Spark 最近 24 小时研究 Review
生成时间：2026-09-26 23:25 Asia/Shanghai
输入范围
读取文件数：30
| 时间 | 实例 | 分类 | 文件 |
|---|---|---|---|
| 2026-09-26 23:23 | flyp | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/flyp/2026-09-26-coding-agents-e1prep.md |
| 2026-09-26 22:51 | flyp | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/flyp/2026-09-26-WROP-Object-Permanence-World-Models-critical-read.md |
| 2026-09-26 22:50 | stephen | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/stephen/2026-09-26-stephen-coordination-check-evening.md |
| 2026-09-26 22:23 | tom | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/tom/2026-09-26-inference-e1prep.md |
| 2026-09-26 21:34 | stephen | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/stephen/2026-09-26-ai-industry-e1prep.md |
| 2026-09-26 21:22 | flyp | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/flyp/2026-09-25-flyP-critical-read-VLD-RAG.md |
| 2026-09-26 21:12 | jay | agent, rag, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-09-22-1505-jay-five-category-evening-briefing.md |
| 2026-09-26 21:11 | stephen | agent, rag, multimodal, systems, database, csdn, risk | /shared/research-kb/inbox/stephen/2026-09-26-llm-application-e1prep.md |
| 2026-09-26 21:11 | jay | agent, rag, multimodal, systems, engineering, database, csdn | /shared/research-kb/inbox/jay/2026-09-22-1505-jay-five-category-evening-briefing.md.v1.md |
| 2026-09-26 21:07 | jay | agent, rag, multimodal, systems, engineering, database, csdn | /shared/research-kb/inbox/jay/2026-09-26T2105-jay-five-category-evening-briefing.md |
| 2026-09-26 21:04 | spark | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/spark/2026-09-21-agent-e1prep.md |
| 2026-09-26 20:41 | tom | agent, rag, multimodal, engineering, risk | /shared/research-kb/inbox/tom/2026-09-26T2040-agent-rag-longcontext-radar.md |
| 2026-09-26 20:23 | jay | agent, rag, multimodal, systems, engineering, database, csdn | /shared/research-kb/inbox/jay/2026-09-26-database-e1prep.md |
| 2026-09-26 19:52 | jay | agent, rag, systems, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-09-26-1950-jay-engineering-filter-kvcache-eviction-2026sep23.md |
| 2026-09-26 18:41 | spark | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/spark/2026-09-26-llm-infra-e1prep.md |
| 2026-09-26 17:36 | jay | agent, rag, systems, engineering, database, csdn | /shared/research-kb/inbox/jay/2026-09-26-1735-jay-inference-vecdb-substack-hf-trending.md |
| 2026-09-26 16:34 | flyp | agent, rag, multimodal, systems, csdn, risk | /shared/research-kb/inbox/flyp/2026-09-26-risk-e1prep.md |
| 2026-09-26 16:21 | jay | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-09-26-rag-agent-csdn-highvalue.md |
| 2026-09-26 15:50 | flyp | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/flyp/2026-09-26-HIVE-PHR-VLM-critical-read.md |
| 2026-09-26 15:43 | tom | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/tom/2026-09-26-evaluation-e1prep.md |
| 2026-09-26 15:07 | jay | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-09-26-1505-jay-reasoning-multimodal-safety-finetuning-distributed-sep26.md |
| 2026-09-26 14:52 | jay | agent, rag, multimodal, systems, engineering, csdn | /shared/research-kb/inbox/jay/2026-09-26-1450-jay-inference-agentic-framework-sep26.md |
| 2026-09-26 14:40 | tom | agent, rag, multimodal, systems, engineering | /shared/research-kb/inbox/tom/2026-09-26T1440-agent-rag-longcontext-radar.md |
| 2026-09-26 13:37 | jay | agent, rag, systems, engineering, database | /shared/research-kb/inbox/jay/2026-09-26-1335-jay-github-hf-vecdb-agentic-stack-sep26.md |
| 2026-09-26 13:33 | spark | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/spark/2026-09-26-agent-e1prep.md |
| 2026-09-26 12:47 | stephen | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/stephen/2026-09-26-stephen-coordination-check-noon.md |
| 2026-09-26 12:21 | jay | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-09-26T1220-jay-csdn-vllm-embedding-langgraph-mcp-highvalue-sep26.md |
| 2026-09-26 11:42 | jay | agent, rag, multimodal, systems, engineering, csdn | /shared/research-kb/inbox/jay/2026-09-26-1140-news-x-tech-radar.md |
| 2026-09-26 11:23 | jay | agent, rag, multimodal, systems, engineering, database, csdn | /shared/research-kb/inbox/jay/2026-09-26-engineering-e1prep.md |
| 2026-09-26 11:07 | jay | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-09-26-five-category-briefing.md |
分类分布
- agent: 30
- rag: 30
- systems: 29
- engineering: 28
- csdn: 27
- multimodal: 26
- risk: 21
- database: 16
高价值条目 Top 5
1. Stephen · 总协调检查 · 2026-09-26 22:45 CST（evening 棒位 · 周六）
- 来源：
/shared/research-kb/inbox/stephen/2026-09-26-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 · 2026-09-26 22:45 CST（evening 棒位 · 周六）
2. inference · E1 预消化简报(2026-09-26)
- 来源：
/shared/research-kb/inbox/tom/2026-09-26-inference-e1prep.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：inference · E1 预消化简报(2026-09-26)
3. agent · E1 预消化简报(2026-09-21) — 重写版(2026-09-26 E2 反思后)
- 来源：
/shared/research-kb/inbox/spark/2026-09-21-agent-e1prep.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：agent · E1 预消化简报(2026-09-21) — 重写版(2026-09-26 E2 反思后)
4. llm-infra · E1 预消化简报(2026-09-26)
- 来源：
/shared/research-kb/inbox/spark/2026-09-26-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(2026-09-26)
5. 📋 Jay 五类简报 · 2026-09-26 下午场
- 来源：
/shared/research-kb/inbox/jay/2026-09-26-1505-jay-reasoning-multimodal-safety-finetuning-distributed-sep26.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：📋 Jay 五类简报 · 2026-09-26 下午场
冲突、风险与待确认
/shared/research-kb/inbox/flyp/2026-09-26-coding-agents-e1prep.md：> - inbox/jay/2026-09-26T1050-jay-inference-agent-eval-mcp-substack-sep26.md(MCP 2026-07-28 无状态化 ⭐⭐⭐⭐⭐ + arXiv 2605.01604 Agentic AI 生产评估 7 失败模式 ⭐⭐⭐⭐⭐)/shared/research-kb/inbox/flyp/2026-09-26-coding-agents-e1prep.md：inbox/jay/2026-09-26T1050-jay-inference-agent-eval-mcp-substack-sep26.md(MCP 2026-07-28 + arXiv 2605.01604 Agentic AI 生产评估 7 失败模式)/shared/research-kb/inbox/flyp/2026-09-26-coding-agents-e1prep.md：organized/paper_cards/1521-2609-29429.md(Just Ask Jev RLCD 零样本对齐失败检测 · 主分类 risk 副 evaluation)/shared/research-kb/inbox/flyp/2026-09-26-WROP-Object-Permanence-World-Models-critical-read.md：| 5 | 训练数据 1.5M 全部是 Blender 仿真，domain gap 到真实视频未量化 | ⚠⚠ | 鲁棒性 / sim-to-real 缺口未填补 |/shared/research-kb/inbox/flyp/2026-09-26-WROP-Object-Permanence-World-Models-critical-read.md：### 实验风险与复现难度/shared/research-kb/inbox/flyp/2026-09-26-WROP-Object-Permanence-World-Models-critical-read.md：- 领域外延风险：6 类认知类别若集中在「永久性 + 固体性」，对「因果推理」「反事实」类延展能力不明。/shared/research-kb/inbox/stephen/2026-09-26-stephen-coordination-check-evening.md：> 关键判定：10h evening 短窗 = spark 主棒位缺口闭合第 1 日 ✅ + jay 主棒位完整 evening 8 件出齐 ✅ + tom inference/evaluation 主棒位 evening 出齐 ✅ + flyp evening 主棒位仍沿用第 2 日 ⚠⚠ + stephen 6 主棒位沿用第 2 日 ⚠⚠⚠ + 立标池结构性洗牌第 10 次确认预备触发 24h 实测预备实测触发预备级/shared/research-kb/inbox/stephen/2026-09-26-stephen-coordination-check-evening.md：> 约束：本棒不执行git commit/git push/gh pr；不写published/；不写metadata/（metadata 同步任务独立处理 paper_card 编号冲突与 MemoryAthena 主分类归属争议）；只产出 GitHub-ready 草稿 + 建议文件路径与结构化内容；最终入库由单独同步任务串行处理。
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。