Large Reasoning Model时代, 几乎等于Reinforcement Learning + LLM的时代。但RL专业性非常强，去参加ML的会议时，专门做RL的研究员都现场拿着笔纸推算数学公式，掌握起来学习难度较高。分享一本RL的入门教材，从RL基础MDP，PPO，直到跟LLM结合，如RLHF，都有讲解，深入浅出。 Reinforcement , page 16

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11月11日，知名美国网络主播哈桑·皮克尔在北京天安门广场直播升旗仪式。期间，他向直播观众展现了一张P过的毛泽东图片，几秒后立即遭到赶来的中国警察盘查。

连滚带爬……

俄罗斯宣布研发出自己的人形人工智能机器人

特斯拉成立党支部。马斯克：我们有AI、有火箭、有自动驾驶。中国：很好，现在你也有组织生活了。马斯克终于明白，续航的核心，不是电池，是组织。

俄軍「散裝」佔領沃爾昌斯克，最新一次戰鬥，前來進攻的俄軍、裝備全被炸廢了，俄軍多次宣稱佔領了沃爾昌斯克，可現在還在烏克蘭人手中。

I can't stop laughing 😆 This is a presentation of Russia’s first AI robot. I think it learned to walk from alcoholics.

11月9日，据国内媒体报道，江西省九江市都昌鄱阳湖服务区附近的风力发电机叶片断裂，玻璃纤维满天飞。记者上前求证，询问“吸入玻璃纤维是否会对人体造成损伤”时，相关工作人员态度恶劣至极，不仅未予专业解答，反而冷漠回应“去医院开证明”，随即挂断电话。

Bridge in China partially collapse months after opening.

https://t.co/Qi1qbL84uT

Incredible martial art performance 😱

11月11日，知名美国网络主播哈桑·皮克尔（Hasan Piker）与多位网红一起，在北京天安门广场直播每日的升旗仪式时，遭到警方的骚扰。直播期间，皮克与另一位主播威尔·内夫（Will Neff）开玩笑说：“我们都在天安门广场，所以我们都在变成中国人。”

Russia presented its human-like AI robot. It fell down as it walked onto the stage.

往波克羅夫斯克滲透俄軍視頻1，途中實在走不動，途中泥水地休息視頻2，俄軍自拍，他繪聲繪色地說：“我好餓啊，可是一點野果都沒有，啥吃的都沒有，到處都是屍體，好多啊！我該往哪兒跑，該躲到哪兒去？”

全网疯传！苏州这个视频激起亿万民愤！习近平政权大失民心！

China’s engineering marvel 👀 Nov 11: the Hongqi Bridge (红旗大桥) at the Shuangjiangkou Hydropower Station (双江口水电站) in Barkam (马尔康市), Aba (or Ngawa) Tibetan and Qiang Autonomous Prefecture (阿坝藏族羌族自治州), Sichuan province, collapsed after 4pm local time,

B站热门视频：拒绝被欧美卡脖子，遥遥领先鱼头自动朝向机 BV1gBkQBqE5M

At this rate, if there are any confusing behavior of tourist incident, people will assume that they are Chinese.

11月11日，云南日报发布大理南涧“赤裸儿童”现状视频。视频画面显示，三岁男孩现已已习惯穿着衣服，和小朋友到茶园大象、在家里和大人捉迷藏、与工作人员一起画画、玩耍。

如何打造一个几乎“不会失败”的生意？一直觉得，创业就是九死一生，充满了不确定性。如果有种方法，能让创业的成功率大大提高，甚至接近“不会失败”呢？还真有人做到了，牛逼。最近 Youtube 看到一个澳洲连续创业者 Mike 的故事。他用一套完全相同的打法，做了 5 个 SaaS 产品。

JUST IN: 🇨🇳 Hongqi bridge collapses in southwest China, months after opening.

这是伟大的记者

左翼美国网红Hasan在北京直播遇麻烦了。

11月6日，一安徽网友发布视频，一边刷着媒体报道“韩国人吃不上豆腐”的新闻，一边得意洋洋地展示自家全素菜肴里堆满的豆腐制品，试图“隔空炫富”。网友们集体“阴阳怪气”开嘲：有IP属韩国的网友直怼“这里没有人吃不起豆腐”还有网友留言道：“鸿蒙新闻看起来就是爽”，并补刀“时薪10元的嘲讽时薪60元的吃不起

天津试行有偿捐献器官。

russia claims: “We dominate the skies.” Ukrainian drones: Ohh… really?!

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Large Reasoning Model时代, 几乎等于Reinforcement Learning + LLM的时代。
但RL专业性非常强，去参加ML的会议时，专门做RL的研究员都现场拿着笔纸推算数学公式，掌握起来学习难度较高。
分享一本RL的入门教材，从RL基础MDP，PPO，直到跟LLM结合，如RLHF，都有讲解，深入浅出。
Reinforcement
时政
( twitter.com )

7个月前由马东锡 NLP 🇸🇪 提交

Large Reasoning Model时代, 几乎等于Reinforcement Learning + LLM的时代。

但RL专业性非常强，去参加ML的会议时，专门做RL的研究员都现场拿着笔纸推算数学公式，掌握起来学习难度较高。

分享一本RL的入门教材，从RL基础MDP，PPO，直到跟LLM结合，如RLHF，都有讲解，深入浅出。

Reinforcement Learning: An Overview：
https://t.co/rjYSpOtbJl

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We hit $10M ARR in 2 months making us one of the fastest growing AI startups in the world 🚀
And today, we are putting more power into the hands of people while changing the world of vibecoding 🙌
Introducing:
1. Emergent Pro Mode- Build real autonomous agents
2. Mobile Apps-
时政
( twitter.com)

2个月前 • Emergent • -- 点击 • 下载视频 0 评论

00:00:17

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估计o1发布会上两位OpenAI两位顶级核心研究员讲笑话讲得不好，都被Meta挖走了：
Jason Wei：Scaling Laws作者，Agentic Reasoning专家；
Hyung Won Chung：GPT-4 & Deep Research 架构师
🎭还记得2022年Meta All-in元宇宙的惨状吗？
时政
( twitter.com)

3个月前 • Tigris 会讲课教授是好老师 • -- 点击 • 下载视频 0 评论

00:00:30

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chatgpt 更新了 gpt-5 的thinking time设置，可惜玩了个“命名”把戏：
之前plus的reasoning_effort 默认值是64，在UI上被命名为extended（进阶）；
而比之前默认值更低的一档，被命名为standard（标准）；🤣
thinking模型的reasoning
时政
( twitter.com)

1个月前 • howie.serious • -- 点击 0 评论

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北京郊区，挖掘机正在开挖大量新坟，其中很多已经埋入了逝者、竖起来了简易墓碑。
On the outskirts of Beijing, excavators are digging a large number of new gr…
推特中文圈
( twitter.com)

2年前 • 糯米团 ⬜️ • -- 点击 0 评论

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JUST IN: UNICEF Senior Coordinator says 'Aid must flow. Hostages must be freed. Rafah must not be invaded. And children must be protected, not killed' and says that 'I have been working on large-scale humanitarian emergencies for the best part of the last 30 years and I’ve never…
时政
( twitter.com)

1年前 • The Spectator Index • -- 点击 0 评论

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Mistral 发布了 Mistral Large
应该是其目前强大的全新旗舰模型，据说接近GPT-4
全新的聊天界面
有高级推理、函数调用、JSON模式等等！
IT技术
( chat.mistral.ai)

1年前 • 宝玉 • -- 点击 0 评论

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The thing is, Mr. Musk, that Ukrainians have no good options here. If we give up and stop fighting, it will not save our lives. Russia will turn the whole Ukraine into one large concentration camp, killing, looting and raping - we've seen that on each piece of territory we…
时政
( twitter.com)

2年前 • Anton Gerashchenko • -- 点击 0 评论

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Huskies Choir In The Morning 😂

A husky and a large group of husky pups started to howl together one morning. The elder husky started to howl and caused the rest of the puppies to join along. Luckily, their cuteness allowed their neighbors to tolerate their noise.

Credit:…
有趣
( twitter.com)

2年前 • Epoch Animal Lovers • -- 点击 • 下载视频 0 评论

00:00:27

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Republicans for Ukraine released an ad that aired during all large TV-shows in the Washington D.C. area today

It explains how using 5% of the US's annual military budget in Ukraine helped destroy 50% of the Russian Army

It says that a weak Russia will weaken China
时政
( twitter.com)

2年前 • Visegrád 24 • -- 点击 • 下载视频 0 评论

00:00:30

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He is a huge hero at 15 years old.
When a toddler fell down a large pipe and became trapped, rescuers frantically tried to free the young boy, but kept failing.
After 11 hours of attempting to save the boy, 15-year-old Christian Marian Becheanu volunteered to help.
有趣
( twitter.com)

5个月前 • The Figen • -- 点击 • 下载视频 0 评论

00:01:00

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Google Earth updated image for Changxing Island exactly a year after the last one.
PLAN & CCG shipbuilding is steaming ahead as before.
->4 052D DDGs
->2 055 DDGs
->1 054A FFG
->1 003 CV
->1 076 LHD
-> 3 Large CCG Cutters
时政
( twitter.com)

5个月前 • SomePLAOSINT • -- 点击 0 评论

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Something is seriously wrong here:
For the first time in history, a NEW home in the US costs $33,500 LESS than an EXISTING home, per Reventure.
Not even June 2005 saw such a large gap, right before the 2008 Financial Crisis.
What is happening? Let us explain.
(a thread)
时政
( twitter.com)

2个月前 • The Kobeissi Letter • -- 点击 0 评论

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Stark交互日记之
Gol2的全程是 Game of life，是一款游戏协议。
打开网址可以看见图一，我们可以用的是“infinite moe】de”和“creator mode”，两个差别不大。我以infi…
币圈
( twitter.com)

2年前 • 我是围棋高手.eth.lens... (🌸, 🌿)🧙🏿‍♂️ • -- 点击 0 评论

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【教程】
梦梦将于3.28携正规二辑Glitch Mode回归!
以下教程均已更新！大家可以收藏方便快速查阅哦~

回归投票
回归音源
音乐放送节目科普…
推特中文圈
( twitter.com)

3年前 • twitter机器人 • -- 点击 0 评论

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被中共派往乌克兰的大飞机高级技术人员，中共不但不救助，反而命令他原地等待禁止离开。A senior technician of a large aircraft who work for the Chinese Communist…
推特中文圈
( twitter.com)

3年前 • twitter机器人 • -- 点击 0 评论

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My TwitterX friends, I always say that there is constant attack on me and a lot of criticism on my tweets and they do a lot of fake copyright notices.

I solved the cause of this situation. Large accounts with high followers are attacking me with their own fake accounts!
With…
时政
( twitter.com)

2年前 • Figen • -- 点击 0 评论

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Flying over Vietnam, you can happen to see a large area of dragon fruits farms lit at night

The plant supplementary light lamp ensures the sufficient light, for a healthy growth of dragon fruit, but also for improving the quality and increase the yield

This is near Ho Chi Minh
有趣
( twitter.com)

2年前 • Massimo • -- 点击 0 评论

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There is a bike trail in Belgium where you can go "Cycling Through Water," through a large lake in the De Wijers nature reserve.
This bridge is below the water line and in parts it is low enough to put riders at eye level with the lake
📹Mel Zagers
时政
( twitter.com)

1年前 • Science girl • -- 点击 • 下载视频 0 评论

00:00:15

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The Aztec Sun Stone, also known as the Stone of the Five Eras, is a large circular stone sculpture created by the Aztecs in the 15th century. It is considered one of the most famous and important pieces of Aztec art.
The stone is intricately carved with various symbols and…
时政
( twitter.com)

1年前 • Dr. M.F. Khan • -- 点击 0 评论

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🇸🇻🇺🇸BUKELE: IT'S UNDENIABLE THAT THE UNITED STATES IS OUR MOST IMPORTANT PARTNER
"[The United States is] our largest buyer of our exports and the biggest source of our imports.
We have a large number of Salvadorans living in the United States, and we also use the United States
btc
( twitter.com)

9个月前 • Mario Nawfal • -- 点击 • 下载视频 0 评论

00:02:33

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BREAKING: Eric Trump announces that a large portion of the proceeds from his new book 'Under Siege' will be donated to Turning Point USA in honor of Charlie Kirk, helping to continue his mission:
"I want to take a considerable portion of proceeds from this book and I will donate
btc
( twitter.com)

2个月前 • Benny Johnson • -- 点击 • 下载视频 0 评论

00:07:18

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JSON mode已经可以用了，目前支持gpt-4-1106-preview 和 gpt-3.5-turbo-1106 两个模型，在请求的response_format 参数中，设置为 { type: "json_object" }，这样可以确保输出的内容只输出JSON格式。…
IT技术
( twitter.com)

2年前 • 宝玉 • -- 点击 0 评论

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Grok makes things easy with Auto mode, but we never take optionality away from you.
If you want to make our PhD-level Grok 4 suffer through basic problems like 1 + 1, you are more than welcome to do so😅
Also, glad we don't show 42 different models in the dropdown menu here
btc
( twitter.com)

3个月前 • Eric Jiang • -- 点击 0 评论

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「Multi-Agent, Reasoning」论文
FlowReasoner: Reinforcing Query-Level Meta-Agents
轻云顺风即变，FlowReasoner 使 multi-agent workflow 随query应变于瞬息之间。
这篇论文十分精彩，作者瞄准“one system per user query”的目标：为每一条用户 query 即时推理出一个专属的multi-agent
时政
( twitter.com)

6个月前 • 马东锡 NLP 🇸🇪 • -- 点击 0 评论

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The wiews for many large accounts have dramatically decreased, since the end of May!
It only got better for 15 days during the Olympics, then it got worse again!
I think Elon has left our accounts to die!
And this will hurt the small accounts too!
If it continues like this, I
有趣
( twitter.com)

1年前 • Figen • -- 点击 0 评论

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