Spark 周报主题风险 Review
生成时间：2026-09-27 18:30 Asia/Shanghai
输入范围
读取文件数：30
| 时间 | 实例 | 分类 | 文件 |
|---|---|---|---|
| 2026-09-27 17:37 | jay | agent, rag, multimodal, systems, engineering, database, csdn | /shared/research-kb/inbox/jay/2026-09-27-1735-jay-research-briefing-inference-vecdb-substack.md |
| 2026-09-27 17:25 | review | agent, rag, multimodal, systems, database, csdn, risk | /shared/research-kb/review/2026-09-27-1725-spark-24h-review.md |
| 2026-09-27 16:35 | flyp | agent, rag, multimodal, systems, engineering, risk | /shared/research-kb/inbox/flyp/2026-09-27-risk-e1prep.md |
| 2026-09-27 16:22 | jay | agent, rag, systems, engineering, csdn | /shared/research-kb/inbox/jay/2026-09-27-1620-csdn-inference-engineering-llmops-speculative-decoding-sep27.md |
| 2026-09-27 15:50 | flyp | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/flyp/2026-09-27-1530-flyP-critical-read-ICLR-Agent-Context-Compression.md |
| 2026-09-27 15:42 | tom | agent, rag, multimodal, systems, engineering, risk | /shared/research-kb/inbox/tom/2026-09-27-evaluation-e1prep.md |
| 2026-09-27 15:11 | review | agent, rag, systems, risk | /shared/research-kb/review/Stephen-on-spark-2026-09-27.md |
| 2026-09-27 15:08 | jay | rag, systems, engineering, csdn | /shared/research-kb/inbox/jay/2026-09-27-reproduction.md |
| 2026-09-27 15:08 | jay | rag, systems, engineering, risk | /shared/research-kb/inbox/jay/2026-09-27-cloud-native.md |
| 2026-09-27 15:08 | jay | agent, rag, systems, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-09-27-backend.md |
| 2026-09-27 15:07 | jay | rag, multimodal, database | /shared/research-kb/inbox/jay/2026-09-27-database.md |
| 2026-09-27 15:04 | review | agent, rag, multimodal, engineering, risk | /shared/research-kb/review/Jay-on-Stephen-2026-09-27.md |
| 2026-09-27 14:51 | jay | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-09-27-1450-jay-engineering-filtering-code-agent-rag-frameworks-sep27.md |
| 2026-09-27 14:51 | review | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/review/flyP-on-Jay-2026-09-27.md |
| 2026-09-27 14:42 | review | agent, rag, multimodal, systems, csdn, risk | /shared/research-kb/review/Tom-on-flyP-2026-09-27.md |
| 2026-09-27 14:41 | tom | agent, rag, multimodal, engineering, database, csdn, risk | /shared/research-kb/inbox/tom/2026-09-27-agent-rag-longcontext-radar.md |
| 2026-09-27 13:38 | spark | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/spark/2026-09-27-agent-e1prep.md |
| 2026-09-27 13:36 | jay | agent, rag, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-09-27-1335-jay-security-inference-rag-stack-sep27.md |
| 2026-09-27 12:46 | stephen | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/stephen/2026-09-27-stephen-coordination-check-noon.md |
| 2026-09-27 12:21 | jay | agent, rag, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-09-27-csdn-rag-vllm-agent-2026q3.md |
| 2026-09-27 11:42 | jay | agent, rag, multimodal, csdn | /shared/research-kb/inbox/jay/2026-09-27-1140-news-x-tech-radar.md |
| 2026-09-27 11:25 | review | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/review/2026-09-27-1125-spark-24h-review.md |
| 2026-09-27 11:22 | jay | agent, rag, multimodal, systems, engineering, csdn | /shared/research-kb/inbox/jay/2026-09-27-engineering-e1prep.md |
| 2026-09-27 11:07 | jay | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-09-27-1105-jay-five-category-briefing-sep27.md |
| 2026-09-27 10:52 | jay | agent, rag, systems, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-09-27-1050-jay-engineering-filtering-inference-agent-eval-sep27.md |
| 2026-09-27 10:25 | stephen | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/stephen/2026-09-27-ai-industry-e1prep.md |
| 2026-09-27 10:02 | jay | multimodal | /shared/research-kb/inbox/jay/2026-09-27-1002-rss-yt-fireship.md |
| 2026-09-27 10:02 | flyp | multimodal | /shared/research-kb/inbox/flyp/2026-09-27-1002-rss-yt-ai-explained.md |
| 2026-09-27 10:02 | flyp | multimodal | /shared/research-kb/inbox/flyp/2026-09-27-1002-rss-yt-two-minute-papers.md |
| 2026-09-27 10:02 | stephen | other | /shared/research-kb/inbox/stephen/2026-09-27-1002-news-bens-bites.md |
分类分布
- rag: 26
- agent: 23
- systems: 22
- engineering: 21
- multimodal: 21
- csdn: 20
- risk: 20
- database: 11
- other: 1
高价值条目 Top 5
1. agent · E1 预消化简报(2026-09-27)
- 来源：
/shared/research-kb/inbox/spark/2026-09-27-agent-e1prep.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：agent · E1 预消化简报(2026-09-27)
2. Stephen · 总协调检查 · 2026-09-27 12:45 CST (noon 棒位 · 周日)
- 来源：
/shared/research-kb/inbox/stephen/2026-09-27-stephen-coordination-check-noon.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：Stephen · 总协调检查 · 2026-09-27 12:45 CST (noon 棒位 · 周日)
3. Spark 最近 24 小时研究 Review
- 来源：
/shared/research-kb/review/2026-09-27-1125-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
4. 📋 Jay 五类简报 · 2026-09-27 上午终场
- 来源：
/shared/research-kb/inbox/jay/2026-09-27-1105-jay-five-category-briefing-sep27.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：📋 Jay 五类简报 · 2026-09-27 上午终场
5. ai-industry · E1 预消化简报（2026-09-27）
- 来源：
/shared/research-kb/inbox/stephen/2026-09-27-ai-industry-e1prep.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：ai-industry · E1 预消化简报（2026-09-27）
冲突、风险与待确认
/shared/research-kb/review/2026-09-27-1725-spark-24h-review.md：## 冲突、风险与待确认/shared/research-kb/review/2026-09-27-1725-spark-24h-review.md：-/shared/research-kb/inbox/flyp/2026-09-27-risk-e1prep.md：| 11 |inbox/jay/2026-09-26-1950-jay-engineering-filter-kvcache-eviction-2026sep23.md10KB | kvcache | KV-Cache 风险约束型淘汰arXiv:2609.27981+ KVSET `arXiv:260/shared/research-kb/review/2026-09-27-1725-spark-24h-review.md：-/shared/research-kb/inbox/flyp/2026-09-27-risk-e1prep.md：work-queue 9-26 16:00 = 待建卡 0 件(无 risk 主分类新增候选;Just Ask Jev 已入库 ⚠)+ 选题榜 1 件(2609.29362 PoS in SAE)· Multimodal 邻接级 · 与 risk 间接相关)+ 15 张风险主分类卡缺 TLDR 待 cron_s2 覆/shared/research-kb/inbox/flyp/2026-09-27-risk-e1prep.md：| 11 |inbox/jay/2026-09-26-1950-jay-engineering-filter-kvcache-eviction-2026sep23.md10KB | kvcache | KV-Cache 风险约束型淘汰arXiv:2609.27981+ KVSETarXiv:2609.27746+ AWS FSx Lustre 分层存储 ⚠⚬⚬ | 与 R84 §3.2 #54 争议"OpenAI/shared/research-kb/inbox/flyp/2026-09-27-risk-e1prep.md：| 14 |inbox/spark/2026-09-27-agent-e1prep.md72KB | E1 棒 | §增量 ② frontier lab 模型权重 SBOM 范式迁移 ⚠⚬⚬⚬⚬ + §增量 ⑤ frontier lab 多模态 Agent 开放权重预备第 1 例 + Skills 工程化范式 2026 主流预备扩增稳态 ⚠⚬⚬⚬ + §增量 ⑥ MOPD vs SFT/RLHF/DPO 争议 ⚠⚬⚬ + fro/shared/research-kb/inbox/flyp/2026-09-27-risk-e1prep.md：work-queue 9-26 16:00 = 待建卡 0 件(无 risk 主分类新增候选;Just Ask Jev 已入库 ⚠)+ 选题榜 1 件(2609.29362 PoS in SAE)· Multimodal 邻接级 · 与 risk 间接相关)+ 15 张风险主分类卡缺 TLDR 待 cron_s2 覆盖(沿用 9-22)+ **risk 主轴 9-27 16:00 = 立标池结构性洗牌第 10 次确认持续验证 + 物体永/shared/research-kb/inbox/flyp/2026-09-27-1530-flyP-critical-read-ICLR-Agent-Context-Compression.md：> 审稿边界：仅基于 abs 摘要 + 提交时间 + 30 页体量 + 同日相邻候选；不抓全文 PDF（避免 406 / 超时）；补查项用「待补查」明确标注/shared/research-kb/inbox/flyp/2026-09-27-1530-flyP-critical-read-ICLR-Agent-Context-Compression.md：- 待补查：论文是否给"history can be removed if already externalized"的形式化定义；以及 30 页中是否拆出 §3 problem formalization
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。