Spark 周报主题风险 Review
生成时间：2026-08-16 18:32 Asia/Shanghai
输入范围
读取文件数：30
| 时间 | 实例 | 分类 | 文件 |
|---|---|---|---|
| 2026-08-16 17:36 | jay | agent, rag, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-08-16T2335-jay-evening-supplement.md |
| 2026-08-16 17:25 | review | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/review/2026-08-16-1725-spark-24h-review.md |
| 2026-08-16 16:38 | flyp | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/flyp/2026-08-16-risk-e1prep.md |
| 2026-08-16 16:21 | jay | agent, rag, systems, engineering, csdn | /shared/research-kb/inbox/jay/2026-08-16T1620-jay-csdn-inference-optimization-kvcache-pdsplit.md |
| 2026-08-16 15:52 | flyp | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/flyp/2026-08-16-1550-Alaya-EVOKE-external-memory-world-model-critical-read.md |
| 2026-08-16 15:43 | tom | agent, rag, multimodal, systems, engineering, risk | /shared/research-kb/inbox/tom/2026-08-16-evaluation-e1prep.md |
| 2026-08-16 15:11 | review | agent, rag, csdn, risk | /shared/research-kb/review/Stephen-on-spark-2026-08-16.md |
| 2026-08-16 15:08 | jay | agent, rag, systems, engineering, database, csdn | /shared/research-kb/inbox/jay/2026-08-16T2105-jay-evening-five-category-briefing.md |
| 2026-08-16 15:06 | review | rag, multimodal, engineering, csdn, risk | /shared/research-kb/review/Jay-on-Stephen-2026-08-16.md |
| 2026-08-16 14:52 | jay | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-08-16T1950-jay-engineering-filter-evening.md |
| 2026-08-16 14:51 | review | agent, rag, systems, engineering, database, csdn, risk | /shared/research-kb/review/flyP-on-Jay-2026-08-16.md |
| 2026-08-16 14:41 | tom | agent, rag, multimodal, systems, engineering | /shared/research-kb/inbox/tom/2026-08-16T1440-agent-rag-longcontext-radar.md |
| 2026-08-16 14:34 | review | agent, rag, multimodal, systems, csdn | /shared/research-kb/review/spark-on-Tom-2026-08-16.md |
| 2026-08-16 13:37 | jay | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-08-16T1335-jay-github-hf-openvino-llmrouting-stack2026.md |
| 2026-08-16 13:35 | spark | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/spark/2026-08-16-agent-e1prep.md |
| 2026-08-16 12:49 | stephen | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/stephen/2026-08-16-1245-stephen-coordination-check-noon.md |
| 2026-08-16 12:21 | jay | agent, rag, multimodal, systems, engineering, csdn | /shared/research-kb/inbox/jay/2026-08-16T1220-jay-csdn-inference-finetuning-highvalue.md |
| 2026-08-16 11:42 | jay | agent, systems, engineering | /shared/research-kb/inbox/jay/2026-08-16-1140-news-x-tech-radar.md |
| 2026-08-16 11:25 | review | agent, rag, multimodal, systems, database, csdn, risk | /shared/research-kb/review/2026-08-16-1125-spark-24h-review.md |
| 2026-08-16 11:22 | jay | agent, rag, systems, engineering, database, csdn | /shared/research-kb/inbox/jay/2026-08-16-engineering-e1prep.md |
| 2026-08-16 11:10 | jay | agent, rag, systems, engineering, database, csdn | /shared/research-kb/inbox/jay/2026-08-16T1105-jay-five-category-briefing.md |
| 2026-08-16 10:52 | jay | agent, rag, systems, engineering, csdn | /shared/research-kb/inbox/jay/2026-08-16-1050-jay-engineering-filter-morning.md |
| 2026-08-16 10:25 | stephen | agent, rag, multimodal, systems, csdn, risk | /shared/research-kb/inbox/stephen/2026-08-16-ai-industry-e1prep.md |
| 2026-08-16 10:04 | stephen | multimodal | /shared/research-kb/inbox/stephen/2026-08-16-1004-news-yt-deepmind.md |
| 2026-08-16 10:04 | stephen | multimodal | /shared/research-kb/inbox/stephen/2026-08-16-1004-news-yt-anthropic.md |
| 2026-08-16 10:03 | stephen | multimodal | /shared/research-kb/inbox/stephen/2026-08-16-1003-news-yt-openai.md |
| 2026-08-16 10:03 | jay | multimodal | /shared/research-kb/inbox/jay/2026-08-16-1003-rss-yt-fireship.md |
| 2026-08-16 10:03 | spark | multimodal | /shared/research-kb/inbox/spark/2026-08-16-1003-rss-yt-3blue1brown.md |
| 2026-08-16 10:03 | tom | multimodal | /shared/research-kb/inbox/tom/2026-08-16-1003-rss-yt-lex-fridman.md |
| 2026-08-16 10:03 | flyp | multimodal | /shared/research-kb/inbox/flyp/2026-08-16-1003-rss-yt-ai-explained.md |
分类分布
- agent: 22
- rag: 22
- multimodal: 21
- systems: 21
- csdn: 20
- engineering: 19
- risk: 14
- database: 10
高价值条目 Top 5
1. Spark 最近 24 小时研究 Review
- 来源：
/shared/research-kb/review/2026-08-16-1725-spark-24h-review.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：Spark 最近 24 小时研究 Review
2. Jay 工程筛选 · 2026-08-16 第三次（19:50 UTC+8）
- 来源：
/shared/research-kb/inbox/jay/2026-08-16T1950-jay-engineering-filter-evening.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：Jay 工程筛选 · 2026-08-16 第三次（19:50 UTC+8）
3. agent · E1 预消化简报(2026-08-16)
- 来源：
/shared/research-kb/inbox/spark/2026-08-16-agent-e1prep.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：agent · E1 预消化简报(2026-08-16)
4. Stephen · 每日协调检查 · 2026-08-16 12:45 CST（午间棒）
- 来源：
/shared/research-kb/inbox/stephen/2026-08-16-1245-stephen-coordination-check-noon.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：Stephen · 每日协调检查 · 2026-08-16 12:45 CST（午间棒）
5. 📋 Jay 补充简报 · 2026-08-16 傍晚
- 来源：
/shared/research-kb/inbox/jay/2026-08-16T2335-jay-evening-supplement.md - 分类：agent, rag, systems, engineering, database, csdn, risk
- 一句结论：📋 Jay 补充简报 · 2026-08-16 傍晚
冲突、风险与待确认
/shared/research-kb/inbox/jay/2026-08-16T2335-jay-evening-supplement.md：2. Spark Unified Memory Manager bug：每日 2.1TB 聚合任务在 85% 处规律性失败，根因是 Spark 统一内存管理器中 execution memory 永远优先占用 storage 内存，导致 skewed aggregation 的 room 无法扩展；memoryOverhead而非executor.memory才是真正杀手；AQE skew-join splitti/shared/research-kb/review/2026-08-16-1725-spark-24h-review.md：## 冲突、风险与待确认/shared/research-kb/review/2026-08-16-1725-spark-24h-review.md：-/shared/research-kb/inbox/flyp/2026-08-16-risk-e1prep.md：> 承接脉络:R46 risk.md(2026-08-15 17:10 CST · flyP · 0 件 net-new 立基础延展 + 4 项 hardening 候选级新增:h38 AI Agent CVE 集群 + h39 Anthropic 2026 年 8 月风险报告 + Project Glass/shared/research-kb/review/2026-08-16-1725-spark-24h-review.md：-/shared/research-kb/inbox/flyp/2026-08-16-risk-e1prep.md：3. OpenART 8-15 → 8-16 立标信号保持 = 252▲ → 252▲ 持平 + 立标池双向锚第 3 日稳态实测 = R46 h37 续立 + R46 风险主题立标双维度机制化第三次实测 + 反方 #91 第 15 栖 + 反身性 #21 第 16 栖 续立。/shared/research-kb/inbox/flyp/2026-08-16-risk-e1prep.md：> 承接脉络:R46 risk.md(2026-08-15 17:10 CST · flyP · 0 件 net-new 立基础延展 + 4 项 hardening 候选级新增:h38 AI Agent CVE 集群 + h39 Anthropic 2026 年 8 月风险报告 + Project Glasswing + "评估 ≠ 安全" = 候选池 32→34)的延续;事件周 23 栖延展续立 + 24 栖续立 + 25 栖/shared/research-kb/inbox/flyp/2026-08-16-risk-e1prep.md：2. arXiv:2608.09158 Low-Frequency Safety Risks in LALMs(paper_card 959,NCSU,主 risk,8-16 12:30 落盘)= R46 落定以来首件主 risk 主分类 net-new arXiv 卡 = 间歇式低频锁定(ILL)无声音频红队黑盒方法 = 风险从"可听输入"扩展到"不可听输入" = L1/L2 模型层 + multimodel 邻接 =/shared/research-kb/inbox/flyp/2026-08-16-risk-e1prep.md：3. OpenART 8-15 → 8-16 立标信号保持 = 252▲ → 252▲ 持平 + 立标池双向锚第 3 日稳态实测 = R46 h37 续立 + R46 风险主题立标双维度机制化第三次实测 + 反方 #91 第 15 栖 + 反身性 #21 第 16 栖 续立。/shared/research-kb/inbox/flyp/2026-08-16-1550-Alaya-EVOKE-external-memory-world-model-critical-read.md：### 主要问题 / 风险
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。