That’s a real problem we’re also looking into.
Web3 AI definitely needs better guardrails.
Apr 2
最近的一个副业，是和朋友一起研究 Agentic Arbitrage。 下午让 codex 从 github 搜索下载了一些开源工具进行学习，发现了一些疑似投毒的仓库。
比如以下几个看起来像是聪明钱追踪的项目：
github.com/456ape/kalshi-pol…
github.com/dealermemefi/poly…
github.com/punkde99/polymark…
有完全一样的代码内容，不同风格的 README ，和乍看之下颇具吸引力实则不符合逻辑的 fake 图片。更重要的是他们都引入了可疑的 dll 依赖。
坏消息是：为了分析这些项目，今天的 token 提前用完了。
好消息是：这些 token 足以让 codex 判断出这个项目 “不值得作为正常开源套利项目进行研究”。
而这个时代显然需要更好的基础设施来过滤 AI 大规模生成的废料。很多时候，这不仅仅是浪费的，更可能是恶意的。
那么如何做呢？ 大概率得通过烧另外一些 Token 来过滤这些恶意行为。
一个直接但低效的方式是：
👉 每个用户都自己调用 AI / LLM 去做判断
但这显然包含着大量重复的硅基劳动力。
所以一个更合理的方向可能是：
将“内容安全判断”做成一种公共基础设施，而不是个人行为。
进一步来说：
是否可以构建一种协议，让“非恶意的 AI Agent”协同工作，共同标记和过滤恶意的 AI 产物？
而这恰好和我们团队最近一直在思考的一些问题有关。如果你也对这个方向感兴趣，欢迎交流。
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10 days of live trading, and the P&L is going nowhere. 😂
Thinking about pulling the ultimate move: If I'm consistently losing, maybe it's time to just inverse myself? 🤔
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🚀 Launch incoming! @BNBCHAIN
Help amplify it and test our new platform → cotrading.ai
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Good points!
11 Nov 2025
Agentic Trading 显然是一个热门的话题，在 NOF1 启动了 LLM 交易大赛之后更是如此。
在消耗了几百 rmb 的 token vibe coding 复刻了一套开源实现之后，分享一下我们对目前类 NOF1 的交易系统的看法👇。
后续实践请持续关注:
github.com/wfnuser/opennof1
有兴趣的话，只需要几行代码就可以在我们的实现里引入 websearch 等工具，欢迎 fork 体验；随手加个🌟 的话，我们会超级开心。
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MCPForge retweeted
10 Nov 2025
观察 AI 交易是很有趣的，而如果你能很方便的调教他们就更好啦。
为此，我们也复刻并开源了一套类 nof1 的交易系统 github.com/wfnuser/opennof1
交易 Agent 由 Langgraph 搭建，便于开发者定制各种工具或接入 MCP 服务，可玩性很高；前端则保留了 Nof1 简约的设计风格。
随缘求 star 🌟 围观 AI 亏钱👇
10 Nov 2025
沉浸式 vibe coding 了两个整天，也开个实盘让大家围观一下 AI 怎么亏钱的
alpha-transformer.vercel.app…
在实现的过程里也产生了很多有意思的想法，欢迎大家留言讨论
（另外，模型从 OpenAI 换成 DeepSeek 之后，体感上真的更会赚钱了 🤔
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Another AI trading agent, let’s see how it performs.
Forged at @MCPForge
10 Nov 2025
沉浸式 vibe coding 了两个整天，也开个实盘让大家围观一下 AI 怎么亏钱的
alpha-transformer.vercel.app…
在实现的过程里也产生了很多有意思的想法，欢迎大家留言讨论
（另外，模型从 OpenAI 换成 DeepSeek 之后，体感上真的更会赚钱了 🤔
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🎃 Happy Halloween, everyone! #BNBAIHack
We’re thrilled to unveil CoTrading.AI, your new trading copilot that understands you and the market.
Get early access and hunt some alpha on @BNBChain ⚡
Invite codes below 👇
Follow us for more drops!
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Excited to share @youbetdao’s new initiative — MCPForge ⚡️
We’re building a crypto-native AI Agent marketplace & interaction protocol.
As always, our goal is production-grade from day one. Stay tuned for our first Infra track product — and if you’re interested, let’s connect!
4 Sep 2025
好耶，欢迎关注 @youbetdao 的新项目 @MCPForge！一个加密原生的 AI Agent 的市场与交互协议。
@youbetdao 一向以打造生产级产品为目标参加黑客松，所以敬请期待我们的首款 Infra 赛道产品吧～
如果你对这个方向感兴趣，欢迎随时交流！
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Such a fast-moving team!
26 Aug 2025
🎉 Thanks for waiting, builders!
The GoHacker Chrome Extension v1 is now live on the Chrome Web Store — you can download and try it out today:
🔗 Download here：chromewebstore.google.com/de…
This first version comes with basic functionality, but we’ll be iterating quickly to bring you a much smoother and more powerful experience 🚀
💡 Got feature ideas or suggestions? Drop them in the comments — we’d love to hear from you and keep improving together!
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Great to see our partner’s progress! 🚀
With GoHacker.AI, it’s easy to spot suspicious on-chain trading patterns, a powerful tool for protecting retail users.
And @MCPForge will soon bring advanced MCP services to the @virtuals_io ecosystem too.
31 Jul 2025
🚀 @GoHacker_AI’s new investor dashboard is live here: gohacker.ai/v2/dashboard #ProjectUpdates
Get key insights into the hottest tokens on @virtuals_io. Early access now open, just hold 100K $BUIDL.
👀 Free for everyone:
• Geneses projects overview
• Sort by market cap growth, number of holders, stakers, dev quality and more
🔓 Premium access includes:
• Project-level dashboards with detailed insights
• Track which wallets made the most profits
• Spot top holders and whale movements
• Reveal hidden wallet links and trading dynamics
And yes, we’re still building ACP integration. Stay tuned.
🧠 Missing a metric you care about? Drop it in our Telegram, and we’ll $BUIDL it fast.
Join the club → t.me/gohacker_club
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See you soon!
23 Jul 2025
The latest batch of #BNBHack winners are out.
Catch their live demo on 29th July at 8 AM UTC with @playAInetwork, @MCPForge, @Basement_web and @bibim_official.
🔸 Complete tasks to win a share of $500: app.questn.com/quest/1061797…
🔸 Comment on X Live for a chance to win $50!
🔗 Watch here: youtube.com/watch?v=GyoGE0Ck…
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Big congrats to our partner on the latest milestone — exciting things ahead! 👏
22 Jul 2025
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We’re back in action.
After some serious building, something big is just around the corner.
4 Jul 2025
💬 What the winners are saying:
🔸 @StitchAI_hq: "Opened incredible doors from demo opportunities at TOKEN2049 to ecosystem exposure"
🔸 @bink_ai: "It helped us reach more users, connect with fellow builders, and explore new ways to apply decentralized AI beyond transactions"
🔸 @playAInetwork: "It’s a perfect launchpad, we got traction, visibility, and secured ecosystem partnerships."
🔸 @tokrio_com: "It gave us early validation and exposure, our first users, and the confidence to keep building with real market feedback."
🔸 @MCPForge: "Exceptional exposure and mentorship helped us define a clear technical roadmap."
More builder quotes in the blog linked in the last tweet.
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We’re excited to announce that MCPForge took home a Tier 3 win in the AI track at the @BNBChain AI Hackathon!
A huge thank you to the organizers and everyone who supported us - @wfnuser, @hunknownz, and @punk_sui. Onward to building a truly secure, crypto-native AI agent network!
Meet the latest #BNBHack winners 👇
The June 12 batch brings another round of standout builders in AI, pushing boundaries across Web3.
bnbchain.org/en/blog/congrat…
In this thread, let's review the new winners, major progress updates & why you should apply to join next by June 18 🧵
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