我花了一个小时跑通了 @axisrobotics 的第一条训练轨迹 选的已经是最简单的任务了 抓个东西放到指定位置 但是操作起来比想象的难 机械臂移过去之后要反复调方向 上下左右一点点挪 灵敏度高了容易过头 夹爪角度对不上就是夹不住 感觉跟抓娃娃一样 看得到 抓不到。 Axis主要做的就是让我们在浏览器里控制机械臂 操作数据拿去训练AI机器人 下面是Axis测试网教程 👇👇👇 ▎ 准备 → 电脑 + Chrome（手机不行） → 打开 Axis Hub： → 注册 邮箱/Google/X/钱包都行 ▎ 选任务 → 状态选 Live → 难度选 Beginner / Easy → 类型找 Pick、Place（抓起来放到指定位置） → 确认有剩余 Slots 再进去 ▎ 操作 进模拟器 左边是目标 右边有参考图 双击物体 → 机械臂自动靠过去 方向键 → 微调前后左右 E / D → 上升 / 下降 按住空格 → 夹紧 松开空格 → 放开 N → 存档 B → 读档 💡 技巧：靠近后灵敏度调低 先到正上方再慢慢降 别横着拖容易碰到别的东西 ▎ 完成后（ ⚠️ 重要） 弹出 Task Completed 之后 → Portfolio → History 验证通过 → 点 Sign → 钱包确认签名上链 ❗ 不签名 = 任务白做 不计入 Axis Points 也不算 Kaito Katalyst 的有效 Trajectory ▎ 刷分策略 → 同一个任务最多做5次 算平均分 做好了就换下一个 → 多做不同场景和难度 Points看多样性 → Points未来作为空投参考 比例暂未公布 完整流程： 进Hub → 选任务 → 完成操作 → 验证通过 → 签名上链 ✅ 开始给AI机器人贡献训练数据 @axisrobotics @kaitoaihash

人类对Codex的开发不足1%！ 昨天刚拿到了API就花了一点时间做了一个挂单脚本 账户初始资产总额311.8u 跑了一晚刷了8k的交易量还挣了1.31u 这样的积分成本相当于是负的 主要得益于现在平台流动性嘎嘎好 去做这么一个脚本需要考虑的东西不少： - 用什么策略？可以参考一下 @ZhanweiC 的策略 - 哪些任务可以并发，哪些动作必须串行？ 读取可以并发，但提交订单、撤单最好串行，否则很容易出现刚下单又被另一个线程误删、误撤、重复挂单 - BUY 和 SELL 要不要拆线程？ BUY 需要扫市场和盘口，比较慢；SELL 需要盯账户持仓，响应要快。拆开后 SELL 不会被 BUY 全量扫描拖住 - 本地 state 怎么设计？ 不能只靠 API open orders，因为交易所状态不是实时一致的。create order 成功后，open orders 可能几秒后才查得到。本地 state 需要承担短期去重、防重复提交、防误清理的作用 - 如何处理 eventual consistency？ 刚创建的订单不能因为下一秒 open orders 查不到就认为失效。需要设置等待窗口，比如 30-60 秒，避免账户同步线程把新订单误清掉 - 订单价格怎么取？ Yes / No、Over / Under 这种反向 outcome 很容易算反。尤其 SELL 时，最好用当前持仓 outcome 的 bestAsk，而不是盲目拿 Yes 侧 orderbook 做 complement - 份额精度怎么处理？ 前端显示 17.86，不代表真实可卖就是 17.86。下单数量必须向下截断，不能四舍五入，否则会出现 insufficient shares - API 异常怎么分类？ hash mismatch、余额不足、份额不足、远端断连、返回截断、订单同步延迟，处理方式都不一样。不能简单无限 retry - dry-run 和 live 必须隔离 所有真实下单逻辑都要先 dry-run，看清楚 would-place / would-cancel，再打开 live - 日志一定要可读 真跑起来以后，最重要的是快速知道：挂了什么、撤了什么、为什么跳过、为什么失败、是不是重复提交。 - 风控边界怎么写？ 不市价卖出、不吃单、post-only、限制 BUY 范围、开赛前撤买单，这些都要变成代码里的硬约束 不是说有了AI随随便便就能做出一个可以长期稳定可交付的系统，一定要从工程的角度出发做好稳定性测试跟风控 感兴趣的朋友一起来交流～ @predictdotfun

看得我泪流满面😭🥹💔就凭这一点，难道中国人还能再吃狗肉吗？ A Belated Tribute to China’s Wenchuan Earthquake Rescue Dogs. This is a tribute that comes years too late. On October 2, 2021, the last search-and-rescue dog that had served in the 2008 Wenchuan Earthquake, Bingjie, passed away. With his death, all 67 rescue dogs that answered the call during one of China’s darkest disasters had completed their final roll call. This isn’t about whether you love dogs or keep pets. It’s about heroes. Back in 2008, when mountains collapsed and entire cities were reduced to rubble, these dogs charged into places no human could safely enter. At a single whistle from their handlers, they disappeared into twisted steel, shattered glass, and unstable concrete without hesitation. Their paws were ripped apart by broken rebar and jagged debris. They bled with every step. Many worked until the pads of their feet were raw and infected. Yet the moment they caught even the faintest scent of life beneath the ruins, they refused to leave. They barked. They dug. They kept digging. For them, every signal they gave meant another chance for someone to survive. That wasn’t simply bravery. It was something even purer. A complete trust in the person who guided them. A trust so absolute that it stood above fear itself. Bingjie was barely a year old when he was deployed to Wenchuan. Still little more than a puppy, he clawed through what had become a living hell and helped save 13 lives. The first little girl he rescued is now a university graduate. The future she was able to live began with a wet black nose finding her in the darkness… and a pair of tiny paws digging until they nearly gave out. If she remembers that moment, then she remembers who reached her first. No matter how you measure it, humanity owes these dogs a debt that can never truly be repaid. There was also Shenhu, another legendary rescue dog. By the time he retired in 2019, nearly fourteen years old, he had helped save 15 lives. His handler couldn’t bear to part with him, so he brought Shenhu home and stayed by his side until the very end. Today, a statue stands in his honor. But the truth is… Dogs don’t understand medals. They don’t understand monuments. They don’t care about titles or glory. A gentle pat on the head. A favorite tennis ball. A few words of praise from the person they trust. To them, that was worth risking everything. If called again, they would have done it all over without a second thought. People often speak of loyalty. These dogs never spoke a word. They carved loyalty into their bones. Now they have all returned to the place people lovingly call the Rainbow Bridge. Perhaps they’re together again, sniffing one another, wagging their tails, healthy and full of life, just as they were back then. To the silent heroes who gave everything so that strangers could have another tomorrow… Thank you. You will never be forgotten.

time 凌晨 place 天台 boss 做任务 看到最后呀~ #母狗# #反差# #舔脚# #肉便器# #羞辱# #sm# #母狗# #骚逼# （因平台不能发完整版 完整版看置顶或评论区）