Spark 最近 24 小时研究 Review
生成时间：2026-09-27 23:25 Asia/Shanghai
输入范围
读取文件数：30
| 时间 | 实例 | 分类 | 文件 |
|---|---|---|---|
| 2026-09-27 23:22 | flyp | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/flyp/2026-09-27-coding-agents-e1prep.md |
| 2026-09-27 22:50 | flyp | agent, rag, multimodal, engineering, risk | /shared/research-kb/inbox/flyp/2026-09-27-2250-flyP-critical-read-TAMP-Coding-Agents.md |
| 2026-09-27 22:47 | stephen | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/stephen/2026-09-27-stephen-coordination-check-evening.md |
| 2026-09-27 22:22 | tom | agent, rag, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/tom/2026-09-27-inference-e1prep.md |
| 2026-09-27 21:36 | stephen | agent, rag, multimodal, systems, engineering, risk | /shared/research-kb/inbox/stephen/2026-09-22-ai-industry-e1prep.md |
| 2026-09-27 21:24 | flyp | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/flyp/2026-09-25-flyP-critical-read-Spatial-Interactor-CrossAttentionGap.md |
| 2026-09-27 21:12 | stephen | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/stephen/2026-09-27-llm-application-e1prep.md |
| 2026-09-27 21:11 | jay | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-09-23-csdn-substack-agentic-stack-research.md |
| 2026-09-27 21:10 | jay | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-09-23-csdn-substack-agentic-stack-research.md.v1.md |
| 2026-09-27 21:07 | jay | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-09-27-tech-briefing.md |
| 2026-09-27 20:41 | tom | agent, rag, multimodal, engineering, csdn, risk | /shared/research-kb/inbox/tom/2026-09-27T2040-agent-rag-longcontext-radar.md |
| 2026-09-27 20:23 | jay | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-09-27-database-e1prep.md |
| 2026-09-27 18:41 | spark | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/spark/2026-09-27-llm-infra-e1prep.md |
| 2026-09-27 17:37 | jay | agent, rag, multimodal, systems, engineering, database, csdn | /shared/research-kb/inbox/jay/2026-09-27-1735-jay-research-briefing-inference-vecdb-substack.md |
| 2026-09-27 16:35 | flyp | agent, rag, multimodal, systems, engineering, risk | /shared/research-kb/inbox/flyp/2026-09-27-risk-e1prep.md |
| 2026-09-27 16:22 | jay | agent, rag, systems, engineering, csdn | /shared/research-kb/inbox/jay/2026-09-27-1620-csdn-inference-engineering-llmops-speculative-decoding-sep27.md |
| 2026-09-27 15:50 | flyp | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/flyp/2026-09-27-1530-flyP-critical-read-ICLR-Agent-Context-Compression.md |
| 2026-09-27 15:42 | tom | agent, rag, multimodal, systems, engineering, risk | /shared/research-kb/inbox/tom/2026-09-27-evaluation-e1prep.md |
| 2026-09-27 15:08 | jay | rag, systems, engineering, csdn | /shared/research-kb/inbox/jay/2026-09-27-reproduction.md |
| 2026-09-27 15:08 | jay | rag, systems, engineering, risk | /shared/research-kb/inbox/jay/2026-09-27-cloud-native.md |
| 2026-09-27 15:08 | jay | agent, rag, systems, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-09-27-backend.md |
| 2026-09-27 15:07 | jay | rag, multimodal, database | /shared/research-kb/inbox/jay/2026-09-27-database.md |
| 2026-09-27 14:51 | jay | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-09-27-1450-jay-engineering-filtering-code-agent-rag-frameworks-sep27.md |
| 2026-09-27 14:41 | tom | agent, rag, multimodal, engineering, database, csdn, risk | /shared/research-kb/inbox/tom/2026-09-27-agent-rag-longcontext-radar.md |
| 2026-09-27 13:38 | spark | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/spark/2026-09-27-agent-e1prep.md |
| 2026-09-27 13:36 | jay | agent, rag, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-09-27-1335-jay-security-inference-rag-stack-sep27.md |
| 2026-09-27 12:46 | stephen | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/stephen/2026-09-27-stephen-coordination-check-noon.md |
| 2026-09-27 12:21 | jay | agent, rag, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-09-27-csdn-rag-vllm-agent-2026q3.md |
| 2026-09-27 11:42 | jay | agent, rag, multimodal, csdn | /shared/research-kb/inbox/jay/2026-09-27-1140-news-x-tech-radar.md |
| 2026-09-27 11:22 | jay | agent, rag, multimodal, systems, engineering, csdn | /shared/research-kb/inbox/jay/2026-09-27-engineering-e1prep.md |
分类分布
- rag: 30
- engineering: 28
- agent: 27
- systems: 25
- csdn: 24
- risk: 24
- multimodal: 23
- database: 14
高价值条目 Top 5
1. Stephen · 总协调检查 · 2026-09-27 22:45 CST (evening 棒位 · 周日收口日)
- 来源：
/shared/research-kb/inbox/stephen/2026-09-27-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 · 2026-09-27 22:45 CST (evening 棒位 · 周日收口日)
2. llm-application · E1 预消化简报(2026-09-27)
- 来源：
/shared/research-kb/inbox/stephen/2026-09-27-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(2026-09-27)
3. CSDN + Substack 高价值技术文摘｜Agentic Stack / 推理工程 / MLOps
- 来源：
/shared/research-kb/inbox/jay/2026-09-23-csdn-substack-agentic-stack-research.md.v1.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：CSDN + Substack 高价值技术文摘｜Agentic Stack / 推理工程 / MLOps
4. 📋 Jay 技术简报 · 2026-09-27
- 来源：
/shared/research-kb/inbox/jay/2026-09-27-tech-briefing.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：📋 Jay 技术简报 · 2026-09-27
5. database · E1 预消化简报(2026-09-27)
- 来源：
/shared/research-kb/inbox/jay/2026-09-27-database-e1prep.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：database · E1 预消化简报(2026-09-27)
冲突、风险与待确认
/shared/research-kb/inbox/flyp/2026-09-27-coding-agents-e1prep.md：> - inbox/tom/2026-09-27-evaluation-e1prep.md(R87 baseline · Just Ask Jev RLCDAlignBench 锚定 + JevOut2609.30243Cool Papers 续现 + The AI Engineer eval 层 89%/62%/50% 缺口数据)/shared/research-kb/inbox/flyp/2026-09-27-coding-agents-e1prep.md：> - inbox/jay/2026-09-27-1050-jay-engineering-filtering-inference-agent-eval-sep27.md(推理引擎三强对比 + AI Agent Stack 2026 Eval 层 89%/62%/50% 缺口 + MCP 已赢)/shared/research-kb/inbox/flyp/2026-09-27-coding-agents-e1prep.md：inbox/tom/2026-09-27-evaluation-e1prep.md(R87 baseline · JevOut2609.30243+ Eval 层 89%/62%/50% 缺口)/shared/research-kb/inbox/flyp/2026-09-27-2250-flyP-critical-read-TAMP-Coding-Agents.md：> 审稿边界：仅基于 abs 摘要 + 提交时间 + 9 页体量 + Tom 雷达 9-25/9-26/9-27 三次出现无 paper_card 沿用；不抓 PDF 全文（避免 406 / 超时）；补查项用「待补查」明确标注/shared/research-kb/inbox/flyp/2026-09-27-2250-flyP-critical-read-TAMP-Coding-Agents.md：- 每个 agent 在 固定 synthesis budget（待补查：多少次 step、多少 token 配额）内开发程序/shared/research-kb/inbox/flyp/2026-09-27-2250-flyP-critical-read-TAMP-Coding-Agents.md：> 发布时间：2026 年（具体日期待补查；至少 2026 内）/shared/research-kb/inbox/stephen/2026-09-27-stephen-coordination-check-evening.md：5. Agent Memory 第 9 栖候选"Tiered Memory"预备扩增 + 评测方法学 79 元组续立 ⚠⚬⚬ = stephen llm-application §增量 2 = Paolo Perrone "What is Agent Memory?" Substack + Salesforce 2025 端到端 35% + context loss 最大失败模式 + In-context memory 跨 pr/shared/research-kb/inbox/tom/2026-09-27-inference-e1prep.md：| inbox/tom |2026-09-26-inference-e1prep.md（昨日锚定基线：MCP 2026-07 无状态重大版本 + Jarvislabs/PremAI H100 实测 + arXiv 2605.01604 七大失败模式 + KVSET + 风险约束淘汰 + AWS FSx 分层存储） | 基线 |
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。