#1 / github / score 187
The agent that grows with you
- Hook: 验证安装、输出和适用边界。
- Demo angle: Run or inspect the smallest quickstart/example; record the exact command, input, and first output.
- Limitation: Stars and recent activity can overstate production readiness; test install friction and maintenance quality.
#2 / github / score 175
RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs
- Hook: 验证安装、输出和适用边界。
- Demo angle: Run or inspect the smallest quickstart/example; record the exact command, input, and first output.
- Limitation: Stars and recent activity can overstate production readiness; test install friction and maintenance quality.
#3 / github / score 172
An open-source AI agent that brings the power of Gemini directly into your terminal.
- Hook: 验证安装、输出和适用边界。
- Demo angle: Run or inspect the smallest quickstart/example; record the exact command, input, and first output.
- Limitation: Stars and recent activity can overstate production readiness; test install friction and maintenance quality.
#4 / github / score 170
The agent engineering platform.
- Hook: 验证安装、输出和适用边界。
- Demo angle: Run or inspect the smallest quickstart/example; record the exact command, input, and first output.
- Limitation: Stars and recent activity can overstate production readiness; test install friction and maintenance quality.
#5 / youtube / score 122
Tina Huang / 1 month ago / 278,672 views
- Hook: 验证方法是否可复现，避免照搬原视频。
- Demo angle: Pick one promised technique and reproduce it with a tiny input instead of summarizing the full video.
- Limitation: Platform popularity is not proof of quality; validate the workflow before recommending it.
#6 / youtube / score 121
Futurepedia and AI Agent Lab / 1 year ago / 3,796,021 views
- Hook: 验证方法是否可复现，避免照搬原视频。
- Demo angle: Pick one promised technique and reproduce it with a tiny input instead of summarizing the full video.
- Limitation: Platform popularity is not proof of quality; validate the workflow before recommending it.
#7 / hn / score 118
Show HN: NoSuggest – Watch YouTube without the recommendation algorithm
- Hook: 验证来源、证据和可讲边界。
- Demo angle: Cluster the top objections and strongest supporting comments into three viewer-safe claims.
- Limitation: Treat this as a signal, not a guarantee of views, revenue, or technical maturity.
#8 / bilibili / score 117
https://www.youtube.com/watch?v=Z9i_16eKvdc&t=774s
- Hook: 验证方法是否可复现，避免照搬原视频。
- Demo angle: Pick one promised technique and reproduce it with a tiny input instead of summarizing the full video.
- Limitation: Platform popularity is not proof of quality; validate the workflow before recommending it.
#9 / bilibili / score 116
这期介绍一个我下午做出来的小工具：Agent Room。 它像一个给 AI agent 开的会议室：人可以进来，AI 可以进来，另一台没有 AI 的 Windows 电脑也可以用 executor / slave 模式进来。那台电脑不需要自己会思考，只负责执行命令、返回结果；我的 AI 在房间里看到它在线，就能点名让它检查路径、查日志、跑诊断。 这个场景很普通：同事 Windows 环境装软件失败，你不在现场，他电脑上也没有 AI。以前只能截图、远程会议、来回问。现在可以让 AI 直接进入排查现场。
- Hook: 验证方法是否可复现，避免照搬原视频。
- Demo angle: Pick one promised technique and reproduce it with a tiny input instead of summarizing the full video.
- Limitation: Platform popularity is not proof of quality; validate the workflow before recommending it.
#10 / bilibili / score 115
这个项目叫 Recordly，是一个开源的录屏加视频编辑工具。它把录制、缩放、鼠标效果、背景样式、摄像头小窗、时间线剪辑和导出放在一个软件里，适合做产品演示、教程视频、Bug 复现和操作流程录制。 项目地址：https://github.com/webadderallorg/Recordly
- Hook: 验证方法是否可复现，避免照搬原视频。
- Demo angle: Pick one promised technique and reproduce it with a tiny input instead of summarizing the full video.
- Limitation: Platform popularity is not proof of quality; validate the workflow before recommending it.
#11 / hn / score 114
Show HN: Gitdot – A better GitHub . Open-source, written in Rust
- Hook: 验证来源、证据和可讲边界。
- Demo angle: Cluster the top objections and strongest supporting comments into three viewer-safe claims.
- Limitation: Treat this as a signal, not a guarantee of views, revenue, or technical maturity.
#12 / arxiv / score 82
Autoregressive video generation has emerged as a powerful paradigm for World Action Models (WAMs). However, existing approaches suffer from slow training convergence and limited converged accuracy, particularly at high frame rates, as the training supervision is confined to the current chunk without explicit signals about future dynamics; they also suffer fr
- Hook: 验证来源、证据和可讲边界。
- Demo angle: Choose one claim that can be explained without requiring private data or unreleased code.
- Limitation: Research papers may be too early for mainstream creators; translate into a practical demo or skip.