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Build things, troubleshoot& sing. Co-Founder @NowledgeLabs, build @NowledgeMem& nowled.ge/kl Microsoft MVP. Feminist. Prev @NebulaGraph, @Ericsson Cloud
The Creator
Wey Gu 古思为 is a dynamic builder and innovator who thrives on creating solutions and sharing knowledge. As a co-founder of NowledgeLabs and a prolific tweeter, they effortlessly blend technical expertise with a touch of creativity and advocacy. Their passion for technology and community shines through their engaging content and continuous drive to innovate.
Top users who interacted with Wey Gu 古思为 over the last 14 days
Building CC Switch, a Claude Code and Codex assistant tool github.com/farion1231/cc-…
生活有时是喜剧,有时是悲剧,但是不管什么时候都可以发段子。|因为淋过雨,看别人淋雨的时候,送上录音笔。|先天离婚圣体,古希腊掌管录音笔的神。|bento.me/disksing 〔备用账号 @shadiaofriend〕
一个自由的程序员,以卖 App 为生。边全球旅居边创作产品。作品:熊猫吃短信、DAMA、ServerCat、OpenCat,Miley。
Random OpenSource contributor. Notifications are muted.
程序员,不是独立开发者。
🥱Lazy. Looking forward to working remotely or globally. 🤡 Vibe. Sorry for a big ego.
6X Studio 创始人 | @fyfyFM 枫言枫语播客主播 | 前腾讯微信设计师 📱 App:@LockLauncherApp、@MenubarX、@AppChatX、StickerX、2Camera、钢琴小组件、桌面计算器等 🎙️ 中文播客榜 xyzrank.com (一人公司,诚邀独立开发者合作)
Artificial Intelligence Enthusiasts
Growing with brilliant minds @isoformai | Ex @sosv
iOS、python、一介懦夫
好想为自己
ASF Member. @ApacheOpenDAL PMC Chair. VISION: Data Freedom. Working on #RBIR with @LanceDB
🌐 Frontend Vimmer ⚒️Open Source with @typescript @vuejs and @rustlang 💻 @KuaishouVideos 🚀 ast-grep.github.io is my hobby project
🏔️ Nature & History 🏺 Philosophy & Science 📚 偶尔整些奇怪的玩意
小前端 | 离异 | 分裂人格 | 涨知识 | 搞笑 | 不站队 | 群众
AI Agent Stack:= (Spacex + Python or Rust )
Product Designer, 10 year+ podcaster and author of 2 books. Love things around design, tech and productivity, making JAM at jamtalk.co 🍯
Software engineer on distributed storage systems
Wey tweets so much, they’ve probably debugged Twitter’s servers single-handedly—too bad they can’t build an algorithm to space out those 14,799 tweets so their followers don’t feel like they’re in an endless relay race!
Co-founding NowledgeLabs and earning the Microsoft MVP title are standout achievements that highlight Wey’s expert status and leadership in the tech community.
To craft impactful technology solutions that empower others while fostering an inclusive and supportive community. Wey aims to break down complex problems by building accessible tools and spreading insights that inspire and enable growth in both technology and social realms.
Wey values innovation, collaboration, and inclusivity, demonstrated by their feminist stance and commitment to community contributions. They believe in transparency, continuous learning, and using technology as a force for good that bridges gaps and unlocks potential.
Wey's strengths lie in their relentless creativity, deep technical knowledge, and ability to communicate complex ideas clearly. Their active presence in the tech community and expert problem-solving skills make them a respected innovator and collaborator.
Sometimes their sharp focus on building and troubleshooting can lead to an overwhelming number of tweets, which might dilute individual messages or overwhelm followers. Also, juggling technical work and advocacy may stretch their energy thin at times.
To grow their audience on X, Wey should leverage their storytelling skills more by sharing behind-the-scenes peeks into their creative process, amplifying community success stories, and engaging more directly with followers through polls or Q&A threads. This will deepen connections and showcase the human side of their technical persona.
Fun fact: Not only does Wey build and troubleshoot complex technology, but they’re also passionate about singing—a unique harmony of creativity and technical skill!
Top tweets of Wey Gu 古思为
Anthropic 新的 blog 给出了多 mcp 的问题的处理思路。 这里挑战主要是 naive 的处理方法是把所有工具的全部意图、接口定义和执行结果都一起给 LLM 处理,非常不 scale。当工具非常多、工具的返回结果不可控的时候,应该: - 分离 mcp 工具的意图与定义、按需才读取工具的执行上下文(定义) - 在分支里把工具的中间返回结果用外部系统处理掉 分离的方法可以有很多,本质上就是 sub-agent 的范式,其中这里给出的是 code-mode,像 skills 那样: - 只把工具的意图用 file tree 那样给 llm - 具体单独工具的执行放在单独的代码文件里 - 中间返回结果状态由代码先处理 这些思路是精准、精细处理宝贵上下文比较自然的方法。 - 想起来之前设计 FusionGraphRAG 框架的时候,我们针对海量文档,针对文件层级、章节层级构建的图结构,在 retrieval 时候,按需读取 doc file tree/ chapter tree 来决定是否进一步读取文档、章节的思路也是和工具意图、执行分离的 code-mode 类似 - 更早之前我给客户做过工具调用 agent ,背后是 api call 返回结果是千行 json 的时候,我的做法是在 tool 背后套 text-to-sql sub-agent,具体实现是做一个 in-memory sqlite 加载起来千行的返回结果,把 API 的字段定义一起让 sub agent 写 sql 并执行,得到返回结果 generation 了再作为 tool 返回结果,之后我把这个方法起名 JSONalyze,贡献给了 LlamaIndex。 - fusion graphrag siwei.io/fusion-graphra… - JSONalyze x.com/wey_gu/status/…
最近做 了基于 GRPO 和 R1 蒸馏的带有推理过程的 Graph extraction 的数据上的 3B 模型训练,效果非常不错。在我的例子下,超出了 gpt-4o-mini(不算严谨的评估。 因为任务是长 window 的,虽然用了 @danielhanchen unsloth 的工作,节省了很多显存,我还是用了 80GiB A100 跑的。 reward function 我利用了 gpt-4o-mini 辅助 will 最初给出的模式评分 reward 来增强 reasoning 和 extraction 的效果奖励。 github.com/wey-gu/gpro-gr… 有了这个新的工作,估计可以更省显存啦。 这个方向我们会继续探索,非常有希望。
我和宝玉老师有一样的观察和看法,并且在 pycon 上的主题中也给出了分享/做了一些探索。 用 swe agent(claude code/ claude agent sdk)作为 agent execution runtime 可能是目前非常经济、有效的应用构建范式。 同时,我们在这两年的企业级 rag 探索中看到,满足真实世界的复杂文档理解的任务需要推荐多文档分层结构理解的索引和对应的召回,并 agentic 地按需利用这些结构去组合、探索召回(我的 blog 里分享了这个方法 fusion graphRAG、看到业界也出了类似的方法和论文) 两者结合,在应用中涉及成百上千个文档理解/知识接入时候,目前最适合的范式是: - cli utils/pipeline 友好的文件结构和格式 > 精心封装的复杂索引召回系统与工具抽象 - 以分层文件系统为核心的索引结构 为此,我们发起了一个项目 openkl - 融合了 rag/memory/rag-memory 增强的系统,以文件分层结构存储:统一长期记忆和复杂文档理解抽象 - 分层结构可以同时被 shell utils 访问或者 cli cypher query:如果需要,可以写出复杂的图模式查询,在 cli 上! - 成为可以被 claude code/agent sdk 最佳插拔的 cli文档接入工具(有 agents. md 引入 sys promot 例子) 这个项目还在探索状态,已经开源 github.com/nowledge-co/Op…
Most engaged tweets of Wey Gu 古思为
Thanks for the shoutout, @chatmcp ! Thrilled to integrate Nowledge Mem (impressed on how seamlessly it was done! and the great UX of mcp.so) into the MCP ecosystem—empowering local agents with graph-augmented memory To celebrate, use promo code MCPSO95 for an almost-free upgrade to Nowledge Mem Pro (limited time)! Demo: x.com/nowledgelabs/s… Join alpha waitlist: nowled.ge/alpha Intro blog: nowled.ge/blog-intro-mem Let's build smarter knowledge flywheels together! #AI #KnowledgeGraph #MCP
People with Creator archetype
𝙳𝚎𝚌𝚘𝚛𝚊𝚝𝚒𝚗𝚐 𝚝𝚑𝚎 *𝚂𝚒𝚖𝚞𝚕𝚊𝚝𝚒𝚘𝚗 🪷. Founding member: @wonderstudiosx CPP Core @wondercraft_ai
I do design. Web and Product Designer @peekerai
Hi / Hola / やあ, I'm V!! Rise and shine, epic warriors!!🔥🔥 Mechas&Armors. Wallpapers. 4K images ready to download!! 🚫No commercial use without credit. 🚫DMs.
AI Artist - Synthetic Future Community - Daily Art Challenge - AI Films & Trailers - Retro Art - Scifi - Fantasy - Horror - Check my YouTube and TikTok
Sharing daily AI art + promptshares Explorations of color, mood, and story Collect my work ↓
Turning Ideas into Prompt Co-Founder: x.com/lamevirtuelle Partner: Runwayml, Dzine, Freepik, Leonardo, Higgsield, Letz, Nim, Affogato, Hailuo,pika
🧑💻 Design enthusiasts ✏️ Random thoughts, nothing profound
悠船 (Midjourney 中国) Product Designer | 全国可飞,落地撸图 | 🇨🇳武漢 & 🇯🇵千葉 に住んでいます | 《猫与星》APP 的创造者。maoyuxing.com
AI Product Designer @Larksuite Exploring how AI can shape better tools and workflows Passionate about systems, clarity, and craft.
Artist & Explorer • Noctambule • Capturing Photons on Mechanical Retinas • #Aiart addict • Hailuo CPP 🦋 Harvesting Red Emotions 🍎
Electronic Music DJ & Producer. Justice Vibes 🌍
AI Artist | Exploring surreal, sci-fi visions, fantasy realms & dreamlike worlds. Endless creations-beyond definition #AIart #scifiart #fantasyart #futurescape
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