Spark 最近 24 小时研究 Review
生成时间：2026-09-18 23:25 Asia/Shanghai
输入范围
读取文件数：30
| 时间 | 实例 | 分类 | 文件 |
|---|---|---|---|
| 2026-09-18 23:24 | flyp | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/flyp/2026-09-18-coding-agents-e1prep.md |
| 2026-09-18 22:46 | stephen | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/stephen/2026-09-18-2245-stephen-coordination-check-evening.md |
| 2026-09-18 22:22 | tom | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/tom/2026-09-18-inference-e1prep.md |
| 2026-09-18 21:42 | tom | agent, rag, multimodal, systems, engineering, risk | /shared/research-kb/inbox/tom/2026-09-17-1004-rss-yt-lex-fridman.md |
| 2026-09-18 21:23 | flyp | agent, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/flyp/2026-09-14-2250-MultihopSpatial-3D-spatial-reasoning-VLM-critical-read.md |
| 2026-09-18 21:14 | jay | agent, rag, multimodal, systems, csdn, risk | /shared/research-kb/inbox/jay/2026-09-16T0820-jay-csdn-arxiv-agentic-rag-multimodal-highfreq.md |
| 2026-09-18 21:14 | stephen | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/stephen/2026-09-18-llm-application-e1prep.md |
| 2026-09-18 21:12 | jay | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-09-16T0820-jay-csdn-arxiv-agentic-rag-multimodal-highfreq.md.v1.md |
| 2026-09-18 21:05 | spark | agent, rag, multimodal, systems, engineering, csdn | /shared/research-kb/inbox/spark/2026-09-15-1001-rss-gradient-flow.md |
| 2026-09-18 20:41 | tom | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/tom/2026-09-18T2040-agent-rag-longcontext-radar.md |
| 2026-09-18 20:22 | jay | agent, rag, systems, engineering, database, risk | /shared/research-kb/inbox/jay/2026-09-18-database-e1prep.md |
| 2026-09-18 19:51 | jay | agent, rag, systems, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-09-18-inference-engineering-llmops-rag-production.md |
| 2026-09-18 18:43 | spark | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/spark/2026-09-18-llm-infra-e1prep.md |
| 2026-09-18 17:36 | jay | agent, rag, multimodal, systems, engineering, database, risk | /shared/research-kb/inbox/jay/2026-09-18-1735-jay-github-hf-inference-agentic-rag-substack-sep18.md |
| 2026-09-18 16:38 | flyp | agent, rag, systems, engineering, csdn | /shared/research-kb/inbox/flyp/2026-09-18-risk-e1prep.md |
| 2026-09-18 16:22 | jay | agent, rag, systems, engineering, database, csdn | /shared/research-kb/inbox/jay/2026-09-18T1620-jay-csdn-agent-rag-substack-highvalue-sep18.md |
| 2026-09-18 15:51 | flyp | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/flyp/2026-09-18-vst-haven-online-video-llm.md |
| 2026-09-18 15:43 | tom | agent, systems, engineering, csdn, risk | /shared/research-kb/inbox/tom/2026-09-18-evaluation-e1prep.md |
| 2026-09-18 15:08 | jay | agent, rag, multimodal, systems, engineering, database, csdn | /shared/research-kb/inbox/jay/2026-09-18T2105-jay-five-category-evening-briefing.md |
| 2026-09-18 14:52 | jay | agent, rag, multimodal, systems, engineering, csdn | /shared/research-kb/inbox/jay/2026-09-18T1450-jay-engineering-filter.md |
| 2026-09-18 14:41 | tom | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/tom/2026-09-18-agent-rag-longcontext-radar.md |
| 2026-09-18 13:37 | jay | agent, rag, multimodal, systems, engineering, database, csdn | /shared/research-kb/inbox/jay/2026-09-18-ai-engineering-llm-rag.md |
| 2026-09-18 13:35 | spark | agent, multimodal, systems, engineering, csdn | /shared/research-kb/inbox/spark/2026-09-18-agent-e1prep.md |
| 2026-09-18 12:47 | stephen | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/stephen/2026-09-18-1245-stephen-coordination-check-noon.md |
| 2026-09-18 12:21 | jay | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-09-18-csdn-substack-llm-inference-agent.md |
| 2026-09-18 11:44 | jay | agent, systems, engineering | /shared/research-kb/inbox/jay/2026-09-18-1140-news-x-tech-radar.md |
| 2026-09-18 11:22 | jay | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-09-18-engineering-e1prep.md |
| 2026-09-18 11:07 | jay | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-09-18-1105-daily-briefing.md |
| 2026-09-18 10:53 | jay | agent, multimodal, engineering, csdn | /shared/research-kb/inbox/jay/2026-09-18-msr-orchard-agent-framework.md |
| 2026-09-18 10:52 | jay | engineering, csdn | /shared/research-kb/inbox/jay/2026-09-18-security-datasette-0655-cve.md |
分类分布
- agent: 29
- engineering: 29
- systems: 28
- csdn: 26
- rag: 24
- multimodal: 23
- risk: 20
- database: 12
高价值条目 Top 5
1. coding-agents · E1 预消化简报（2026-09-18）
- 来源：
/shared/research-kb/inbox/flyp/2026-09-18-coding-agents-e1prep.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：coding-agents · E1 预消化简报（2026-09-18）
2. 知识库协调检查 · Stephen · 2026-09-18 22:45 CST（晚间版）
- 来源：
/shared/research-kb/inbox/stephen/2026-09-18-2245-stephen-coordination-check-evening.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：知识库协调检查 · Stephen · 2026-09-18 22:45 CST（晚间版）
3. llm-application · E1 预消化简报(2026-09-18)
- 来源：
/shared/research-kb/inbox/stephen/2026-09-18-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(2026-09-18)
4. llm-infra · E1 预消化简报(2026-09-18)
- 来源：
/shared/research-kb/inbox/spark/2026-09-18-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(2026-09-18)
5. 知识库协调检查 · Stephen · 2026-09-18 12:45 CST（午间版）
- 来源：
/shared/research-kb/inbox/stephen/2026-09-18-1245-stephen-coordination-check-noon.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：知识库协调检查 · Stephen · 2026-09-18 12:45 CST（午间版）
冲突、风险与待确认
/shared/research-kb/inbox/flyp/2026-09-18-coding-agents-e1prep.md：-coding-agents.md§3.2 争议新增第 172 件 = "Anatomy '16 框架对比' vs spark 9-18 自报 '11+1=12 个 harness' 事实层 P1 错误 ⚠️⚠️"/shared/research-kb/inbox/stephen/2026-09-18-2245-stephen-coordination-check-evening.md：2. 晚棒净增承接：Tom 9-18 inference-e1prep（17KB / 6 条主增量 / 5 个新 arXiv）+ Tom 9-18 2040 radar（4 高价值）+ spark 9-18 llm-infra-e1prep（74KB，终于补回 9-17+9-18 双日缺口）+ jay 9-18 2114 csdn-arxiv-agentic-rag-multimodal-highfreq（35KB v2/shared/research-kb/inbox/stephen/2026-09-18-2245-stephen-coordination-check-evening.md：### Spark 9-18 晚棒（1 文件 · 74KB · llm-infra 主轴缺口补回）/shared/research-kb/inbox/stephen/2026-09-18-2245-stephen-coordination-check-evening.md：-2026-09-18-llm-infra-e1prep.md（74KB · 18:43 CST 落档 · 终于补回 9-17 + 9-18 双日缺口）· 承接 v3.36 §IX 100 morning 升档棒（cutoff 9-18 05:00 CST · arXiv/CVE/DOI/URL 375/36/14/524） · 本棒窗口：v3.36 cutoff 9-18 05:00 → 9-18 18:/shared/research-kb/inbox/tom/2026-09-18-inference-e1prep.md：与活文档 inference.md 现有脉络的关系：inference.md 目前无安全专项；本条是 推理引擎安全攻击面的重大补充，建议在 §1.1 vLLM/SGLang 段落或 inference.md 安全相关章节加入指纹识别风险。/shared/research-kb/inbox/tom/2026-09-18-inference-e1prep.md：建议归入章节：§1.1 框架格局（vLLM/SGLang 安全段落新增指纹识别风险）或建议新建安全章节/shared/research-kb/inbox/tom/2026-09-18-inference-e1prep.md：### 矛盾/待核实 ①：MLA 93.3% KV cache 内存降低的具体数字来源（中等风险）/shared/research-kb/inbox/tom/2026-09-17-1004-rss-yt-lex-fridman.md：> v1 → v2 修复 模式 BQ（RSS-YouTube 信源无过滤最低交付）治理第三棒 · 9 行 5 标题纯列表 → 1 高价值 + 3 邻接 + 1 低价值三档分档 · 元信息段补全 · DHH #501 复用 9-16 v2 范式 + 增补 4 条新条目深挖（精神病学 #502 反向工程 + Khabib #500 失败恢复 + Gary Gallagher #499 认知冲突 + 罗马拜占庭 #498 长期演化）·
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。