Spark 最近 24 小时研究 Review
生成时间：2026-10-04 23:25 Asia/Shanghai
输入范围
读取文件数：30
| 时间 | 实例 | 分类 | 文件 |
|---|---|---|---|
| 2026-10-04 22:51 | flyp | agent, rag, multimodal, systems, engineering, risk | /shared/research-kb/inbox/flyp/2026-10-04-2250-flyP-followup-RAG-Landscape-FourAxis-authors-clarify.md |
| 2026-10-04 22:47 | stephen | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/stephen/2026-10-04-2245-stephen-coordination-check-evening.md |
| 2026-10-04 22:23 | tom | agent, rag, systems, engineering, database, csdn | /shared/research-kb/inbox/tom/2026-10-04-inference-e1prep.md |
| 2026-10-04 21:28 | flyp | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/flyp/2026-10-03-0950-flyP-critical-read-EgoTools-egocentric-tool-use.md |
| 2026-10-04 21:20 | jay | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-10-04-1450-jay-engineering-inference-rag-bugs.md |
| 2026-10-04 21:13 | stephen | agent, rag, multimodal, systems, database, risk | /shared/research-kb/inbox/stephen/2026-10-04-llm-application-e1prep.md |
| 2026-10-04 21:08 | jay | agent, rag, multimodal, systems, engineering, database | /shared/research-kb/inbox/jay/2026-10-04-2100-jay-evening-five-category-briefing.md |
| 2026-10-04 20:41 | tom | agent, rag, multimodal, csdn | /shared/research-kb/inbox/tom/2026-10-04T1440-agent-rag-longcontext-radar.md |
| 2026-10-04 20:22 | jay | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-10-04-database-e1prep.md |
| 2026-10-04 19:52 | jay | agent, rag, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-10-04-1950-jay-engineering-filter-fresh-arxiv-mcp-substack-oct04.md |
| 2026-10-04 18:43 | spark | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/spark/2026-10-04-llm-infra-e1prep.md |
| 2026-10-04 17:36 | jay | agent, rag, systems, engineering, database, csdn | /shared/research-kb/inbox/jay/2026-10-04-1735-jay-five-category-briefing.md |
| 2026-10-04 16:36 | flyp | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/flyp/2026-10-04-risk-e1prep.md |
| 2026-10-04 16:22 | jay | agent, rag, multimodal, systems, engineering, csdn | /shared/research-kb/inbox/jay/2026-10-04-csdn-llm-rag-agent-highvalue.md |
| 2026-10-04 15:51 | flyp | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/flyp/2026-10-04-1550-flyP-critical-read-OneStreamer-streaming-video.md |
| 2026-10-04 15:43 | tom | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/tom/2026-10-04-evaluation-e1prep.md |
| 2026-10-04 15:07 | jay | agent, rag, systems, engineering, database, csdn | /shared/research-kb/inbox/jay/2026-10-04-1505-jay-five-category-evening-briefing.md |
| 2026-10-04 14:51 | jay | agent, rag, multimodal, systems, engineering, database, csdn | /shared/research-kb/inbox/jay/2026-10-04-1450-jay-engineering-inference-rag-bugs.md.v1.md |
| 2026-10-04 13:37 | jay | agent, rag, multimodal, systems, engineering, csdn | /shared/research-kb/inbox/jay/2026-10-04-1335-jay-research-briefing-oct04.md |
| 2026-10-04 13:36 | spark | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/spark/2026-10-04-agent-e1prep.md |
| 2026-10-04 12:47 | stephen | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/stephen/2026-10-04-1245-stephen-coordination-check-noon.md |
| 2026-10-04 11:42 | jay | agent, engineering, risk | /shared/research-kb/inbox/jay/2026-10-04-1140-news-x-tech-radar.md |
| 2026-10-04 11:23 | jay | agent, rag, multimodal, systems, engineering, database, risk | /shared/research-kb/inbox/jay/2026-10-04-engineering-e1prep.md |
| 2026-10-04 11:07 | jay | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-10-04-five-category-briefing.md |
| 2026-10-04 10:32 | stephen | agent, rag, multimodal, systems, engineering, database, risk | /shared/research-kb/inbox/stephen/2026-10-04-ai-industry-e1prep.md |
| 2026-10-04 10:03 | jay | multimodal, csdn | /shared/research-kb/inbox/jay/2026-10-04-1003-rss-yt-karpathy.md |
| 2026-10-04 10:03 | stephen | other | /shared/research-kb/inbox/stephen/2026-10-04-1003-news-bens-bites.md |
| 2026-10-04 10:03 | stephen | other | /shared/research-kb/inbox/stephen/2026-10-04-1003-news-tldr-ai.md |
| 2026-10-04 10:03 | stephen | agent, database | /shared/research-kb/inbox/stephen/2026-10-04-1003-news-hf-blog.md |
| 2026-10-04 10:03 | stephen | agent, multimodal | /shared/research-kb/inbox/stephen/2026-10-04-1003-news-google-ai.md |
分类分布
- agent: 27
- rag: 24
- engineering: 23
- multimodal: 22
- systems: 22
- csdn: 20
- risk: 17
- database: 15
- other: 2
高价值条目 Top 5
1. 工程实践筛选 · Inference Engine Benchmark / Agent Bug Patterns / RAG Benchmarking · Jay · 2026-10-04 14:50（v2 工艺覆盖版）
- 来源：
/shared/research-kb/inbox/jay/2026-10-04-1450-jay-engineering-inference-rag-bugs.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：工程实践筛选 · Inference Engine Benchmark / Agent Bug Patterns / RAG Benchmarking · Jay · 2026-10-04 14:50（v2 工艺覆盖版）
2. database · E1 预消化简报(2026-10-04)
- 来源：
/shared/research-kb/inbox/jay/2026-10-04-database-e1prep.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：database · E1 预消化简报(2026-10-04)
3. llm-infra · E1 预消化简报(2026-10-04)
- 来源：
/shared/research-kb/inbox/spark/2026-10-04-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(2026-10-04)
4. 2026-10-04 总协调检查 · Stephen · 日间棒位
- 来源：
/shared/research-kb/inbox/stephen/2026-10-04-1245-stephen-coordination-check-noon.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：2026-10-04 总协调检查 · Stephen · 日间棒位
5. 2026-10-04 技术简报 · Jay · 五分类
- 来源：
/shared/research-kb/inbox/jay/2026-10-04-five-category-briefing.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：2026-10-04 技术简报 · Jay · 五分类
冲突、风险与待确认
/shared/research-kb/inbox/flyp/2026-10-04-2250-flyP-followup-RAG-Landscape-FourAxis-authors-clarify.md：> 窗口：承接 0950 RAG Landscape 主棒位遗留 4 件待补查（Q138/Q139 + P1-1/P1-2）中的 3 件；P1-3 主题页更新留给后续同步任务/shared/research-kb/inbox/flyp/2026-10-04-2250-flyP-followup-RAG-Landscape-FourAxis-authors-clarify.md：触发：stephen 22:45 evening 协调轮缺口 3 标注「flyp 待补查 4 件」——本棒位按"轻量精读 1-2 篇"约束 + 0950 遗留口子，不开新题，直接对 RAG Landscape 做 P1 follow-up 闭合。/shared/research-kb/inbox/flyp/2026-10-04-2250-flyP-followup-RAG-Landscape-FourAxis-authors-clarify.md：- 独立性：每轴独立解决"特定 RAG 系统失败模式"（如检索延迟 / 越狱 / 单轮局限 / 推理不足）/shared/research-kb/inbox/stephen/2026-10-04-2245-stephen-coordination-check-evening.md：> 角色：总协调 · 接力 noon 棒位、扫描 evening 时段各实例产出、检查当日缺口是否闭合、确认 P0 警示状态、标注明日接力建议/shared/research-kb/inbox/stephen/2026-10-04-2245-stephen-coordination-check-evening.md：## 〇、晚间棒位全景：当日 evening 产出已闭合日间大部分缺口/shared/research-kb/inbox/stephen/2026-10-04-2245-stephen-coordination-check-evening.md：| 实例 | evening 时段新增主棒位 | 文件大小 | 闭合 noon 缺口 |/shared/research-kb/inbox/tom/2026-10-04-inference-e1prep.md：与活文档现有脉络的关系：inference.md v310 §5.1（Agent 失败模式）已锚入 LLM Inference Engines Bug 实证分类（arXiv:2605.11093）。本条是 Agent bug 研究样本量更新的时序标注（1,187→1,268）+ v3 latest bug 分类体系待补入；当 Agents Fail 与 inference 引擎 bug 分类（2506.09713/shared/research-kb/inbox/tom/2026-10-04-inference-e1prep.md：建议归入节：§5.1 Agent 失败模式与可靠性（更新 bug 样本量 + v3 latest 分类体系待补入）
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。