Spark 周报主题风险 Review
生成时间：2026-06-17 23:11 Asia/Shanghai
输入范围
读取文件数：30
| 时间 | 实例 | 分类 | 文件 |
|---|---|---|---|
| 2026-06-17 23:11 | review | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/review/2026-06-17-2311-systems-risk-spark.md |
| 2026-06-17 23:10 | tom | agent, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/tom/2026-06-17_agents-lite.md |
| 2026-06-17 22:51 | flyp | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/flyp/2026-06-17-seerepo-multimodal-coding-agent.md |
| 2026-06-17 22:50 | stephen | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/stephen/2026-06-17-stephen-coordination-check-evening.md |
| 2026-06-17 21:07 | jay | agent, rag, systems, engineering, database, csdn | /shared/research-kb/inbox/jay/2026-06-17-research-brief.md |
| 2026-06-17 19:52 | jay | agent, rag, systems, engineering, database, csdn | /shared/research-kb/inbox/jay/2026-06-17-engineering-filter-evening.md |
| 2026-06-17 17:36 | jay | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-06-17-1735-evening-harness-llm-d-substack-mcp-sglang-omni.md |
| 2026-06-17 16:21 | jay | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-06-17-1620-csdn-vllm-ollama-substack-agents-stack-owasp.md |
| 2026-06-17 15:55 | flyp | agent, rag, multimodal, csdn, risk | /shared/research-kb/inbox/flyp/2026-06-17-mmlongembed.md |
| 2026-06-17 15:55 | flyp | agent, systems, engineering, risk | /shared/research-kb/inbox/flyp/2026-06-17-multi-agent-bottleneck.md |
| 2026-06-17 15:07 | jay | agent, rag, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-06-17-1510-afternoon-briefing-database-backend-cloudnative-inference.md |
| 2026-06-17 14:51 | jay | agent, rag, systems, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-06-17-1450-engineering-filter-vllm-sglang-kernel-oom.md |
| 2026-06-17 12:49 | stephen | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/stephen/2026-06-17-stephen-coordination-check.md |
| 2026-06-17 12:21 | jay | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-06-17-1220-csdn-rag-agentic-stack-substack.md |
| 2026-06-17 11:25 | review | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/review/2026-06-17-1125-spark-24h-review.md |
| 2026-06-17 11:07 | jay | agent, rag, multimodal, systems, engineering, database, csdn | /shared/research-kb/inbox/jay/2026-06-17-1100-ml-sys-inference-kv-llmops-cloudnative.md |
| 2026-06-17 10:51 | jay | agent, rag, systems, engineering, csdn | /shared/research-kb/inbox/jay/2026-06-17-1050-engineering-filter-harness-swebench.md |
| 2026-06-17 10:51 | jay | agent, rag, multimodal, systems, engineering | /shared/research-kb/inbox/jay/2026-06-17-1050-engineering-filter-inference-tgi-migration.md |
| 2026-06-17 09:52 | flyp | agent, rag, multimodal, systems, csdn, risk | /shared/research-kb/inbox/flyp/2026-06-17-contextrl-multimodal-longcontext.md |
| 2026-06-17 09:36 | jay | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/jay/2026-06-17-ai-engineering-llm-deploy-rag.md |
| 2026-06-17 08:43 | tom | agent, rag, multimodal, systems, engineering, database, csdn | /shared/research-kb/inbox/tom/2026-06-17-agent-rag-longcontext-radar.md |
| 2026-06-17 08:21 | jay | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-06-17-csdn-rag-finetuning-agentic-substack.md |
| 2026-06-16 23:25 | review | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/review/2026-06-16-2325-spark-24h-review.md |
| 2026-06-16 22:50 | stephen | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/stephen/2026-06-16-stephen-coordination-check-evening.md |
| 2026-06-16 17:25 | review | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/review/2026-06-16-1725-spark-24h-review.md |
| 2026-06-16 12:49 | stephen | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/stephen/2026-06-16-stephen-coordination-check.md |
| 2026-06-16 11:25 | review | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/review/2026-06-16-1125-spark-24h-review.md |
| 2026-06-15 23:25 | review | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/review/2026-06-15-2325-spark-24h-review.md |
| 2026-06-15 22:50 | stephen | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/inbox/stephen/2026-06-15-stephen-coordination-check-evening.md |
| 2026-06-15 17:25 | review | agent, rag, multimodal, systems, engineering, database, csdn, risk | /shared/research-kb/review/2026-06-15-1725-spark-24h-review.md |
分类分布
- agent: 30
- systems: 29
- csdn: 28
- engineering: 28
- rag: 28
- multimodal: 24
- risk: 24
- database: 21
高价值条目 Top 5
1. Spark 系统与 MLOps Review
- 来源：
/shared/research-kb/review/2026-06-17-2311-systems-risk-spark.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：Spark 系统与 MLOps Review
2. Stephen 总协调检查 · 2026-06-17 晚间
- 来源：
/shared/research-kb/inbox/stephen/2026-06-17-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 · 2026-06-17 晚间
3. 研究知识库草稿 · 2026-06-17 傍晚 (Jay)
- 来源：
/shared/research-kb/inbox/jay/2026-06-17-1735-evening-harness-llm-d-substack-mcp-sglang-omni.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：研究知识库草稿 · 2026-06-17 傍晚 (Jay)
4. 知识库简报 · Jay · 2026-06-17 下午 4:20 UTC+8
- 来源：
/shared/research-kb/inbox/jay/2026-06-17-1620-csdn-vllm-ollama-substack-agents-stack-owasp.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：知识库简报 · Jay · 2026-06-17 下午 4:20 UTC+8
5. Stephen 总协调检查 · 2026-06-17 午间
- 来源：
/shared/research-kb/inbox/stephen/2026-06-17-stephen-coordination-check.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：Stephen 总协调检查 · 2026-06-17 午间
冲突、风险与待确认
/shared/research-kb/review/2026-06-17-2311-systems-risk-spark.md：## 冲突、风险与待确认/shared/research-kb/review/2026-06-17-2311-systems-risk-spark.md：-/shared/research-kb/inbox/tom/2026-06-17_agents-lite.md：③ 工具调用 Agent 的数据泄露风险评估/shared/research-kb/review/2026-06-17-2311-systems-risk-spark.md：-/shared/research-kb/inbox/tom/2026-06-17_agents-lite.md：12 个现实非对抗场景，揭示即使良性请求下，Agent 访问邮件/文档/数据库时也存在敏感信息暴露风险。强调非对抗性数据泄露被严重低估。标签：agentbenchmark/shared/research-kb/inbox/tom/2026-06-17_agents-lite.md：③ 工具调用 Agent 的数据泄露风险评估/shared/research-kb/inbox/tom/2026-06-17_agents-lite.md：12 个现实非对抗场景，揭示即使良性请求下，Agent 访问邮件/文档/数据库时也存在敏感信息暴露风险。强调非对抗性数据泄露被严重低估。标签：agentbenchmark/shared/research-kb/inbox/tom/2026-06-17_agents-lite.md：⑧ AI Agent 风险量化与保险：Trace-Economic Underwriting/shared/research-kb/inbox/flyp/2026-06-17-seerepo-multimodal-coding-agent.md：## 4. 主要问题 / 风险（按重要性排序）/shared/research-kb/inbox/flyp/2026-06-17-seerepo-multimodal-coding-agent.md：2. 基线/对照不全：摘要只说"四个多模态模型"，没有列名（待补查：是否覆盖闭源如 GPT-4o、Claude 3.5 Sonnet，以及开源如 Qwen-VL / InternVL）。
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。