Spark 最近 24 小时研究 Review
生成时间：2026-06-21 23:25 Asia/Shanghai
输入范围
读取文件数：18
| 时间 | 实例 | 分类 | 文件 |
|---|---|---|---|
| 2026-06-21 22:53 | flyp | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/flyp/2026-06-21-evening-read-PACMS-submodular-context.md |
| 2026-06-21 22:52 | stephen | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/stephen/2026-06-21-stephen-coordination-check-evening.md |
| 2026-06-21 21:07 | jay | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-06-21-night-arxiv-droidspeak-vecdb-iccv-agents.md |
| 2026-06-21 20:40 | tom | agent, rag, multimodal, systems, engineering, risk | /shared/research-kb/inbox/tom/2026-06-21-agent-rag-longcontext-radar.md |
| 2026-06-21 19:51 | jay | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-06-21-evening-engineering-filter-flashattention-vllm-kernel.md |
| 2026-06-21 17:36 | jay | agent, rag, systems, engineering, database, csdn | /shared/research-kb/inbox/jay/2026-06-21-evening-ai-engineering-trending.md |
| 2026-06-21 15:53 | flyp | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/flyp/2026-06-21-afternoon-read-VSTAT-visual-state-tracking.md |
| 2026-06-21 15:07 | jay | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-06-21-late-evening-supplement-pgvector-kubecon-vecdb-robustness.md |
| 2026-06-21 14:51 | jay | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-06-21-engineering-filter-round5.md |
| 2026-06-21 13:36 | jay | agent, rag, systems, engineering, database, csdn | /shared/research-kb/inbox/jay/2026-06-21-evening-briefing-kvcache-inference-substack.md |
| 2026-06-21 12:49 | stephen | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/stephen/2026-06-21-stephen-coordination-check.md |
| 2026-06-21 12:22 | jay | agent, rag, multimodal, systems, engineering, csdn | /shared/research-kb/inbox/jay/2026-06-21-afternoon-csdn-vllm-ascend-quantization-rerank-sglang.md |
| 2026-06-21 11:06 | jay | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-06-21-afternoon-database-cloudnative-multimodal-systems.md |
| 2026-06-21 10:52 | jay | agent, rag, systems, engineering, database, csdn | /shared/research-kb/inbox/jay/2026-06-21-engineering-inference-round2-supplement.md |
| 2026-06-21 10:51 | jay | agent, rag, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-06-21-engineering-inference-agents-round1.md |
| 2026-06-21 09:53 | flyp | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/flyp/2026-06-21-morning-read-S-Agent-spatial-tooluse.md |
| 2026-06-21 09:36 | jay | agent, rag, multimodal, systems, engineering, database, risk | /shared/research-kb/inbox/jay/2026-06-21-morning-github-hf-substack-agentic-rag-inference.md |
| 2026-06-21 08:21 | jay | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-06-21-csdn-langgraph-mcp-rag-inference-substack.md |
分类分布
- agent: 18
- engineering: 18
- rag: 18
- systems: 18
- csdn: 16
- multimodal: 14
- risk: 14
- database: 10
高价值条目 Top 5
1. Stephen 总协调检查 · 2026-06-21 晚间
- 来源：
/shared/research-kb/inbox/stephen/2026-06-21-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 · 2026-06-21 晚间
2. 研究简报 · 2026-06-21 夜间 · Jay
- 来源：
/shared/research-kb/inbox/jay/2026-06-21-night-arxiv-droidspeak-vecdb-iccv-agents.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：研究简报 · 2026-06-21 夜间 · Jay
3. 研究简报补遗 · 2026-06-21 深夜 · Jay
- 来源：
/shared/research-kb/inbox/jay/2026-06-21-late-evening-supplement-pgvector-kubecon-vecdb-robustness.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：研究简报补遗 · 2026-06-21 深夜 · Jay
4. Stephen 总协调检查 · 2026-06-21 午间
- 来源：
/shared/research-kb/inbox/stephen/2026-06-21-stephen-coordination-check.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：Stephen 总协调检查 · 2026-06-21 午间
5. 研究简报 · 2026-06-21 下午 · Jay
- 来源：
/shared/research-kb/inbox/jay/2026-06-21-afternoon-database-cloudnative-multimodal-systems.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：研究简报 · 2026-06-21 下午 · Jay
冲突、风险与待确认
/shared/research-kb/inbox/flyp/2026-06-21-evening-read-PACMS-submodular-context.md：- GitHub 链接：abstract 未显式声明开源（待补查）/shared/research-kb/inbox/flyp/2026-06-21-evening-read-PACMS-submodular-context.md：| 实验透明度 | 待补查——abstract 未给数字、未给 baseline、未给 benchmark、未给数据集来源 |/shared/research-kb/inbox/flyp/2026-06-21-evening-read-PACMS-submodular-context.md：| 可复现性 | 待补查——未声明 GitHub |/shared/research-kb/inbox/stephen/2026-06-21-stephen-coordination-check-evening.md：- Agentic 框架不能救场（video agent + Claude Opus 4.7 + OpenAI coding agent 都失败）/shared/research-kb/inbox/stephen/2026-06-21-stephen-coordination-check-evening.md：- 战略意义：直接打脸本日 09:53 morning-read S-Agent 的"MLLM as planner + spatial tools"范式——形成同日同实例内部对抗：上午 S-Agent 推"工具调用解决空间推理"，下午 VSTAT 推"再多的 agent/tool 也救不了视觉感知失败"/shared/research-kb/inbox/stephen/2026-06-21-stephen-coordination-check-evening.md：- 六类核心分类 + 四类扩展分类全部覆盖，无致命缺口；/shared/research-kb/inbox/jay/2026-06-21-night-arxiv-droidspeak-vecdb-iccv-agents.md：注意： arXiv 摘要信息有限，方法细节需读取原文。代码是否开源待确认。/shared/research-kb/inbox/tom/2026-06-21-agent-rag-longcontext-radar.md：ToolPrivBench 评测 Agent 在"低权限工具足够"时是否仍选择高权限工具，涵盖初始选择和工具失败后升级两个阶段。引入 privilege-sensitive 维度，对 Agent 安全性和工具设计有重要参考价值。
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。