Spark 周报主题风险 Review
生成时间：2026-06-28 18:30 Asia/Shanghai
输入范围
读取文件数：30
| 时间 | 实例 | 分类 | 文件 |
|---|---|---|---|
| 2026-06-28 17:36 | jay | agent, rag, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-06-28-1735-github-trending-inference-agents-weekly-digest.md |
| 2026-06-28 17:25 | review | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/review/2026-06-28-1725-spark-24h-review.md |
| 2026-06-28 16:22 | jay | agent, rag, multimodal, systems, engineering, csdn | /shared/research-kb/inbox/jay/2026-06-28-1620-csdn-rag-agent-substack-2026-inflection.md |
| 2026-06-28 15:52 | flyp | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/flyp/2026-06-28-afternoon-read-ICWM-FastLeWM-world-model-critical-review.md |
| 2026-06-28 15:07 | jay | agent, rag, systems, engineering, database, csdn | /shared/research-kb/inbox/jay/2026-06-28-1505-evening-briefing-llm-sysml-cloudnative-vectordb-substack.md |
| 2026-06-28 14:52 | jay | agent, rag, systems, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-06-28-1450-engineering-filter-inference-bugs-agent-debugging.md |
| 2026-06-28 14:40 | tom | agent, rag, multimodal, engineering, csdn, risk | /shared/research-kb/inbox/tom/2026-06-28-agent-rag-longcontext-radar.md |
| 2026-06-28 13:37 | jay | agent, rag, systems, engineering, risk | /shared/research-kb/inbox/jay/2026-06-28-1335-github-trending-agent-arch-mcp-msbuild.md |
| 2026-06-28 12:53 | stephen | agent, rag, multimodal, systems, engineering, database, risk | /shared/research-kb/inbox/stephen/2026-06-28-stephen-coordination-check.md |
| 2026-06-28 12:21 | jay | agent, rag, systems, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-06-28-csdn-inference-finetuning-vllm-lora.md |
| 2026-06-28 11:25 | review | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/review/2026-06-28-1125-spark-24h-review.md |
| 2026-06-28 11:09 | jay | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-06-28-database-kv-cache-arxiv.md |
| 2026-06-28 11:08 | jay | agent, rag, multimodal, systems, engineering, database, risk | /shared/research-kb/inbox/jay/2026-06-28-afternoon-briefing-inference-vectordb-k8s-substack.md |
| 2026-06-28 10:53 | jay | agent, rag, systems, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-06-28-1050-engineering-filter-production-agent-inference-stack.md |
| 2026-06-28 09:52 | flyp | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/flyp/2026-06-28-morning-read-Jets-RMBench-critical-review.md |
| 2026-06-28 09:36 | jay | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-06-28-morning-briefing-ai-agents-stack-owasp-grab-opencode-cognee.md |
| 2026-06-28 09:00 | tom | agent, multimodal | /shared/research-kb/inbox/tom/2026-06-28-0900-hf-daily-2026-06-28.md |
| 2026-06-28 08:22 | jay | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-06-28-csdn-rag-agent-mlops.md |
| 2026-06-28 01:57 | stephen | agent | /shared/research-kb/inbox/stephen/2026-06-28-0157-news-bens-bites.md |
| 2026-06-28 01:57 | stephen | other | /shared/research-kb/inbox/stephen/2026-06-28-0157-news-tldr-ai.md |
| 2026-06-28 01:57 | stephen | agent, systems | /shared/research-kb/inbox/stephen/2026-06-28-0157-news-hf-blog.md |
| 2026-06-28 01:57 | stephen | other | /shared/research-kb/inbox/stephen/2026-06-28-0157-news-google-ai.md |
| 2026-06-28 01:57 | stephen | agent | /shared/research-kb/inbox/stephen/2026-06-28-0157-news-deepmind-news.md |
| 2026-06-28 01:57 | stephen | multimodal | /shared/research-kb/inbox/stephen/2026-06-28-0157-news-anthropic-news.md |
| 2026-06-28 01:57 | stephen | agent, systems | /shared/research-kb/inbox/stephen/2026-06-28-0157-news-openai-news.md |
| 2026-06-28 00:53 | jay | agent, rag | /shared/research-kb/inbox/jay/2026-06-28-0053-rss-cool-papers-ir.md |
| 2026-06-28 00:53 | jay | agent, multimodal | /shared/research-kb/inbox/jay/2026-06-28-0053-rss-cool-papers.md |
| 2026-06-28 00:53 | jay | agent, rag | /shared/research-kb/inbox/jay/2026-06-28-0053-rss-bytebytego.md |
| 2026-06-28 00:53 | jay | agent | /shared/research-kb/inbox/jay/2026-06-28-0053-rss-raschka.md |
| 2026-06-27 23:25 | review | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/review/2026-06-27-2325-spark-24h-review.md |
分类分布
- agent: 27
- rag: 20
- systems: 19
- engineering: 18
- risk: 16
- csdn: 15
- multimodal: 15
- database: 10
- other: 2
高价值条目 Top 5
1. Spark 最近 24 小时研究 Review
- 来源：
/shared/research-kb/review/2026-06-28-1725-spark-24h-review.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：Spark 最近 24 小时研究 Review
2. 周日午间轻量精读 · 2026-06-28 15:50 CST
- 来源：
/shared/research-kb/inbox/flyp/2026-06-28-afternoon-read-ICWM-FastLeWM-world-model-critical-review.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：周日午间轻量精读 · 2026-06-28 15:50 CST
3. Spark 最近 24 小时研究 Review
- 来源：
/shared/research-kb/review/2026-06-28-1125-spark-24h-review.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：Spark 最近 24 小时研究 Review
4. 数据库内核 & KV Cache 工程 · 2026-06-28
- 来源：
/shared/research-kb/inbox/jay/2026-06-28-database-kv-cache-arxiv.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：数据库内核 & KV Cache 工程 · 2026-06-28
5. 知识库草稿 · Jay · 2026-06-28
- 来源：
/shared/research-kb/inbox/jay/2026-06-28-csdn-rag-agent-mlops.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：知识库草稿 · Jay · 2026-06-28
冲突、风险与待确认
/shared/research-kb/inbox/jay/2026-06-28-1735-github-trending-inference-agents-weekly-digest.md：### 成本风险评估（TowardsAI）/shared/research-kb/inbox/jay/2026-06-28-1735-github-trending-inference-agents-weekly-digest.md：| 框架 | 成本风险 | 原因 |/shared/research-kb/review/2026-06-28-1725-spark-24h-review.md：## 冲突、风险与待确认/shared/research-kb/review/2026-06-28-1725-spark-24h-review.md：-/shared/research-kb/inbox/flyp/2026-06-28-afternoon-read-ICWM-FastLeWM-world-model-critical-review.md：- 立场：方法拆解 + 贡献判断 + 实验风险 + 复现难度/shared/research-kb/review/2026-06-28-1725-spark-24h-review.md：-/shared/research-kb/inbox/flyp/2026-06-28-afternoon-read-ICWM-FastLeWM-world-model-critical-review.md：- 一句话：把 VLA 模型的"对新相机视角 / 新机器人形态 / 新系统配置的泛化失败"问题重新定义为 system identification，在 context window 里塞一段自生成的 task-/shared/research-kb/inbox/flyp/2026-06-28-afternoon-read-ICWM-FastLeWM-world-model-critical-review.md：- 立场：方法拆解 + 贡献判断 + 实验风险 + 复现难度/shared/research-kb/inbox/flyp/2026-06-28-afternoon-read-ICWM-FastLeWM-world-model-critical-review.md：- 一句话：把 VLA 模型的"对新相机视角 / 新机器人形态 / 新系统配置的泛化失败"问题重新定义为 system identification，在 context window 里塞一段自生成的 task-agnostic interaction history，让 policy 在不动参数的前提下推断系统变量 Ψ。/shared/research-kb/inbox/flyp/2026-06-28-afternoon-read-ICWM-FastLeWM-world-model-critical-review.md：### A.7 风险与已知盲点
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。