#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 / bilibili / score 172
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- 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.
#5 / 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.
#6 / youtube / score 136
Tao Prompts / 6 days ago / 36,831 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 / youtube / score 136
Youri van Hofwegen / 6 days ago / 38,077 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.
#8 / bilibili / score 126
Lyft联创的AI调研神器：一条命令搜遍全网30天 Lyft联合创始人发现AI时代最大的信息鸿沟不是Google搜不到，而是人类真实声音被围墙花园分隔——他用一个agent skill桥接了13个平台 ⏱ 章节 00:00 一个联合创办了Lyft的人，他现在最得意的作品，不是下一个独… 00:15 先说说这个人Matt Van Horn，大学时联合创办了Zi… 01:05 Matt Van Horn用了一句话定义这个项目：Googl… 01:34 但为什么之前没人做这件事因为每个平台都是围墙花园Cha
- 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 123
兔子坨坨丶 / 计算机技术
- 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 / hn / score 113
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.
#11 / hn / score 109
Show HN: Lathe – Use LLMs to learn a new domain, not skip past it
- 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
Video world models that maintain 3D spatial consistency across generated frames typically rely on explicit point cloud memory constructed in RGB space. This design is both computationally expensive, requiring repeated rendering and VAE encoding, and inherently lossy, as the round trip through pixel space discards rich features of the learned latent represent
- 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.