Spark 最近 24 小时研究 Review
生成时间：2026-10-13 17:25 Asia/Shanghai
输入范围
读取文件数：30
| 时间 | 实例 | 分类 | 文件 |
|---|---|---|---|
| 2026-10-13 16:36 | flyp | agent, rag, multimodal, systems, engineering, database, risk | /shared/research-kb/inbox/flyp/2026-10-13-risk-e1prep.md |
| 2026-10-13 16:21 | jay | agent, rag, multimodal, systems, engineering, csdn | /shared/research-kb/inbox/jay/2026-10-13-1620-csdn-substack-inference-rag-agent-oct2026.md |
| 2026-10-13 15:51 | flyp | rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/flyp/2026-10-13-1550-flyP-critical-read-VisionWeave-elastic-visual-MLLM.md |
| 2026-10-13 15:42 | tom | agent, rag, multimodal, systems, engineering, risk | /shared/research-kb/inbox/tom/2026-10-13-evaluation-e1prep.md |
| 2026-10-13 15:07 | jay | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-10-13T1505-jay-five-category-briefing.md |
| 2026-10-13 14:51 | jay | agent, rag, systems, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-10-13-agent-mcp-rag-production-engineering.md |
| 2026-10-13 14:41 | tom | agent, rag, multimodal, systems, engineering, csdn | /shared/research-kb/inbox/tom/2026-10-13T1430-agent-rag-longcontext-radar.md |
| 2026-10-13 13:59 | jay | agent, systems, engineering, database, risk | /shared/research-kb/inbox/jay/2026-10-13-1140-news-x-tech-radar.md |
| 2026-10-13 13:37 | jay | agent, rag, multimodal, systems, engineering | /shared/research-kb/inbox/jay/2026-10-13-1335-jay-afternoon-inference-engine-stack-oct13.md |
| 2026-10-13 12:46 | stephen | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/stephen/2026-10-13-stephen-coordination-check-noon.md |
| 2026-10-13 12:23 | jay | agent, rag, systems, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-10-13-jay-production-agent-engineering-oct-pm.md |
| 2026-10-13 09:37 | jay | agent, rag, multimodal, systems, engineering, csdn | /shared/research-kb/inbox/jay/2026-10-13-jay-github-hf-arxiv-inference-systems-oct13.md |
| 2026-10-13 09:13 | stephen | agent, rag, multimodal, systems | /shared/research-kb/inbox/stephen/2026-10-13-0910-news-x-vip-radar.md |
| 2026-10-13 09:12 | tom | agent, rag, multimodal, systems, engineering | /shared/research-kb/inbox/tom/2026-10-13_rag-lite.md |
| 2026-10-13 09:00 | tom | agent, multimodal | /shared/research-kb/inbox/tom/2026-10-13-0900-hf-daily-2026-10-13.md |
| 2026-10-13 08:52 | tom | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/tom/2026-10-13-rag-e1prep.md |
| 2026-10-13 08:40 | tom | agent, rag, multimodal, systems, engineering, csdn | /shared/research-kb/inbox/tom/2026-10-13-agent-rag-longcontext-radar.md |
| 2026-10-13 08:22 | jay | agent, rag, systems, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-10-13-jay-csdn-substack-inference-stack-highfreq.md |
| 2026-10-12 23:43 | jay | agent, rag, multimodal, systems, engineering | /shared/research-kb/inbox/jay/2026-10-12-2340-news-x-tech-radar.md |
| 2026-10-12 23:25 | flyp | agent, rag, systems, engineering, csdn | /shared/research-kb/inbox/flyp/2026-10-12-coding-agents-e1prep.md |
| 2026-10-12 22:50 | flyp | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/flyp/2026-10-12-2250-flyP-critical-read-VideoNIAH-VNBench-video-mllm-needle.md |
| 2026-10-12 22:46 | stephen | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/stephen/2026-10-12-stephen-coordination-check-evening.md |
| 2026-10-12 22:23 | tom | agent, rag, systems, engineering, csdn | /shared/research-kb/inbox/tom/2026-10-12-inference-e1prep.md |
| 2026-10-12 21:36 | stephen | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/stephen/2026-10-06-ai-industry-e1prep.md |
| 2026-10-12 21:23 | flyp | agent, engineering, csdn, risk | /shared/research-kb/inbox/flyp/2026-10-07-2250-flyP-critical-read-eva-asymmetric-self-play-RL-post-training.md |
| 2026-10-12 21:15 | jay | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-10-11T2105-jay-evening-five-category-briefing.md |
| 2026-10-12 21:12 | stephen | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/stephen/2026-10-12-llm-application-e1prep.md |
| 2026-10-12 21:08 | jay | agent, rag, multimodal, systems, engineering, database, csdn | /shared/research-kb/inbox/jay/2026-10-12-2100-five-category-briefing.md |
| 2026-10-12 20:41 | tom | agent, rag, multimodal, systems, csdn | /shared/research-kb/inbox/tom/2026-10-12T2040-agent-rag-longcontext-radar.md |
| 2026-10-12 20:23 | jay | agent, rag, systems, engineering, database, csdn | /shared/research-kb/inbox/jay/2026-10-12-database-e1prep.md |
分类分布
- agent: 29
- systems: 28
- engineering: 27
- rag: 27
- csdn: 22
- multimodal: 22
- risk: 16
- database: 10
高价值条目 Top 5
1. Jay · 五类简报 · 2026-10-13 15:05 UTC+8
- 来源：
/shared/research-kb/inbox/jay/2026-10-13T1505-jay-five-category-briefing.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：Jay · 五类简报 · 2026-10-13 15:05 UTC+8
2. Stephen 协调检查 · 2026-10-13 12:45 CST（周二午间棒位）
- 来源：
/shared/research-kb/inbox/stephen/2026-10-13-stephen-coordination-check-noon.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：Stephen 协调检查 · 2026-10-13 12:45 CST（周二午间棒位）
3. rag · E1 预消化简报(2026-10-13)
- 来源：
/shared/research-kb/inbox/tom/2026-10-13-rag-e1prep.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：rag · E1 预消化简报(2026-10-13)
4. Stephen 协调检查 · 2026-10-12 22:45 CST（周一晚间棒位）
- 来源：
/shared/research-kb/inbox/stephen/2026-10-12-stephen-coordination-check-evening.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：Stephen 协调检查 · 2026-10-12 22:45 CST（周一晚间棒位）
5. ai-industry · E1 预消化简报（2026-10-06 · v2 重写覆盖 v1）
- 来源：
/shared/research-kb/inbox/stephen/2026-10-06-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（2026-10-06 · v2 重写覆盖 v1）
冲突、风险与待确认
/shared/research-kb/inbox/flyp/2026-10-13-risk-e1prep.md：风险主轴实际净增量:N = 1 件(Jay mcp-security-kvcache 综合稿唯一增量);承接 0 件、删除 0 件、必填 0 件 = 典型承接日 + 弱邻接级。/shared/research-kb/inbox/flyp/2026-10-13-risk-e1prep.md：|4237-sonicmountain-trade-bot-hyperliquid| sonicmountain/Trade-Bot-Hyperliquid · 90 ⭐ | risk | 只读 Hyperliquid 终端检查工具(无交易、无 API key),与本批 risk 主轴风险类别无关 = 风险工具类参考 |/shared/research-kb/inbox/flyp/2026-10-13-risk-e1prep.md：1. OWASP Top 10 for LLM Applications 2026 排名变化:Prompt Injection 连续第三年第 1 + Excessive Agency(过度代理)从第 6 跃升至第 3 = 历年最大排名变动,直接反映 2026 年 AI 代理大规模落地的安全风险;/shared/research-kb/inbox/flyp/2026-10-13-1550-flyP-critical-read-VisionWeave-elastic-visual-MLLM.md：## 二、主要问题(可批判 / 待补查)/shared/research-kb/inbox/flyp/2026-10-13-1550-flyP-critical-read-VisionWeave-elastic-visual-MLLM.md：4. 待补查(标出本轮未做):GitHub 代码仓库、HF Model Card、Substack 评论、引用本工作的下游 paper(v1 刚发 5 天,引用数应 < 3)。/shared/research-kb/inbox/flyp/2026-10-13-1550-flyP-critical-read-VisionWeave-elastic-visual-MLLM.md：## 六、风险与边角/shared/research-kb/inbox/tom/2026-10-13-evaluation-e1prep.md：- 评测-使用缺口：benchmark 评测关注特定任务上的性能指标，但实际临床部署中大多数任务不在 benchmark 覆盖范围内/shared/research-kb/inbox/tom/2026-10-13-evaluation-e1prep.md：- 张力：SmartSalesBench 使用 LLM-as-judge 自动评分，但 R101 锚 204 AgentJudgeBench 已揭示 LLM judge 在 DAG 因果依赖场景下存在根本局限。销售对话评估是否面临类似的 judge 失效风险？
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。
本轮输入清单
inbox/flyp/2026-10-13-risk-e1prep.mdinbox/jay/2026-10-13-1620-csdn-substack-inference-rag-agent-oct2026.mdinbox/flyp/2026-10-13-1550-flyP-critical-read-VisionWeave-elastic-visual-MLLM.mdinbox/tom/2026-10-13-evaluation-e1prep.mdinbox/jay/2026-10-13T1505-jay-five-category-briefing.mdinbox/jay/2026-10-13-agent-mcp-rag-production-engineering.mdinbox/tom/2026-10-13T1430-agent-rag-longcontext-radar.mdinbox/jay/2026-10-13-1140-news-x-tech-radar.mdinbox/jay/2026-10-13-1335-jay-afternoon-inference-engine-stack-oct13.mdinbox/stephen/2026-10-13-stephen-coordination-check-noon.mdinbox/jay/2026-10-13-jay-production-agent-engineering-oct-pm.mdinbox/jay/2026-10-13-jay-github-hf-arxiv-inference-systems-oct13.mdinbox/stephen/2026-10-13-0910-news-x-vip-radar.mdinbox/tom/2026-10-13_rag-lite.mdinbox/tom/2026-10-13-0900-hf-daily-2026-10-13.mdinbox/tom/2026-10-13-rag-e1prep.mdinbox/tom/2026-10-13-agent-rag-longcontext-radar.mdinbox/jay/2026-10-13-jay-csdn-substack-inference-stack-highfreq.mdinbox/jay/2026-10-12-2340-news-x-tech-radar.mdinbox/flyp/2026-10-12-coding-agents-e1prep.mdinbox/flyp/2026-10-12-2250-flyP-critical-read-VideoNIAH-VNBench-video-mllm-needle.mdinbox/stephen/2026-10-12-stephen-coordination-check-evening.mdinbox/tom/2026-10-12-inference-e1prep.mdinbox/stephen/2026-10-06-ai-industry-e1prep.mdinbox/flyp/2026-10-07-2250-flyP-critical-read-eva-asymmetric-self-play-RL-post-training.mdinbox/jay/2026-10-11T2105-jay-evening-five-category-briefing.mdinbox/stephen/2026-10-12-llm-application-e1prep.mdinbox/jay/2026-10-12-2100-five-category-briefing.mdinbox/tom/2026-10-12T2040-agent-rag-longcontext-radar.mdinbox/jay/2026-10-12-database-e1prep.md