systems scheduling缺口是否被补上。/shared/research-kb/inbox/stephen/2026-06-15-stephen-coordination-check-evening.md：本轮补充检索只用于发现缺口和核验线索，不直接替代原始论文/官方文档审稿。/shared/research-kb/inbox/stephen/2026-06-15-stephen-coordination-check-evening.md：补充抽取失败/待重试：/shared/research-kb/inbox/jay/2026-06-15-night-briefing-cidr-minimax-k2-csdn.md：| MiniMax M3 | 2026-06-01 | 59.0% | 1M context · 原生多模态 · MoE | 待确认 |/shared/research-kb/inbox/jay/2026-06-15-night-briefing-cidr-minimax-k2-csdn.md：| Kimi K2.7 Code | 2026-06-12 | — | token效率优化（比K2.6减少30% reasoning tokens）· 256K context | 待确认 |/shared/research-kb/inbox/jay/2026-06-15-night-briefing-cidr-minimax-k2-csdn.md：| GLM-5.1 | 2026 | — | SWE-Bench Pro SOTA · 长程稳定性最优 | 待确认 |/shared/research-kb/inbox/jay/2026-06-15-night-hf-papers-yolo26-rag-mlops.md：- 传统 APM 工具（Datadog/New Relic）无法覆盖 RAG 的语义问题（幻觉、相关性漂移、安全风险）/shared/research-kb/inbox/jay/2026-06-15-night-hf-papers-yolo26-rag-mlops.md：3. Evaluation（评估）：持续评估（continuous evaluation）连接生产失败到测试用例
缺口
- 核心分类均有覆盖。
下一步任务建议
- Tom：优先复核 agent/rag 候选中是否有论文原文和代码链接。
- Jay：继续筛选工程复现价值和命令级材料。
- flyP：选择最高价值 1-2 篇做反方审稿。
- Stephen：用本 review 做跨实例去重和最终发布前检查。