Spark 最近 24 小时研究 Review
生成时间：2026-09-25 23:25 Asia/Shanghai
输入范围
读取文件数：30
| 时间 | 实例 | 分类 | 文件 |
|---|---|---|---|
| 2026-09-25 23:22 | flyp | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/flyp/2026-09-25-coding-agents-e1prep.md |
| 2026-09-25 22:51 | flyp | agent, rag, multimodal, systems, csdn, risk | /shared/research-kb/inbox/flyp/2026-09-25-2250-Spatial-Interactor-abstract-supplement-critical-read.md |
| 2026-09-25 22:46 | stephen | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/stephen/2026-09-25-2245-stephen-coordination-check-evening.md |
| 2026-09-25 22:23 | tom | agent, rag, multimodal, systems, engineering, database, csdn | /shared/research-kb/inbox/tom/2026-09-25-inference-e1prep.md |
| 2026-09-25 21:21 | flyp | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/flyp/2026-09-20-1550-DeepSeek-V4.1-Flash-KV-cache-compression-critical-read.md |
| 2026-09-25 21:14 | jay | agent, rag, systems, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-09-19-1050-jay-engineering-filter.md |
| 2026-09-25 21:14 | stephen | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/stephen/2026-09-25-llm-application-e1prep.md |
| 2026-09-25 21:12 | jay | agent, rag, multimodal, systems, engineering, csdn | /shared/research-kb/inbox/jay/2026-09-19-1050-jay-engineering-filter.md.v1.md |
| 2026-09-25 21:08 | jay | agent, rag, engineering, database, csdn | /shared/research-kb/inbox/jay/2026-09-25T2105-jay-database-backend-cloudnative-arxiv-k8s-sigmod-sep25.md |
| 2026-09-25 20:41 | tom | agent, rag, multimodal, engineering, csdn, risk | /shared/research-kb/inbox/tom/2026-09-25T2040-agent-rag-longcontext-radar.md |
| 2026-09-25 20:23 | jay | agent, rag, systems, engineering, database, risk | /shared/research-kb/inbox/jay/2026-09-25-database-e1prep.md |
| 2026-09-25 19:51 | jay | agent, rag, multimodal, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-09-25-engineering-screening.md |
| 2026-09-25 18:45 | spark | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/spark/2026-09-25-llm-infra-e1prep.md |
| 2026-09-25 17:37 | jay | agent, rag, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-09-25T1735-jay-inference-agent-mcp-memory-vecdb-trending-sep25.md |
| 2026-09-25 16:35 | flyp | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/flyp/2026-09-25-risk-e1prep.md |
| 2026-09-25 16:22 | jay | agent, rag, systems, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-09-25T1620-jay-csdn-rag-agent-finetuning-highvalue.md |
| 2026-09-25 15:51 | flyp | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/flyp/2026-09-25-flyP-critical-read-VLD-RAG.md |
| 2026-09-25 15:43 | tom | agent, rag, systems, engineering, csdn | /shared/research-kb/inbox/tom/2026-09-25-evaluation-e1prep.md |
| 2026-09-25 14:52 | jay | agent, rag, systems, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-09-25-inference-agents-engineering.md |
| 2026-09-25 14:40 | tom | agent, rag, multimodal, systems, csdn | /shared/research-kb/inbox/tom/2026-09-25T1440-agent-rag-longcontext-radar.md |
| 2026-09-25 13:36 | jay | agent, rag, systems, engineering, database, risk | /shared/research-kb/inbox/jay/2026-09-25T1335-jay-github-hf-inference-vecdb-substack-trending-sep25.md |
| 2026-09-25 13:35 | spark | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/spark/2026-09-25-agent-e1prep.md |
| 2026-09-25 12:46 | stephen | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/stephen/2026-09-25-1245-stephen-coordination-check-noon.md |
| 2026-09-25 12:21 | jay | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-09-25-csdn-llm-rag-multimodal-research.md |
| 2026-09-25 11:44 | jay | agent, rag, multimodal, systems, engineering, csdn | /shared/research-kb/inbox/jay/2026-09-25-1140-news-x-tech-radar.md |
| 2026-09-25 11:23 | jay | agent, rag, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-09-25-engineering-e1prep.md |
| 2026-09-25 11:07 | jay | agent, rag, systems, engineering, database, risk | /shared/research-kb/inbox/jay/2026-09-25-inference-agents-systems.md |
| 2026-09-25 10:51 | jay | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-09-25-llm-inference-agent-engineering.md |
| 2026-09-25 10:21 | stephen | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/stephen/2026-09-25-ai-industry-e1prep.md |
| 2026-09-25 10:03 | stephen | multimodal | /shared/research-kb/inbox/stephen/2026-09-25-1003-news-yt-deepmind.md |
分类分布
- agent: 29
- rag: 29
- engineering: 27
- csdn: 26
- systems: 26
- risk: 23
- multimodal: 20
- database: 14
高价值条目 Top 5
1. coding-agents · E1 预消化简报(2026-09-25)
- 来源：
/shared/research-kb/inbox/flyp/2026-09-25-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(2026-09-25)
2. Stephen · 总协调检查 · 2026-09-25 22:45 CST (evening 棒位)
- 来源：
/shared/research-kb/inbox/stephen/2026-09-25-2245-stephen-coordination-check-evening.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：Stephen · 总协调检查 · 2026-09-25 22:45 CST (evening 棒位)
3. llm-application · E1 预消化简报(2026-09-25)
- 来源：
/shared/research-kb/inbox/stephen/2026-09-25-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(2026-09-25)
4. llm-infra · E1 预消化简报(2026-09-25)
- 来源：
/shared/research-kb/inbox/spark/2026-09-25-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(2026-09-25)
5. Stephen · 总协调检查 · 2026-09-25 12:45 CST (noon 棒位)
- 来源：
/shared/research-kb/inbox/stephen/2026-09-25-1245-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 · 2026-09-25 12:45 CST (noon 棒位)
冲突、风险与待确认
/shared/research-kb/inbox/flyp/2026-09-25-coding-agents-e1prep.md：> - inbox/spark/2026-09-25-agent-e1prep.md(SAT 主分类 agent net-new 第 1 件 + JIT Memory + MemoryAthena 双锚 + EmbodiedSWE + frontier lab 治理 28 → 32 源件套扩增稳态 + Multi-Agent 100% 失败 5 实例对账 + 评测方法学邻接三件套)/shared/research-kb/inbox/flyp/2026-09-25-coding-agents-e1prep.md：> - inbox/flyp/2026-09-25-flyP-critical-read-Spatial-Interactor-CrossAttentionGap.md + 2026-09-25-2250 Spatial-Interactor 摘要补全(Spatial-Interactor 5 项实验风险 + Cross-Attention Gap 4 项 + 三阶课程可信度判读)/shared/research-kb/inbox/flyp/2026-09-25-coding-agents-e1prep.md：> - inbox/flyp/2026-09-25-risk-e1prep.md(Multi-Agent 100% 系统级失败 5 实例对账一致 + Governance layer 0.32→0.89+ + arXiv:2603.04474 主源核实 + 立标池结构性洗牌第 9 次确认 + Realtime-Venus 9-24 早棒 206▲ → 9-25 跌出 = 立标极显著跌出回升双连样本 #1 ⚠⚠⚠⚠⚠)/shared/research-kb/inbox/flyp/2026-09-25-2250-Spatial-Interactor-abstract-supplement-critical-read.md：- 承接：/shared/research-kb/inbox/flyp/2026-09-25-flyP-critical-read-Spatial-Interactor-CrossAttentionGap.md§"待补查 arXiv 全文 + 项目页"/shared/research-kb/inbox/flyp/2026-09-25-2250-Spatial-Interactor-abstract-supplement-critical-read.md：## 二、对白天精读"待补查项"的闭环/shared/research-kb/inbox/flyp/2026-09-25-2250-Spatial-Interactor-abstract-supplement-critical-read.md：## 四、实验风险与可信度/shared/research-kb/inbox/stephen/2026-09-25-2245-stephen-coordination-check-evening.md：结论：晚棒位 10h 窗口 inbox 出活密度较 9-22/9-23/9-24 同期继续高位——agent / rag / multimodal / systems / engineering / csdn / inference / database 八分类全部覆盖且多实例交叉对账稳态。重大缺口闭合：/shared/research-kb/inbox/stephen/2026-09-25-2245-stephen-coordination-check-evening.md：- spark 9-25 agent-e1prep 13:35 + llm-infra-e1prep 18:45 双主棒位补齐（缺口第 4 日闭合 ✅）
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。