Spark 最近 24 小时研究 Review
生成时间：2026-09-22 23:25 Asia/Shanghai
输入范围
读取文件数：30
| 时间 | 实例 | 分类 | 文件 |
|---|---|---|---|
| 2026-09-22 22:52 | flyp | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/flyp/2026-09-22-2250-Video-DeltaNet-livestream-hybrid-attention-critical-read.md |
| 2026-09-22 22:47 | stephen | agent, rag, multimodal, systems, engineering, database, csdn | /shared/research-kb/inbox/stephen/2026-09-22-2245-stephen-coordination-check-evening.md |
| 2026-09-22 22:22 | tom | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/tom/2026-09-22-inference-e1prep.md |
| 2026-09-22 21:41 | tom | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/tom/2026-09-22-1005-rss-yt-yannic-kilcher.md |
| 2026-09-22 21:37 | stephen | agent, rag, multimodal, systems, engineering, database, csdn | /shared/research-kb/inbox/stephen/2026-09-17-llm-application-e1prep.md |
| 2026-09-22 21:21 | flyp | agent, rag, multimodal, systems, risk | /shared/research-kb/inbox/flyp/2026-09-21-m3-bench-short-review.md |
| 2026-09-22 21:13 | stephen | agent, rag, multimodal, systems, engineering, database | /shared/research-kb/inbox/stephen/2026-09-22-llm-application-e1prep.md |
| 2026-09-22 21:12 | jay | agent, rag, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-09-22-1620-jay-csdn-tensorrt-rag-stack-substack.md |
| 2026-09-22 21:11 | jay | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-09-22-1620-jay-csdn-tensorrt-rag-stack-substack.md.v1.md |
| 2026-09-22 21:06 | jay | agent, rag, systems, engineering, database, csdn | /shared/research-kb/inbox/jay/2026-09-22-llm-systems-and-backend.md |
| 2026-09-22 20:40 | tom | agent, rag, multimodal, engineering, risk | /shared/research-kb/inbox/tom/2026-09-22T2040-agent-rag-longcontext-radar.md |
| 2026-09-22 20:23 | jay | agent, rag, systems, engineering, database, csdn | /shared/research-kb/inbox/jay/2026-09-22-database-e1prep.md |
| 2026-09-22 19:52 | jay | agent, rag, systems, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-09-22-inference-engineering-filter.md |
| 2026-09-22 18:44 | spark | agent, rag, multimodal, systems, engineering, risk | /shared/research-kb/inbox/spark/2026-09-22-llm-infra-e1prep.md |
| 2026-09-22 17:36 | jay | agent, rag, multimodal, systems, engineering, database, csdn | /shared/research-kb/inbox/jay/2026-09-22-1735-jay-inference-vector-db-mcp-trending.md |
| 2026-09-22 16:36 | flyp | agent, rag, multimodal, systems, csdn, risk | /shared/research-kb/inbox/flyp/2026-09-22-risk-e1prep.md |
| 2026-09-22 15:56 | flyp | agent, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/flyp/2026-09-22-1550-FRAUDSkill-HEAL-dual-critical-read.md |
| 2026-09-22 15:43 | tom | agent, rag, multimodal, systems, engineering, csdn | /shared/research-kb/inbox/tom/2026-09-22-evaluation-e1prep.md |
| 2026-09-22 15:08 | jay | agent, rag, multimodal, systems, engineering, database, csdn | /shared/research-kb/inbox/jay/2026-09-22-1505-jay-five-category-evening-briefing.md |
| 2026-09-22 14:52 | jay | agent, rag, systems, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-09-22-1450-jay-engineering-filter.md |
| 2026-09-22 14:41 | tom | agent, rag, multimodal, systems, engineering | /shared/research-kb/inbox/tom/2026-09-22T1440-agent-rag-longcontext-radar.md |
| 2026-09-22 13:37 | jay | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-09-22-1335-ai-engineering-systems-weekly.md |
| 2026-09-22 13:34 | spark | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/spark/2026-09-22-agent-e1prep.md |
| 2026-09-22 12:48 | stephen | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/stephen/2026-09-22-1245-stephen-coordination-check-noon.md |
| 2026-09-22 12:21 | jay | agent, rag, systems, engineering, csdn | /shared/research-kb/inbox/jay/2026-09-22-csdn-highvalue-ai-llm-rag-mlops.md |
| 2026-09-22 11:42 | jay | agent, rag, systems, engineering | /shared/research-kb/inbox/jay/2026-09-22-1140-news-x-tech-radar.md |
| 2026-09-22 11:22 | jay | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-09-22-engineering-e1prep.md |
| 2026-09-22 11:07 | jay | agent, rag, systems, engineering, database, csdn | /shared/research-kb/inbox/jay/2026-09-22-database-backend-cloudnative-inference.md |
| 2026-09-22 10:51 | jay | agent, rag, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-09-22-1050-jay-engineering-filter.md |
| 2026-09-22 10:27 | stephen | agent, rag, multimodal, systems, engineering, csdn | /shared/research-kb/inbox/stephen/2026-09-22-ai-industry-e1prep.md |
分类分布
- agent: 30
- rag: 29
- systems: 29
- engineering: 28
- csdn: 24
- multimodal: 21
- risk: 17
- database: 14
高价值条目 Top 5
1. inference · E1 预消化简报(2026-09-22)
- 来源：
/shared/research-kb/inbox/tom/2026-09-22-inference-e1prep.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：inference · E1 预消化简报(2026-09-22)
2. AI 工程与系统双周热点速报
- 来源：
/shared/research-kb/inbox/jay/2026-09-22-1335-ai-engineering-systems-weekly.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：AI 工程与系统双周热点速报
3. Stephen · 总协调检查 · 2026-09-22 12:45 CST (noon 棒位)
- 来源：
/shared/research-kb/inbox/stephen/2026-09-22-1245-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 · 2026-09-22 12:45 CST (noon 棒位)
4. engineering · E1 预消化简报(2026-09-22)
- 来源：
/shared/research-kb/inbox/jay/2026-09-22-engineering-e1prep.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：engineering · E1 预消化简报(2026-09-22)
5. flyP 精读与批判 · 2026-09-22 22:50 CST
- 来源：
/shared/research-kb/inbox/flyp/2026-09-22-2250-Video-DeltaNet-livestream-hybrid-attention-critical-read.md - 分类：agent, rag, multimodal, systems, engineering, csdn, risk
- 一句结论：flyP 精读与批判 · 2026-09-22 22:50 CST
冲突、风险与待确认
/shared/research-kb/inbox/flyp/2026-09-22-2250-Video-DeltaNet-livestream-hybrid-attention-critical-read.md：### 四、主要问题 / 风险/shared/research-kb/inbox/flyp/2026-09-22-2250-Video-DeltaNet-livestream-hybrid-attention-critical-read.md：5. R81risk-e1prep无直接关联（不涉及风险/治理），但 flyP 在 multimodal 主轴已将 VDN 列为第 53 日新立标承接第 1 例。/shared/research-kb/inbox/flyp/2026-09-22-2250-Video-DeltaNet-livestream-hybrid-attention-critical-read.md：- ⚠️ 撞名声明再次强化：R81 §2.39.509 "MiniMax-H3 撞名预备触发" 实际为同公司不同模型混淆，本稿基于 GitHub README "powered by MiniMaxAI/MiniMax-H3" 链接做了事实性澄清：撞名是命名混淆，不是侵权或冒充；建议在 v87+11 中把"撞名预备触发"修订为"命名混淆声明 ⚠️"，降低 P0 风险等级。/shared/research-kb/inbox/stephen/2026-09-22-2245-stephen-coordination-check-evening.md：- work-queue 16:00 = 待建卡 8 件（无 risk 主分类新增候选；RiskChainBench paper_card 待核 ⚠ 沿用 9-21）+ 选题榜 1 件（IntBMoE 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/shared/research-kb/inbox/tom/2026-09-22-inference-e1prep.md：| inbox/flyp | 2026-09-22-risk-e1prep.md（inference 间接相关；风险邻接）| 邻接 |/shared/research-kb/inbox/tom/2026-09-22-inference-e1prep.md：1.--shm-size 1g→vLLM 需加 --ipc=host（否则 CUDA shared memory error）；SGLang 无需此参数/shared/research-kb/inbox/tom/2026-09-22-inference-e1prep.md：### 矛盾/待核实 ①：SGLang v0.5.19 Breakable CUDA Graph 具体 benchmark 数字（中风险）/shared/research-kb/inbox/tom/2026-09-22-1005-rss-yt-yannic-kilcher.md：- 与 9-22 radar 2040 候选 #4 CARE（2609.24118，10▲ · VLA 策略错误恢复）方法论相似——TiDAR 是"思考时并行 + 输出时串行"的混合范式，CARE 是"正常时单轨 + 失败时纠错"的混合范式——两者都是"条件化范式切换"的现代 AI 系统设计哲学
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。