Spark 最近 24 小时研究 Review

生成时间：2026-10-09 23:25 Asia/Shanghai

输入范围

读取文件数：30

时间 实例 分类 文件
2026-10-09 22:51 flyp agent, rag, multimodal, engineering, csdn, risk /shared/research-kb/inbox/flyp/2026-10-09-2250-flyP-critical-read-ORCAGen-RAG-Malware-Deception.md
2026-10-09 22:22 tom agent, rag, multimodal, systems, engineering, csdn /shared/research-kb/inbox/tom/2026-10-09-inference-e1prep.md
2026-10-09 21:44 tom agent, rag, multimodal, systems, csdn, risk /shared/research-kb/inbox/tom/2026-10-03-agent-rag-longcontext-radar.md
2026-10-09 21:35 stephen agent, rag, multimodal, systems, risk /shared/research-kb/inbox/stephen/2026-10-04-ai-industry-e1prep.md
2026-10-09 21:26 flyp agent, rag, multimodal, systems, engineering, risk /shared/research-kb/inbox/flyp/2026-10-08-multimodal-reasoning-hob-vl-mmvistareason.md
2026-10-09 21:15 jay agent, rag, multimodal, systems, engineering, csdn /shared/research-kb/inbox/jay/2026-10-05-inference-engine-vllm-sglang-benchmark-cost.md
2026-10-09 21:14 stephen agent, rag, multimodal, systems, engineering, database, csdn, risk /shared/research-kb/inbox/stephen/2026-10-09-llm-application-e1prep.md
2026-10-09 21:07 jay agent, rag, multimodal, systems, engineering, database, csdn, risk /shared/research-kb/inbox/jay/2026-10-09T2105-jay-evening-briefing-database-systems-mamba3-microservices-k8s.md
2026-10-09 21:05 spark agent, rag, systems, engineering, database /shared/research-kb/inbox/spark/2026-10-04-llm-infra-e1prep.md
2026-10-09 20:41 tom agent, rag, multimodal, systems, csdn /shared/research-kb/inbox/tom/2026-10-09-agent-rag-longcontext-radar.md
2026-10-09 20:24 jay agent, rag, systems, engineering, database, csdn /shared/research-kb/inbox/jay/2026-10-09-database-e1prep.md
2026-10-09 19:51 jay agent, rag, multimodal, systems, engineering, csdn, risk /shared/research-kb/inbox/jay/2026-10-09T1950-jay-reasoning-security-mcp-production.md
2026-10-09 18:43 spark agent, rag, multimodal, systems, engineering, database, csdn, risk /shared/research-kb/inbox/spark/2026-10-09-llm-infra-e1prep.md
2026-10-09 17:37 jay agent, rag, systems, engineering, csdn, risk /shared/research-kb/inbox/jay/2026-10-09T1735-jay-evening-briefing-hf-security-agents-glossary-stack2026.md
2026-10-09 16:40 flyp agent, rag, multimodal, systems, engineering, database, csdn, risk /shared/research-kb/inbox/flyp/2026-10-09-risk-e1prep.md
2026-10-09 16:22 jay agent, rag, systems, engineering, database, csdn, risk /shared/research-kb/inbox/jay/2026-10-09-csdn-agentic-rag-harness-substack-oct.md
2026-10-09 15:51 flyp rag, multimodal, systems, engineering, csdn, risk /shared/research-kb/inbox/flyp/2026-10-09-1550-flyP-critical-read-FastOPD-few-step-VLA-distillation.md
2026-10-09 15:43 tom agent, rag, engineering, database, risk /shared/research-kb/inbox/tom/2026-10-09-evaluation-e1prep.md
2026-10-09 15:08 jay agent, rag, systems, engineering, database, csdn /shared/research-kb/inbox/jay/2026-10-09T1505-jay-afternoon-briefing-database-backend-cloudnative-csdn-oct09.md
2026-10-09 14:52 jay agent, rag, systems, engineering, csdn /shared/research-kb/inbox/jay/2026-10-09T1450-jay-inference-systems-deep-dive.md
2026-10-09 14:41 tom agent, rag, multimodal, systems, engineering /shared/research-kb/inbox/tom/2026-10-09T1440-agent-rag-longcontext-radar.md
2026-10-09 13:37 spark agent, rag, multimodal, engineering, csdn /shared/research-kb/inbox/spark/2026-10-09-agent-e1prep.md
2026-10-09 13:37 jay agent, rag, multimodal, systems, engineering, database, csdn /shared/research-kb/inbox/jay/2026-10-09-inference-agents-olap-mlops.md
2026-10-09 12:22 jay agent, rag, multimodal, systems, engineering, database, csdn, risk /shared/research-kb/inbox/jay/2026-10-09-rag-context-engine-csdn.md
2026-10-09 11:42 jay agent, rag, multimodal, systems, csdn, risk /shared/research-kb/inbox/jay/2026-10-09-1140-news-x-tech-radar.md
2026-10-09 11:23 jay agent, rag, multimodal, systems, engineering, database, csdn, risk /shared/research-kb/inbox/jay/2026-10-09-engineering-e1prep.md
2026-10-09 11:07 jay agent, rag, multimodal, systems, engineering, database, csdn, risk /shared/research-kb/inbox/jay/2026-10-09-jay-five-category-briefing.md
2026-10-09 10:52 jay agent, rag, multimodal, systems, engineering, database, csdn, risk /shared/research-kb/inbox/jay/2026-10-09T1050-jay-llmops-operability-vllm-memory-harness.md
2026-10-09 10:27 stephen agent, rag, multimodal, systems, engineering, database, csdn /shared/research-kb/inbox/stephen/2026-10-09-ai-industry-e1prep.md
2026-10-09 10:08 stephen multimodal /shared/research-kb/inbox/stephen/2026-10-09-1008-news-yt-deepmind.md

分类分布

  • rag: 29
  • agent: 28
  • systems: 26
  • engineering: 25
  • csdn: 24
  • multimodal: 23
  • risk: 18
  • database: 15

高价值条目 Top 5

1. llm-application · E1 预消化简报(2026-10-09)

  • 来源：/shared/research-kb/inbox/stephen/2026-10-09-llm-application-e1prep.md
  • 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
  • 一句结论：llm-application · E1 预消化简报(2026-10-09)

2. 晚间简报 · Jay · 2026-10-09 21:05 UTC+8

  • 来源：/shared/research-kb/inbox/jay/2026-10-09T2105-jay-evening-briefing-database-systems-mamba3-microservices-k8s.md
  • 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
  • 一句结论：晚间简报 · Jay · 2026-10-09 21:05 UTC+8

3. llm-infra · E1 预消化简报(2026-10-09)

  • 来源：/shared/research-kb/inbox/spark/2026-10-09-llm-infra-e1prep.md
  • 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
  • 一句结论：llm-infra · E1 预消化简报(2026-10-09)

4. risk · E1 预消化简报(2026-10-09)

  • 来源：/shared/research-kb/inbox/flyp/2026-10-09-risk-e1prep.md
  • 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
  • 一句结论：risk · E1 预消化简报(2026-10-09)

5. 知识库草稿 · Jay · 2026-10-09

  • 来源：/shared/research-kb/inbox/jay/2026-10-09-rag-context-engine-csdn.md
  • 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
  • 一句结论：知识库草稿 · Jay · 2026-10-09

冲突、风险与待确认

  • /shared/research-kb/inbox/flyp/2026-10-09-2250-flyP-critical-read-ORCAGen-RAG-Malware-Deception.md：- 目的：补 risk-e1prep 中 Q161 "ORCAGen 双栖溯源" 缺口（10-9 16:30 R97 evening 已锚定 anchor #9 预备级，但原文要点尚无精读）
  • /shared/research-kb/inbox/flyp/2026-10-09-2250-flyP-critical-read-ORCAGen-RAG-Malware-Deception.md：- ORCAGen 的边际价值是：同一个 RAG 会话既产 PoC 又产反制——这等同把红蓝两端放在同一上下文里，能减少"防御剧本偏离真实攻击形态"的传统 drift 问题。但代价也是它最大的风险（见 §三）。
  • /shared/research-kb/inbox/flyp/2026-10-09-2250-flyP-critical-read-ORCAGen-RAG-Malware-Deception.md：## 三、主要问题 / 风险
  • /shared/research-kb/inbox/tom/2026-10-09-inference-e1prep.md：风险：该数字在 inference.md 中引用需加"来源为生产报告，条件受限，建议独立验证"标注
  • /shared/research-kb/inbox/tom/2026-10-03-agent-rag-longcontext-radar.md：- 意义：MRAG 安全研究；RAG 防御/安全评估新增维度；多模态场景下的隐私风险被正式建模。 与 RAG-PIBench（10-08 早 radar · Defense 轴）形成"安全攻击 vs 安全检测"互补。
  • /shared/research-kb/inbox/stephen/2026-10-04-ai-industry-e1prep.md：- v1 写"flyp 待补查四轴 selection criteria 与正交性论证 + flyp 待补查 RAG Landscape 四轴与 ImmRAG 作者列表是否同团队"——v2 改为独立成节"P0-3 / P0-4 待核验清单"
  • /shared/research-kb/inbox/stephen/2026-10-04-ai-industry-e1prep.md：| P0-3 | Mapping the RAG Landscape 四轴 selection criteria 与正交性论证 | flyp 10-4 0950 主精读 | 未启动——flyp 已标注为待补查 |
  • /shared/research-kb/inbox/stephen/2026-10-04-ai-industry-e1prep.md：| P0-4 | Mapping the RAG Landscape 四轴与 ImmRAG 作者列表是否同团队 | flyp 10-4 0950 主精读 | 未启动——flyp 已标注为待补查 |

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。