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最近 Almanak 上线了新产品，之前做过一些研究，所以正好借着热度，聊聊这个项目。 他们主打的口号是：一个人跑一个链上对冲基金。 查了一下 Almanak 这个词，是“年鉴”的意思，一般图书喜欢叫这个名字，例如《中国文物年鉴》。 不过这个项目做的东西是 AI 代理+策略，上面各种策略横飞，加到一起，倒是也可以称之为基金策略年鉴。 于是乎，测试了一下他们的产品，输入的指令是： 在 Uniswap 上做主流币（WBTC、ETH）+稳定币（USDT、USDC）做 LP。 1. 定位哪个 Pair 的 APR 最高，在什么链上？这可能会涉及到 2*2*链数 种可能。 2. 通过近期、中期判断应该设置的价格区间 3. 根据价格区间计算应当投入的主流币、稳定币两种本金占比（假设每个仓位投入 100K 美金） 然后 Almanak 的 AI 问了几个问题之后，就开始抓取、分析。 最后分析出来，Base 上面的 ETH/USDC 流动性是以上这些选择里 APR 最高的，然后选择了 1600-3300 区间。 接下来，就直接进入开发、测试、部署流程了。 PS：真不把 AI 当人啊。 整个流程也就 10 分钟。下一步，如果真的往里面打入 $ETH，这个钱包就会真的直接开始执行策略。 话说回来，从基金风控角度来说，大资金不应该直接放在 AI 写的代码里。大资金真用的话，可能还是得引入真人来校对、找专业的代码审计机构，来审计一下才能用。 这个 Almanak 产生的代码，适合小资金、适合测试想法，也就是“构想验证”。 例如去年年底，有个机构申请了夜盘比特币 ETF，在美股收盘后建仓比特币，白天天亮了就卖了。这种 idea 你乍一听挺好，但是具体效果如何，你还得去真跑一个测试。 你丢个 100 美金进去，直接告诉Almanak，让它 Vibe Coding 出来的代码一跑，跑个十天半个月的实盘，心里自然就有结果了，一下子节约好多时间。 这也是为什么拿嘴编程叫 Vibe Coding，因为它就是一种感觉（Vibe），靠感觉驱动的。 说回年鉴，因为都是 Vibe Coding 出来的策略，所以它还有个策略广场，里面有各种策略。例如在 Pancake 上跑的，BTC-BNB 策略，然后还有 AI 打分，评价了安全性和收益率等等。 感兴趣的话，可以都来测试一下。 每个普通用户可以白嫖三个策略（Signal），不过如果写得策略比较多，就要充值会员了。 链接在评论区。

Professor Ting Chuen PONG, Vice-President (Administration & Business) of HKUST(GZ), welcomed Newcastle University's Professor Stephanie Glendinning, Pro-Vice-Chancellor of the Faculty of Science, Agriculture and Engineering, and Professor Stuart Edwards, Dean of Global & Education Development in the Faculty of Science, to the HKUST(GZ) campus on Sept 28. This marked Newcastle University's second visit to HKUST(GZ), following the visit of Professor Chris DAY, Vice-Chancellor and President, in November 2025. Professor PONG introduced the University's distinctive academic structure, commitment to innovation-driven education, and the construction of the second phase of the campus. The delegation also toured the Brilliant Energy Science and Technology Lab and held themed seminars with young professors from the University, covering smart manufacturing, AI & data science, and sustainability. The visit strengthened the partnership between Newcastle University and HKUST(GZ), providing a valuable platform for both universities to exchange insights and explore shared research priorities.

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🇦🇱 ALBANIA FANS, THIS ONE'S FOR YOU! 🦈 A convincing 3–0 victory over San Marino. Three goals, a clean sheet and another result to celebrate! ⚽🔥 But here's the real question... How far can Albania go in international football? 👀 Are they building something special, or is there still a long way to go? 🇦🇱 Albanian fans, we want to hear YOUR thoughts! 👇 🌐 #PrediShark# #Albania# #Football# #NationsLeague# #FootballCommunity#

I’m looking for someone who’s down to meet up, chill, and enjoy some good vibes together. If we click and you’re genuinely interested, feel free to DM me. We can chat, get to know each other, and figure out the details from there. 😊.

📢 GPT-6.1 Sol Is Now Live on An upgrade to GPT-6 Sol, GPT-6.1 Sol is built for complex software engineering, computer use, and professional workflows. OpenAI positions it as nearly matching GPT-6 Astra on agentic coding, computer use, and professional work, at about 1/5 of Astra’s standard input and output token prices. It supports a 1.05M-token context window, up to 128K output tokens, 5 reasoning levels, prompt caching, and Multi-agent delegation (Beta) via the Responses API. Now available on API and Web Chat. 👉 Try now: 🔗 Learn more:

Our Asset Inheritance feature has passed a security audit by @SlowMist_Team. The audit identified no critical or high-risk vulnerabilities, and all findings were acknowledged. View the full report: