H

互Fo🇨🇳有关必回！！！冲2K！！！

[H @HX_87666]

这两年我最大的感受是：

AI 不会立刻淘汰大多数人，但会迅速拉开普通人的执行差距。

以前一个想法到作品，中间隔着太多门槛：
不会写文案、不会做图、资料太多、容易拖延、没人反馈……

现在这些门槛正在被AI快速拆掉。

我把AI当成三个角色在用：

1. 资料助理 —— 帮我快速整理信息、过滤噪音
2. 练习搭子 —— 陪我练习写作、表达、思考
3. 执行外脑 —— 把模糊的想法直接变成清单、文案、方案、甚至第一版作品

真正的变化不是“会不会用AI”，而是：

同样一个念头，有人只是想想，有人当天就做出第一版。

我决定把这个过程中真正好用的方法、工具和真实案例分享出来。

想用AI更快把想法落地的人，可以关注我。

你现在最想让AI帮你解决哪件事？
评论区告诉我，我会针对性回复或做成内容。

[H @HX_87666]

codex退出后重新登录必须要手机号码验证了，选不了86怎么办啊 急急急

[H @HX_87666]

@_VoiceofAmerica 问他要一个一个亿的支付宝口令红包

[H @HX_87666]

安卓手机上无法订阅GPT的PRO了，点支付的时候总提示不成功，有哪位大神告知如何解决啊！急急急！！！

[OōEli.eth @ooeli_eth]

埃隆·马斯克说：

“当你不知道自己真正热爱什么时，因为你还没有探索过完整的世界，试一试通过大量阅读，建立属于自己的知识地图。”

当被问到人生意义时，他不会让你冥想，也不会让你急着“找到目标”。他的建议很直接：

大量阅读，广泛学习，先建立一张属于自己的知识地图。

因为你只能渴望那些自己见识过的东西。

如果你的选择，只来自父母、学校和第一份工作，那么你其实是在一张很小的地图里寻找人生方向。

书籍的意义，就是不断扩大这张地图。它们像人生的搜索引擎，让你看到原本不知道的职业、生活方式和可能性。

多读书，多和不同领域的人交流，多接触陌生的世界。

然后寻找那个交汇点：

你天生擅长，而且真正喜欢。

只擅长并不够。一个人完全可能做得很好、赚到很多钱，却在内心厌恶这件事很多年。

所以，真正的风险不只是走错路，

而是你从未看见，原来还有别的路。

[Tibo @thsottiaux]

This week is all about intelligence too cheap to meter. Tomorrow we ship again.

[H @HX_87666]

不知道今天还会不会重置，5X明显感觉很不经用了！

[Tibo @thsottiaux]

Hello people of Sol! I've reset usage limits for all ChatGPT Work and Codex users. Together with that, a quick update on GPT-5.6 Sol usage limits.

Over the past few weeks, many of you have told us that Sol was using your Codex limits faster than expected. To be clear, we have not reduced usage on any subscription plans.

We’ve been digging into what was happening and have landed several improvements. As a result, we expect your usage to last around 18% longer during typical use of Sol. Some of you should already see significantly larger improvements from today. Tomorrow, we’ll also restore the five-hour limit that we temporarily paused while investigating.

Here’s what we found:
- GPT-5.6 Sol is much more willing to work for longer, make additional tool calls, and coordinate complex workflows across tools and subagents. That makes it better at solving hard problems, but some tasks were using far more than we intended.
- Sol also works harder at the same reasoning effort than previous models. High on Sol can use more tokens than High did on GPT-5.5.
- Programmatic tool calling, also referred to as code mode, gives Sol much more flexibility to run tool calls in parallel or continue working while waiting. But it also led to more responses per turn, more cached input tokens, and higher usage than expected.
- This was particularly noticeable when Sol was waiting for tool calls to finish or running many web searches. We’ve improved how we handle both cases and are continuing to make code mode more efficient.
- The impact was also very uneven. The median user actually found Sol quite token efficient, while some power users working on harder tasks saw their usage drain much faster. We were very focused on average and median usage before launch and missed some cases where the long tail could use significantly more usage.

Sol is a significant step forward in what Codex can do, but capability and efficiency do not always improve at the same pace, and some issues only become clear once people are using the model at real-world scale. We should have recognized this sooner and been more upfront about it.

You keep pushing the frontier and we’ll keep improving efficiency and sharing updates as we go.

[H @HX_87666]

@YousufKalim 5x已经完全不够用了，五小时基本可以跑完

[H @HX_87666]

@thsottiaux 昨天能量条干完了不知道今天起来有没有惊喜

[Elon Musk @elonmusk]

Download Grok Build and type /tutorial

https://t.co/lOJK57wDP5

[Tommy Peterson @TommyP5]

X上刷到个帖子，真的离谱。

一个中国计算机系学生，在开发者论坛po了张照片：一个2美元的USB-C芯片，拇指大小，上面焊了颗蓝色LED。他用Claude Code花了15分钟配好环境，AI代理每次运行的时候，灯就闪一下。

评论区直接炸了，全在嘲讽：
“花一小时做了个夜灯？”
“这周见过最没用的东西。”
“我家面包机算力都比这强。”

结果呢？这块芯片连着那个钱包，已经赚了452万美金。

数据摆在这：
2026年1月入场
4548次预测
单笔最大盈利：150万刀

这芯片每闪一下，脚本就跑一轮。它啥也不干，就盯着地球另一边的赔率，专门吃平台更新前那2-3个小时的时间差。

等大多数人打开电脑看盘的时候，机会早没了。他的芯片在别人睡觉的时候，已经把仓位建好了。

一闪。脚本跑。灯灭。等着。再一闪。又一个仓位。整晚循环。笔记本盖子一合，照样干活。

仓位全是六位数起步。有一把82.4万押进去，回来220万。另一把113万，变240万。账面几乎全绿。

有人顺着IP摸到了深圳一间合租宿舍，上下铺那种，芯片用电工胶布粘在笔记本电脑侧面。

他倒好，帖子没删，只在最后补了一句：
“LED比你先知道。”

现在30多万人在盯着这个钱包看。芯片还在闪。宿舍还是那间宿舍。余额嘛，早就不一样了。

#Polymarket

[H @HX_87666]

是点重置还是等晚上可能送

[Crypto老鹰 @laoyingkhq]

圈内现在都在聊Polymarket一个很现实的现状：

普通散户还在手动刷新盘口看涨跌，Github上各类全自动交易Bot早已全部开源开放。

整理8套零成本预测市场自动化工具，覆盖不同交易赛道，每个仓库都附带完整英文部署教程和功能说明。

1. CloddsBot
集成超118套成熟交易方案，包含币安与Polymarket延迟套利、动量策略、低价合约收割、智能下单路由、定投、到期价差套利等，出自剑桥计算机学生的黑客松参赛作品
https://t.co/SL5czAzGPn

2. polymarket_lp_tool
专门自动化管理平台限价订单，核心目标提升流动性激励收益
https://t.co/yFo7MkVhQp

3. Kalshi Weather Model
机器学习气象预测工具，摒弃直接套用气象播报，通过历年多数据源误差训练，校正预测结果
https://t.co/vDIdFcI9Ov

4. Polymarket-Kalshi Arbitrage Bot
自动检索两个预测平台间存在的无风险价差机会
https://t.co/1IDXqes9Lj

5. Polymarket-bot
内置聪明资金筛选逻辑，自动筛选高盈利、稳定胜率的交易者地址，生成自动跟单队列
https://t.co/2PaCc0ciqP

6. Prediction Markets Trading Bot Toolkits
综合性工具库，支持跟单、跨市场套利、大户持仓监控、流动性做市、点差复利、体育合约交易等多元功能
https://t.co/MTRoFdkUHC

7. PolyWeather
本土开发者打造气象专用脚本，实时同步气象预报、机场实况、航空观测数据，生成指定城市周期气象分析
https://t.co/IwbGwcs6Qd

8. Awesome Prediction Market Tools
集合三十多款免费预测市场交易机器人、配套辅助工具
https://t.co/jKxqYCRS0t

大部分开源程序都带有Dry Run模拟测试模式，可依托真实行情校验策略，不用直接动用本金。

直白说一句：
如今的Polymarket，早已脱离单纯事件预测的定位，变成量化代码、AI智能代理、开发玩家扎堆的交易场地。

Polymarket官网中文入口：https://t.co/XOIs6CMprG

切忌盲目直接实盘，先看懂源码、跑完模拟、吃透策略底层逻辑再操作。

需要Polymarket一键跟单工具，推荐我长期使用的PolyCop：https://t.co/xrFNgicH8Q

#Polymarket

[Recogard @recogard]

I found 7 free Polymarket trading bots on GitHub for 7 different trading situations…

Each of these repos comes with a detailed step by step setup and usage guide in English.

> Beginner Friendly (3-5 min setup)

1. A bot with 118 ready to use trading strategies and tools for prediction markets (Binance-Polymarket latency, Penny Clipper, Smart Routing, DCA bots, Momentum and more).

It was built by a computer science student who later won a hackathon with this bot.

You can also see this bot in action in the video below.

GitHub: https://t.co/2MCzD8iZG7

2. This is a huge trading bot-toolkit that includes Polymarket-Kalshi arbitrage, copy trading, whale tracking, sports trading, spread farming and more.

GitHub: https://t.co/p3obYeQTzO

3. A Smart Money trading bot that finds top traders in selected markets, filters them by PNL, win rate and consistency to create a list for automated copy trading.

GitHub: https://t.co/qbk9l2uxLd

4. A weather bot that analyzes multiple sources in real time, like weather forecasts, airport data and aviation observations (METAR + SPECI), to get the latest temperature data and generate a detailed weather report for a specific city and day.

GitHub: https://t.co/No3sBcqMg1

5. A large collection of 30+ free trading dashboards and services for different prediction market platforms.

GitHub: https://t.co/a2WRRl8PJl

> Advanced Bots

1. This bot analyzes the real trading behavior of any Polymarket trader.

It finds repeated patterns, identifies the strategies he uses and shows how you can adapt them to your own trading.

GitHub: https://t.co/SzdjHtASLt

2. A bot that automatically manages all your Polymarket limit orders to maximize liquidity rewards.

GitHub: https://t.co/nvb96dTIwx

All of these bots also support Dry Run mode (paper trading), so you can test them on real markets but without risking any funds.

[白骏知识分享 @cj3214567667]

避坑！Telegram骗局全揭秘！

Telegram上每天都有人血本无归！

系统拆解常见骗局套路、真实案例与最新手法，看懂如何快速识别与有效避坑。

[H @HX_87666]

我准备做一个公开实验：

让 Codex 帮我运营这个 X 账号。

不是互粉刷量，而是每天完成一套真实流程：

1. 找 X 上的新机会
2. 学习高质量账号和爆款结构
3. 生成发帖草稿
4. 筛选值得互动的人
5. 复盘哪些内容真的带来关注

如果跑通，这件事对普通人很有用。