Spark 最近 24 小时研究 Review
生成时间：2026-06-17 23:25 Asia/Shanghai
输入范围
读取文件数：26
| 时间 | 实例 | 分类 | 文件 |
|---|---|---|---|
| 2026-06-17 23:23 | flyp | agent, rag, multimodal, systems, engineering, risk | /shared/research-kb/inbox/flyp/2026-06-17-substack-lwmai-58.md |
| 2026-06-17 23:22 | flyp | rag, multimodal, systems, csdn, risk | /shared/research-kb/inbox/flyp/2026-06-17-thinking-with-video-short-review.md |
| 2026-06-17 23:19 | flyp | agent, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/flyp/2026-06-17-weekly-deep-read-reviews.md |
| 2026-06-17 23:17 | flyp | agent, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/flyp/2026-06-17-weekly-deep-read-notes.md |
| 2026-06-17 23:15 | flyp | agent, rag, multimodal, systems, csdn | /shared/research-kb/inbox/flyp/2026-06-17-multimodal-weekly-digest.md |
| 2026-06-17 23:12 | tom | agent, rag, engineering, csdn, risk | /shared/research-kb/inbox/tom/2026-06-17-agent-rag-longcontext-radar.md |
| 2026-06-17 23:11 | tom | agent, rag, multimodal, systems, engineering, csdn | /shared/research-kb/inbox/tom/2026-06-17_rag-lite.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 11:07 | 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 08:21 | jay | agent, rag, multimodal, systems, engineering, csdn, risk | /shared/research-kb/inbox/jay/2026-06-17-csdn-rag-finetuning-agentic-substack.md |
分类分布
- agent: 25
- systems: 24
- csdn: 23
- engineering: 22
- rag: 22
- multimodal: 19
- risk: 19
- database: 10
高价值条目 Top 5
1. 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
2. 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)
3. 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
4. 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
5. 研究草稿 · AI 工程·LLM 部署·RAG·后端基础设施
- 来源：
/shared/research-kb/inbox/jay/2026-06-17-ai-engineering-llm-deploy-rag.md - 分类：agent, rag, multimodal, systems, engineering, database, csdn, risk
- 一句结论：研究草稿 · AI 工程·LLM 部署·RAG·后端基础设施
冲突、风险与待确认
/shared/research-kb/inbox/flyp/2026-06-17-thinking-with-video-short-review.md：- 没有看到作者在 v1/v2 abstract 中明确这个对照,这 10% 是 cherry-picked framing 的高风险/shared/research-kb/inbox/flyp/2026-06-17-thinking-with-video-short-review.md：- ⚠️ 标记:待补查 v2 全文对照实验/shared/research-kb/inbox/flyp/2026-06-17-thinking-with-video-short-review.md：- ❓ 标记:待补查 v2 是否做 "answer leakage" 控制/shared/research-kb/inbox/flyp/2026-06-17-weekly-deep-read-reviews.md：7. 风险与已知盲点/shared/research-kb/inbox/flyp/2026-06-17-weekly-deep-read-reviews.md：- 揭示"感知在 12px 饱和，推理在 48px 仍失败"的解离现象/shared/research-kb/inbox/flyp/2026-06-17-weekly-deep-read-reviews.md：- 12px 感知饱和、48px 推理失败——这是 main claim，但：/shared/research-kb/inbox/flyp/2026-06-17-weekly-deep-read-notes.md：- Reasoning 即便在 48px 仍持续失败（numeracy、sequence 错误）/shared/research-kb/inbox/flyp/2026-06-17-weekly-deep-read-notes.md：### 2.6 复现风险（粗判）
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。