Spark 最近 24 小时研究 Review
生成时间：2026-09-29 23:25 Asia/Shanghai
输入范围
读取文件数：30
| 时间 | 实例 | 分类 | 文件 |
|---|---|---|---|
| 2026-09-29 23:21 | flyp | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/flyp/2026-09-29-coding-agents-e1prep.md |
| 2026-09-29 22:50 | flyp | rag, multimodal, systems, csdn, risk | /shared/research-kb/inbox/flyp/2026-09-29-2250-flyP-short-review-WhereHallucinationsLive-VQ-VLM.md |
| 2026-09-29 22:46 | stephen | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/stephen/2026-09-29-2245-stephen-coordination-check-evening.md |
| 2026-09-29 22:24 | tom | agent, rag, systems, engineering, database, csdn | /shared/research-kb/inbox/tom/2026-09-29-inference-e1prep.md |
| 2026-09-29 21:41 | tom | agent, multimodal, systems, engineering, risk | /shared/research-kb/inbox/tom/2026-09-29-0900-hf-daily-2026-09-29.md |
| 2026-09-29 21:36 | stephen | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/stephen/2026-09-28-1245-stephen-coordination-morning.md |
| 2026-09-29 21:23 | flyp | agent, rag, multimodal, systems, engineering, risk | /shared/research-kb/inbox/flyp/2026-09-29-1550-flyP-critical-read-SURE-UME-R1.md |
| 2026-09-29 21:16 | jay | agent, rag, multimodal, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-09-27-1450-jay-engineering-filtering-code-agent-rag-frameworks-sep27.md |
| 2026-09-29 21:15 | stephen | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/stephen/2026-09-29-llm-application-e1prep.md |
| 2026-09-29 21:07 | jay | agent, rag, systems, engineering, database, csdn | /shared/research-kb/inbox/jay/2026-09-29T2105-jay-evening-five-category-briefing.md |
| 2026-09-29 20:41 | tom | agent, rag, multimodal, systems, csdn, risk | /shared/research-kb/inbox/tom/2026-09-29-agent-rag-longcontext-radar.md |
| 2026-09-29 20:23 | jay | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-09-29-database-e1prep.md |
| 2026-09-29 19:51 | jay | agent, rag, systems, engineering, csdn | /shared/research-kb/inbox/jay/2026-09-29T1950-jay-evening-engineering-filter-round3.md |
| 2026-09-29 18:45 | spark | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/spark/2026-09-29-llm-infra-e1prep.md |
| 2026-09-29 17:36 | jay | agent, rag, multimodal, systems, engineering, risk | /shared/research-kb/inbox/jay/2026-09-29T1735-jay-evening-kvcache-context-engineering-stack2026.md |
| 2026-09-29 16:39 | flyp | agent, rag, multimodal, systems, engineering, risk | /shared/research-kb/inbox/flyp/2026-09-29-risk-e1prep.md |
| 2026-09-29 16:21 | jay | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-09-29T1620-jay-csdn-highvalue-context-engineering-agentic-rag-sep29.md |
| 2026-09-29 15:43 | tom | agent, rag, multimodal, systems, engineering | /shared/research-kb/inbox/tom/2026-09-29-evaluation-e1prep.md |
| 2026-09-29 15:08 | jay | agent, rag, systems, engineering, database, risk | /shared/research-kb/inbox/jay/2026-09-29T1505-jay-evening-briefing-inference-vecdb-stack2026.md |
| 2026-09-29 14:53 | jay | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-09-29T1450-jay-engineering-secondary-screening.md |
| 2026-09-29 14:41 | tom | agent, rag, multimodal, engineering, csdn, risk | /shared/research-kb/inbox/tom/2026-09-29T1440-agent-rag-longcontext-radar.md |
| 2026-09-29 13:37 | jay | agent, rag, systems, engineering, database, csdn | /shared/research-kb/inbox/jay/2026-09-29-jay-afternoon-briefing-inference-vecdb-stack2026.md |
| 2026-09-29 12:46 | stephen | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/stephen/2026-09-29-1245-stephen-coordination-check-noon.md |
| 2026-09-29 12:22 | jay | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-09-29-csdn-aiagent-rag-highvalue.md |
| 2026-09-29 11:43 | jay | agent, rag, systems, engineering, risk | /shared/research-kb/inbox/jay/2026-09-29-1140-news-x-tech-radar.md |
| 2026-09-29 11:22 | jay | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-09-29-engineering-e1prep.md |
| 2026-09-29 11:07 | jay | agent, rag, multimodal, systems, engineering, database, csdn | /shared/research-kb/inbox/jay/2026-09-29T1105-jay-five-category-briefing.md |
| 2026-09-29 10:52 | jay | agent, rag, multimodal, systems, engineering, database, csdn | /shared/research-kb/inbox/jay/2026-09-29T1050-jay-engineering-filter.md |
| 2026-09-29 10:27 | stephen | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/stephen/2026-09-29-ai-industry-e1prep.md |
| 2026-09-29 10:05 | stephen | multimodal | /shared/research-kb/inbox/stephen/2026-09-29-1005-news-yt-anthropic.md |
分类分布
- agent: 28
- rag: 28
- engineering: 27
- systems: 27
- multimodal: 24
- csdn: 22
- risk: 22
- database: 18
高价值条目 Top 5
1. coding-agents · E1 预消化简报(2026-09-29)
- 来源：
/shared/research-kb/inbox/flyp/2026-09-29-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(2026-09-29)
2. Stephen · 每日协调棒位（晚间场）· 2026-09-29
- 来源：
/shared/research-kb/inbox/stephen/2026-09-29-2245-stephen-coordination-check-evening.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：Stephen · 每日协调棒位（晚间场）· 2026-09-29
3. Stephen · 每日协调棒位（中午场）· 2026-09-28
- 来源：
/shared/research-kb/inbox/stephen/2026-09-28-1245-stephen-coordination-morning.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：Stephen · 每日协调棒位（中午场）· 2026-09-28
4. llm-application · E1 预消化简报（2026-09-29）
- 来源：
/shared/research-kb/inbox/stephen/2026-09-29-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（2026-09-29）
5. database · E1 预消化简报(2026-09-29)
- 来源：
/shared/research-kb/inbox/jay/2026-09-29-database-e1prep.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：database · E1 预消化简报(2026-09-29)
冲突、风险与待确认
/shared/research-kb/inbox/flyp/2026-09-29-coding-agents-e1prep.md：4. 检索时阻断 3 种扰动(显式失败 / 隐式失败 / 语义误导)/shared/research-kb/inbox/flyp/2026-09-29-coding-agents-e1prep.md：- §3.2 争议 158+70 件第 70 件反方候选(9-29 早棒 7 件反弹 vs 9-28 早棒 0 件 = 立标池结构性洗牌第 11 次确认延续期 + 立标池饱和期末段副线首次信号 + 顶部重排副线信号争议栖)/shared/research-kb/inbox/flyp/2026-09-29-coding-agents-e1prep.md：- 建议归入节:§3.4 趋势(#265 候选)+ §3.2 争议(第 70 件反方候选)/shared/research-kb/inbox/flyp/2026-09-29-2250-flyP-short-review-WhereHallucinationsLive-VQ-VLM.md：- 代码：项目页 pending（待补查 GitHub 链接）/shared/research-kb/inbox/flyp/2026-09-29-2250-flyP-short-review-WhereHallucinationsLive-VQ-VLM.md：## 3. 主要问题与风险/shared/research-kb/inbox/flyp/2026-09-29-2250-flyP-short-review-WhereHallucinationsLive-VQ-VLM.md：- L₀ ablation 的副作用：早期层 attention head 全打掉，是否会塌其他任务（如 VQA accuracy、OCR、grounding）？项目页与正文需读 ablation detail；CHAIR 改善不能掩盖通用能力掉点风险。/shared/research-kb/inbox/stephen/2026-09-29-2245-stephen-coordination-check-evening.md：> 角色：总协调。检查 6 实例研究简报对 agent / rag / multimodal / systems / engineering / csdn 的覆盖；指出缺口、冲突、待人工确认事项。/shared/research-kb/inbox/stephen/2026-09-29-2245-stephen-coordination-check-evening.md：> 本棒位重要变化：与 12:45 中午棒位相比，3 项 P0/P1 缺口已闭合 ✅ + 3 项新发现 ⚠⚬⚬：
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。