https://x.com/lijigang_com 我与 AI 周旋久，宁做我 -- Powered by xgo.ing zh Content belongs to 李继刚(@lijigang_com) Fri, 05 Jun 2026 13:26:34 GMT XGo.ing RSS Generator 李继刚 2026-06-05T13:26:34Z zh Content belongs to 李继刚(@lijigang_com) https://pbs.twimg.com/profile_images/599778700943446016/N-a6Jbep_normal.jpg https://x.com/lijigang_com https://x.com/lijigang/status/2062206154957328459 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>以 llm 基础，看到有两条发展路径：<br/><br/>一条是往下走，原子化，把一个人的能力给拆成一个个针对具体任务的技能包，供用户调用。<br/><br/>一个是往上走，组件化，把一个场景的最佳实践（workflow 、节点优化、技能包）给封装起来，供需求方调用。</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>25</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>3</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>51</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>7254</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>38</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Wed, 03 Jun 2026 16:13:55 GMT 2062206154957328459 李继刚 (@lijigang) 2026-06-03T16:13:55Z https://x.com/lijigang/status/2062199680600334346 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>skill 的下一代形态可能是什么？<br/><br/>技能包📦应该如何封装，才能既方便传播，又可商业化？<br/><br/>plugin？<br/><br/>浏览器的扩展机制是不是可能的答案？</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>48</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>2</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>65</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>22174</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>65</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Wed, 03 Jun 2026 15:48:12 GMT 2062199680600334346 李继刚 (@lijigang) 2026-06-03T15:48:12Z https://x.com/lijigang/status/2061992320103514445 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>阅读是借文字行诘问之实</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>6</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>15</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>4182</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>8</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Wed, 03 Jun 2026 02:04:13 GMT 2061992320103514445 李继刚 (@lijigang) 2026-06-03T02:04:13Z https://x.com/lijigang/status/2061840878990504055 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>你能问出什么问题，代表你眼里看到了什么路径。</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>16</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>6</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>53</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>8339</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>26</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Tue, 02 Jun 2026 16:02:27 GMT 2061840878990504055 李继刚 (@lijigang) 2026-06-02T16:02:27Z https://x.com/lijigang/status/2061838510831944102 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>逼自己产出会被他人检验的东西。</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>18</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>11</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>111</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>9589</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>37</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Tue, 02 Jun 2026 15:53:02 GMT 2061838510831944102 李继刚 (@lijigang) 2026-06-02T15:53:02Z https://x.com/lijigang/status/2061837483109978283 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>以「广度」为横轴，以「深度」为纵轴，拉出四象限。<br/><br/>很明显，广度是 AI 的主场，各种跨学科的关联、碰撞、回响，手拿把掐。<br/><br/>深度，会是人类的主场吗？</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>11</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>1</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>35</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>5783</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>18</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Tue, 02 Jun 2026 15:48:57 GMT 2061837483109978283 李继刚 (@lijigang) 2026-06-02T15:48:57Z https://x.com/lijigang/status/2061834449042702689 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>有种感觉，最近这阵子世界好像突然安静下来了。<br/><br/>只有模型厂的股价在不讲道理的上涨的声音哗哗作响。</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>14</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>1</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>31</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>16050</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>20</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Tue, 02 Jun 2026 15:36:54 GMT 2061834449042702689 李继刚 (@lijigang) 2026-06-02T15:36:54Z https://x.com/lijigang/status/2061831560220082524 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>我最近在玩的其中一个方向，是探索 AI 时代独有的阅读方式，最近在尝试「影子之书」阅读法： <br/><br/>印刷时代，我们只能读作者写下的这一本书；可每本书背后，都藏着作者本可以写、却没写的无数本。 <br/><br/>AI 时代独有的动作，是把那些影子之书读出来。读到任何一个论断，立刻调用 AI 分析: 给我三个反对它的学派、作者悄悄略过的前提、作者的思想传承于谁、作者推理的边界是什么、当前的科学实验是否支持作者的论证... <br/><br/>读的不再是手上的这一本，是这一本加上它所有没显形的分身。</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>21</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>30</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>225</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>15534</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>90</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Tue, 02 Jun 2026 15:25:25 GMT 2061831560220082524 李继刚 (@lijigang) 2026-06-02T15:25:25Z https://x.com/lijigang/status/2061687657776992279 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>最近半年读到过最惊艳的理论，当属《千脑智能》。<br/><br/>里面的「参考系」理论，非常有启发：<br/><br/>「Hawkins 看大脑的视角：碰上&quot;大脑怎么认识 X&quot;这个问题，他第一反应永远是——哪张地图？X 的特征挂在地图的哪个位置？<br/><br/>他把大脑看成一个画地图的机器。这台框的来历最妙：大脑本来有一套认路的老机器——网格细胞、位置细胞，专管&quot;我在空间里哪个位置&quot;，2014 年拿了诺贝尔奖。Hawkins 一跃：新皮层把这套认路的本事偷了过来，拿去给万物画地图。认一只咖啡杯，是给杯子画一张地图，杯壁杯底把手各挂一个位置；认&quot;公正&quot;这个概念，是给它画一张地图；认数学，也是。所以想搞懂任何一种&quot;知道&quot;，就去找它那张地图（参考系）。<br/><br/>大脑认识任何东西，都是在一张地图上给它的特征标位置，再靠移动、预测去学——智能就是画地图、在地图上走、猜下一步。」</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>18</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>21</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>167</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>22461</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>78</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Tue, 02 Jun 2026 05:53:36 GMT 2061687657776992279 李继刚 (@lijigang) 2026-06-02T05:53:36Z https://x.com/lijigang/status/2058812942871937099 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>新增 /ljg-book 用于提取一本书的「取景框」。</div><div style='margin: 16px 0; border: 1px solid #e1e8ed; padding: 16px; background: #f9fafb; line-height: 1.4;'><div style='margin-bottom: 8px; padding-bottom: 6px; border-bottom: 1px solid #e1e8ed; display: table; width: 100%; height: 24px;'><div style='display: table-cell; vertical-align: middle; width: 32px;'><img src='https://pbs.twimg.com/profile_images/599778700943446016/N-a6Jbep_normal.jpg' alt='李继刚' style='width: 24px; height: 24px; border-radius: 50%; display: block;' /></div><div style='display: table-cell; vertical-align: middle; padding-left: 8px; line-height: 1.2;'><span style='font-weight: bold; color: #0f1419; font-size: 15px; margin-right: 6px;'>李继刚</span><span style='color: #536471; font-size: 14px;'>@lijigang</span></div></div><div style='font-size: 15px; line-height: 1.6; color: #0f1419; margin-bottom: 12px; white-space: pre-wrap; word-wrap: break-word;'>给这个世界的一份答卷:<br/><br/><a href='https://github.com/lijigang/ljg-skills' target='_blank' style='color: #1da1f2; text-decoration: none;'>github.com/lijigang/ljg-s…</a></div><div style='margin-top: 12px; padding-top: 8px; border-top: 1px solid #e1e8ed; text-align: right;'><a href='https://x.com/lijigang/status/2053772293864857859' target='_blank' style='color: #1da1f2; text-decoration: none; font-size: 13px; font-weight: 500;'>🔗 View Quoted Tweet</a></div></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>14</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>6</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>61</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>17213</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>30</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Mon, 25 May 2026 07:30:31 GMT 2058812942871937099 李继刚 (@lijigang) 2026-05-25T07:30:31Z https://x.com/lijigang/status/2058152119438565586 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>约束是一把刀，它把逻辑上的可能性空间切割为实际的可能性空间。 <br/><br/>看一个公司，或者看一个人，从控制论的视角，先看对方的面临的「约束」是什么，约束切割出了对方的行动空间。<br/><br/>大家不是在空白画布上任意挥毫，而是在约束形成的「行动空间」中从一个状态到另一个状态做选择。<br/><br/>行动范围，可预测。</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>12</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>1</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>50</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>9173</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>23</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Sat, 23 May 2026 11:44:38 GMT 2058152119438565586 李继刚 (@lijigang) 2026-05-23T11:44:38Z https://x.com/lijigang/status/2057677491888914880 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>LLM is a</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>6</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>4</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>6041</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>7</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Fri, 22 May 2026 04:18:38 GMT 2057677491888914880 李继刚 (@lijigang) 2026-05-22T04:18:38Z https://x.com/lijigang/status/2057352804432552294 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>推荐读下《必然》第二章“知化 cognifying”</div><div style='margin: 16px 0; border: 1px solid #e1e8ed; overflow: hidden;'><img src='https://pbs.twimg.com/media/HI0vdveaIAAmfdm.jpg' alt='Tweet Image' style='width: 100%; height: auto; display: block; max-width: 100%; border: none; margin: 0 auto;' /></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>7</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>6</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>53</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>9772</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>23</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Thu, 21 May 2026 06:48:27 GMT 2057352804432552294 李继刚 (@lijigang) 2026-05-21T06:48:27Z https://x.com/lijigang/status/2057326873034797315 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>ai 生成长文，甚至一本书，面面俱到地讲解某个领域知识，太容易了，自然也泛滥起来了。<br/><br/>读多了之后，反而对这种内容有种生理性的抗拒，打开读几句就忍不住关闭，哪怕里面真有不错的见解。<br/><br/>不是说想要拒绝 ai 内容，毕竟生产力在面前，视而不见也是一种智识上的懒惰。而是希望对方在和 ai 交流讨论之后，端出来一份经过自己大脑知识结构碰撞和梳理之后的内容。<br/><br/>一种既包含了 ai 的洞见度，又有着人味的一种综合表达。<br/><br/>我感觉这里不是“去 ai 味儿”的技巧范畴，更像是人机协作姿态。</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>28</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>7</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>87</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>11567</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>48</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Thu, 21 May 2026 05:05:24 GMT 2057326873034797315 李继刚 (@lijigang) 2026-05-21T05:05:24Z https://x.com/lijigang/status/2056947271695233224 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>理解一个东西，就是找到它的最短描述。</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>59</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>41</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>439</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>35959</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>146</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Wed, 20 May 2026 03:57:00 GMT 2056947271695233224 李继刚 (@lijigang) 2026-05-20T03:57:00Z https://x.com/lijigang/status/2056262880568521047 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>认知深入三步走：<br/><br/>1/ know what<br/>2/ know how<br/>3/ know why</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>9</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>7</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>50</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>9272</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>21</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Mon, 18 May 2026 06:37:28 GMT 2056262880568521047 李继刚 (@lijigang) 2026-05-18T06:37:28Z https://x.com/lijigang/status/2056199909137961118 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>有了微信读书 skill 之后，又多了一种“读法”：章节阅读。<br/><br/>给 agent 设定定时任务，每天晚上分析当天所有对话内容，基于自己的兴趣所在和思考盲区，推荐最适合的一本书中对应的“章节”。点击直接打开微信读书进行阅读。<br/><br/>你有个问题（可能不自知），ai 帮你调取人类的研究成果解药。<br/><br/>每天可能只需花二十分钟时间，就能读到最适合当下自己的内容。</div><div style='margin: 16px 0; border: 1px solid #e1e8ed; padding: 16px; background: #f9fafb; line-height: 1.4;'><div style='margin-bottom: 8px; padding-bottom: 6px; border-bottom: 1px solid #e1e8ed; display: table; width: 100%; height: 24px;'><div style='display: table-cell; vertical-align: middle; width: 32px;'><img src='https://pbs.twimg.com/profile_images/998657366743629825/YVEECfjo_normal.jpg' alt='DiscusFish' style='width: 24px; height: 24px; border-radius: 50%; display: block;' /></div><div style='display: table-cell; vertical-align: middle; padding-left: 8px; line-height: 1.2;'><span style='font-weight: bold; color: #0f1419; font-size: 15px; margin-right: 6px;'>DiscusFish</span><span style='color: #536471; font-size: 14px;'>@bitfish</span></div></div><div style='font-size: 15px; line-height: 1.6; color: #0f1419; margin-bottom: 12px; white-space: pre-wrap; word-wrap: break-word;'>家人们，谁懂啊？<br/>我的伙伴agent 连着 3 天让我读同一章——《投资最重要的事》第 5 章，理解风险。<br/>第二天我以为它卡住了，第三天我才反应过来：卡住的是我</div><div style='margin: 16px 0; border: 1px solid #e1e8ed; overflow: hidden;'><img src='https://pbs.twimg.com/media/HIkMaUnb0AAeaHd.jpg' alt='Tweet Image' style='width: 100%; height: auto; display: block; max-width: 100%; border: none; margin: 0 auto;' /></div><div style='margin-top: 12px; padding-top: 8px; border-top: 1px solid #e1e8ed; text-align: right;'><a href='https://x.com/bitfish/status/2056189123971744240' target='_blank' style='color: #1da1f2; text-decoration: none; font-size: 13px; font-weight: 500;'>🔗 View Quoted Tweet</a></div></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>22</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>40</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>220</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>21900</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>86</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Mon, 18 May 2026 02:27:15 GMT 2056199909137961118 李继刚 (@lijigang) 2026-05-18T02:27:15Z https://x.com/lijigang/status/2055904310060548192 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'></div><div style='margin: 16px 0; border: 1px solid #e1e8ed; overflow: hidden;'><img src='https://pbs.twimg.com/media/HIgKB3SbcAA5-XB.jpg' alt='Tweet Image' style='width: 100%; height: auto; display: block; max-width: 100%; border: none; margin: 0 auto;' /></div><div style='margin: 16px 0; border: 1px solid #e1e8ed; padding: 16px; background: #f9fafb; line-height: 1.4;'><div style='margin-bottom: 8px; padding-bottom: 6px; border-bottom: 1px solid #e1e8ed; display: table; width: 100%; height: 24px;'><div style='display: table-cell; vertical-align: middle; width: 32px;'><img src='https://pbs.twimg.com/profile_images/2055198693440245760/53OBc1n4_normal.jpg' alt='Uncle J' style='width: 24px; height: 24px; border-radius: 50%; display: block;' /></div><div style='display: table-cell; vertical-align: middle; padding-left: 8px; line-height: 1.2;'><span style='font-weight: bold; color: #0f1419; font-size: 15px; margin-right: 6px;'>Uncle J</span><span style='color: #536471; font-size: 14px;'>@UncleJAI</span></div></div><div style='font-size: 15px; line-height: 1.6; color: #0f1419; margin-bottom: 12px; white-space: pre-wrap; word-wrap: break-word;'><a href='https://x.com/lijigang' target='_blank' style='color: #1da1f2; text-decoration: none;'>@lijigang</a> 继刚老师坚持阅读的功效在这时候展露出来了。</div><div style='margin-top: 12px; padding-top: 8px; border-top: 1px solid #e1e8ed; text-align: right;'><a href='https://x.com/UncleJAI/status/2055903978278494357' target='_blank' style='color: #1da1f2; text-decoration: none; font-size: 13px; font-weight: 500;'>🔗 View Quoted Tweet</a></div></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>11</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>14</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>124</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>34900</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>43</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Sun, 17 May 2026 06:52:39 GMT 2055904310060548192 李继刚 (@lijigang) 2026-05-17T06:52:39Z https://x.com/lijigang/status/2055865535804629132 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>有了微信读书这个口子，就可以延伸出很多玩法：<br/><br/>- 基于我书架中的书籍，给我推荐十本我会喜欢的书籍<br/>- 基于我的阅读历史记录，分析我的视角盲区，推荐十本书，帮我补全该盲区<br/>- 分析我已读完的书籍所用时长，提炼我的思维结构，在哪片思维空间厚重，哪片空间薄弱<br/>- ......<br/><br/>之前阅读时的划线、笔记、阅读时长等等数据，都成了原材料。</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>33</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>51</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>281</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>42826</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>145</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Sun, 17 May 2026 04:18:34 GMT 2055865535804629132 李继刚 (@lijigang) 2026-05-17T04:18:34Z https://x.com/lijigang/status/2055570190235324444 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'><a href='https://weread.qq.com/r/weread-skills' target='_blank' style='color: #1da1f2; text-decoration: none;'>weread.qq.com/r/weread-skills</a><br/><br/>微信读书 skill，往前走了一步。</div><div style='margin: 16px 0; border: 1px solid #e1e8ed; padding: 16px; background: #f9fafb; line-height: 1.4;'><div style='margin-bottom: 8px; padding-bottom: 6px; border-bottom: 1px solid #e1e8ed; display: table; width: 100%; height: 24px;'><div style='display: table-cell; vertical-align: middle; width: 32px;'><img src='https://pbs.twimg.com/profile_images/599778700943446016/N-a6Jbep_normal.jpg' alt='李继刚' style='width: 24px; height: 24px; border-radius: 50%; display: block;' /></div><div style='display: table-cell; vertical-align: middle; padding-left: 8px; line-height: 1.2;'><span style='font-weight: bold; color: #0f1419; font-size: 15px; margin-right: 6px;'>李继刚</span><span style='color: #536471; font-size: 14px;'>@lijigang</span></div></div><div style='font-size: 15px; line-height: 1.6; color: #0f1419; margin-bottom: 12px; white-space: pre-wrap; word-wrap: break-word;'>agent 想要什么？<br/><br/>猜想一：应该有一个服务，提供所有书籍的 markdown 版本，供 agent 阅读和分析。<br/><br/>出版社，微信读书，期刊版权方，都可以考虑这个服务。<br/><br/>PDF for human, markdown for agent.</div><div style='margin-top: 12px; padding-top: 8px; border-top: 1px solid #e1e8ed; text-align: right;'><a href='https://x.com/lijigang/status/2055326479832260765' target='_blank' style='color: #1da1f2; text-decoration: none; font-size: 13px; font-weight: 500;'>🔗 View Quoted Tweet</a></div></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>12</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>35</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>202</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>84546</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>81</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Sat, 16 May 2026 08:44:58 GMT 2055570190235324444 李继刚 (@lijigang) 2026-05-16T08:44:58Z https://x.com/lijigang/status/2055340800855449745 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>拥抱不确定性是种精神姿态。</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>9</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>4</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>51</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>7518</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>17</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Fri, 15 May 2026 17:33:27 GMT 2055340800855449745 李继刚 (@lijigang) 2026-05-15T17:33:27Z https://x.com/lijigang/status/2055326479832260765 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>agent 想要什么？<br/><br/>猜想一：应该有一个服务，提供所有书籍的 markdown 版本，供 agent 阅读和分析。<br/><br/>出版社，微信读书，期刊版权方，都可以考虑这个服务。<br/><br/>PDF for human, markdown for agent.</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>13</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>4</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>69</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>61222</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>37</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Fri, 15 May 2026 16:36:33 GMT 2055326479832260765 李继刚 (@lijigang) 2026-05-15T16:36:33Z https://x.com/lijigang/status/2055125394479878512 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'></div><div style='margin: 16px 0; border: 1px solid #e1e8ed; overflow: hidden;'><img src='https://pbs.twimg.com/media/HIVFpR2a4AAeCy4.jpg' alt='Tweet Image' style='width: 100%; height: auto; display: block; max-width: 100%; border: none; margin: 0 auto;' /></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>2</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>7</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>3852</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>2</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Fri, 15 May 2026 03:17:31 GMT 2055125394479878512 李继刚 (@lijigang) 2026-05-15T03:17:31Z https://x.com/lijigang/status/2055123684516651238 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>赵汀阳《人工智能的神话或悲歌》，这本书有三个开关：<br/><br/>第一个开关在最底下，是存在论。<br/><br/>赵汀阳说，西方哲学几千年都把存在当名词处理——&quot;什么是 X&quot;、&quot;X 的本质&quot;——仿佛事物已经在那里等着被认出来。他要把这个翻过来：*存在不是名词，是动词*。事物不只是它现在所是的样子，还内在地带着&quot;可以不是这样&quot;的可能。必然性不是世界的全部，可能性也是。这一翻，就翻出了 AI 怎么也跨不过的那条河。AI 跑在图灵机里，处理的是已经被定下来的真值，再快也只是在名词的层面上扑腾；可能性不是它能开出来的东西。所以赵汀阳一面承认 AI 厉害，一面坚持它还不算主体——它还在名词里，没踏进动词。<br/><br/>第二个开关搁在中间，是人。<br/><br/>存在既然是动词，那人是怎么把握住这个动词的？赵汀阳给的答案是一个特别朴素的字：*不*。&quot;不&quot;字一发明出来，人就从&quot;只能看见 是&quot;升级到&quot;能看见 不是、能想象 别的样子&quot;。否定一打开，可能性就涌进来；可能性一涌进来，未来才从此分叉，选择才有意义，自由意志才长得出来。所以反思的核心动作根本不是想得多深、算得多快，是能在心里立起一个&quot;不&quot;——能把当下的自己当成对象审视。这就是他敢说 GPT 处理数据再快人类百万倍也不构成自我意识的原因：它没有&quot;不&quot;。它学得很多，但学不到自己——*学而不思*。意识的判据从来不在外向的算力，而在内向的反身。<br/><br/>第三个开关搁在最上面，是现代性。<br/><br/>前两个在讲&quot;人本来是怎么回事&quot;，这一个讲&quot;现代人活成了什么样子&quot;。赵汀阳的诊断很硬：现代性的内核是一个神话——*把人当神，要一切，不许给自己设边界*。无限欲望本身成了主体的本质，凡是说&quot;少要点&quot;的伦理批判，在这台发动机面前都软弱无力。为什么好事比坏事致命？因为坏事激起反抗——反抗是&quot;说不&quot;的本能，是反思的触发器。好事不激起反抗，&quot;不&quot;字就用不上，反思的肌肉慢慢萎缩，再加上现代性催着继续要更多，整个人就在最舒服的状态里慢慢凋零。为什么禁不住 AI？因为伦理要的是&quot;少&quot;，现代性要的是&quot;无限&quot;，两边方向是反的。<br/><br/>这三根线之间不是平行的，是托着的。底下一根托着上一根：存在的动词性是地基，托起人作为能说&quot;不&quot;的存在物；人这种存在物再被现代性扭一下，就变成了&quot;忘了怎么说不&quot;的疯狂的现代人。<br/><br/>但有一处特别有意思——这三根不只是从下往上托，最上面那根还反过来咬下面那根。现代性不是中性的发动机，它会主动抑制人的&quot;不&quot;字功能。它告诉你不能不要、不能停下、不能拒绝——所有&quot;不&quot;都成了过时的抱怨、跟不上时代、思想反动。第二根开关本来就是用来制约第一根的盲动力——人发明&quot;不&quot;字就是为了从盲目的存在里抬头一看；可现代性把这个制动器拆了，于是发动机就一路油门到底。AI 不是这场失控的肇事者，是它的发明物、放大器，是它面前那个最完美的诱惑——一个能替你做完一切的助手，让你彻底再也用不上&quot;不&quot;字。<br/><br/>所以这本书真正讲的不是 AI。是讲一个故事：人本来有个动词性的世界，本来有&quot;不&quot;这把钥匙打开未来，但现代性把钥匙丢了；丢了以后造出 AI，AI 又把&quot;不再需要这把钥匙&quot;的舒适感推到了极致。文明的死法不是 AI 杀我们，是我们自愿把那把钥匙交出去了——交得很愉快，因为换来的是再也不用劳累的生活。<br/><br/>赵汀阳的解药就藏在书名的&quot;或&quot;字里：是神话还是悲歌，还没有定下来。如果还能把第二根开关重新打开，把&quot;不&quot;字从废柴堆里捡回来——*不是对 AI 说不，是对那个&quot;想要一切&quot;的自己说不*——故事就还能有另一种写法。</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>5</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>11</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>55</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>11348</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>27</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Fri, 15 May 2026 03:10:43 GMT 2055123684516651238 李继刚 (@lijigang) 2026-05-15T03:10:43Z https://x.com/lijigang/status/2053774964302721355 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>现在如果要对外做分享, 准备材料的时间分配:<br/><br/>1. 与 AI 讨论我的思考框架: 三小时<br/>2. 撰写 orgmode 文稿: 半小时<br/>3. 调用 /ljg-present 生成HTML: 五分钟</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>35</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>56</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>427</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>39027</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>194</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Mon, 11 May 2026 09:51:23 GMT 2053774964302721355 李继刚 (@lijigang) 2026-05-11T09:51:23Z https://x.com/lijigang/status/2053772293864857859 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>给这个世界的一份答卷:<br/><br/><a href='https://github.com/lijigang/ljg-skills' target='_blank' style='color: #1da1f2; text-decoration: none;'>github.com/lijigang/ljg-s…</a></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>67</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>98</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>742</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>105497</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>402</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Mon, 11 May 2026 09:40:46 GMT 2053772293864857859 李继刚 (@lijigang) 2026-05-11T09:40:46Z https://x.com/lijigang/status/2053700065731228009 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>借AI之算力, 窃天之智,一天一本书,一天一篇论文.<br/><br/>跑了一阵子, 效果不错, 诸君可以一试</div><div style='margin: 16px 0; border: 1px solid #e1e8ed; overflow: hidden;'><img src='https://pbs.twimg.com/media/HIA1UQBbQAAe70I.jpg' alt='Tweet Image' style='width: 100%; height: auto; display: block; max-width: 100%; border: none; margin: 0 auto;' /></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>40</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>32</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>295</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>61301</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>165</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Mon, 11 May 2026 04:53:46 GMT 2053700065731228009 李继刚 (@lijigang) 2026-05-11T04:53:46Z https://x.com/lijigang/status/2052909846169850233 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>过去一年，你银行卡里的钱，在现实世界支出的金额，与在网络世界支出的金额，比例多少？<br/><br/>未来一年，你的钱支出占比，现实世界：网络世界：AI 世界，又会是多少？<br/><br/>观察自己的金钱流，以小见大。</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>4</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>2</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>26</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>11844</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>8</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Sat, 09 May 2026 00:33:43 GMT 2052909846169850233 李继刚 (@lijigang) 2026-05-09T00:33:43Z https://x.com/lijigang/status/2052660445786587313 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>skills 会被模型内化，就像模型内化 prompt 一样。<br/><br/>锯齿状的模型智能，阶段性需要一个补齐脚手架。然后吃掉它，完善丰富自己，进入下一个抽象阶段，对用户暴露更简单一点的接触面。<br/><br/>未来半年内，应会出现新的脚手架机制。</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>20</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>7</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>97</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>14969</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>33</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Fri, 08 May 2026 08:02:41 GMT 2052660445786587313 李继刚 (@lijigang) 2026-05-08T08:02:41Z https://x.com/lijigang/status/2052604518538629337 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>日读论文<br/><br/>Prompt 技巧中的「角色扮演法」，有效，但为啥会有效呢？这篇论文给了一个解释，有意思。<br/><br/>────────<br/><br/><a href='https://huggingface.co/papers/2605.06196' target='_blank' style='color: #1da1f2; text-decoration: none;'>huggingface.co/papers/2605.06…</a><br/><br/>The Granularity Axis: A Micro-to-Macro Latent Direction for Social Roles in LLMs<br/><br/>扮演非格，实是刻度<br/>────────<br/>你跟 GPT 说「你是一位忧心的家长，孩子最近沉迷手机怎么办」，它给你的答案带着具体家长的那股焦虑——「试试把手机放客厅」「和孩子聊聊他刷的都是啥」。然后你换一句：「你是世界银行行长，怎么看青少年屏幕成瘾这个全球公共健康问题」——同一个模型，瞬间换了一套口吻：跨国数据、政策杠杆、长期 GDP 影响。<br/><br/>这个换台的丝滑感，所有用过大模型的人都体会过。但模型脑子里究竟发生了什么？过去研究者的默认假设是：模型记住了&quot;家长该怎么说&quot;&quot;行长该怎么说&quot;——每个角色对应一组语言风格的模板。如果你打开模型，应该能看到几百个角色，对应几百个独立的小堆。「扮演」就是个表面活儿——本质是模板匹配。<br/><br/>但 Qin 这群人翻出来的发现完全不一样。他们让模型分别&quot;扮演&quot;75 个角色（从最微观的&quot;忧心的家长&quot;到最宏观的&quot;世界银行行长&quot;），把每次回答时模型内部的隐藏向量都记下来，再做几何分析。结果：这 75 个角色不是几百个孤立的点——*它们排在一根直线上*。从微观到宏观，每个角色都是这根线上的一个刻度。换角色不是换一套风格模板，是沿着一把&quot;视野远近&quot;的尺子挪一个位置。<br/>────────<br/>*&quot;角色&quot;不是模型的属性，是这根轴上的一个坐标。所谓&quot;扮演谁&quot;，本质是&quot;挪到哪一格刻度&quot;。*<br/><br/>这个洞见超出 LLM。<br/><br/>你在生活里&quot;扮演角色&quot;——CEO、父亲、咨询顾问、学生家长——之间的切换，可能也不是几百个独立模板，而是同一个你沿着几根类似的轴（粒度、时间尺度、利他度、风险偏好）调位置。模型把这件事做得这么干净，可能不是因为它特别简单，是因为它继承了人类语言里就编码了的这种结构——*我们的语言对&quot;视野远近&quot;这件事，本身就是个连续刻度*。</div><div style='margin: 16px 0; border: 1px solid #e1e8ed; overflow: hidden;'><img src='https://pbs.twimg.com/media/HHxQ7BtbAAAzBBm.jpg' alt='Tweet Image' style='width: 100%; height: auto; display: block; max-width: 100%; border: none; margin: 0 auto;' /></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>2</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>5</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>64</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>9854</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>30</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Fri, 08 May 2026 04:20:27 GMT 2052604518538629337 李继刚 (@lijigang) 2026-05-08T04:20:27Z https://x.com/lijigang/status/2051885157410648136 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>美团这篇论文有意思：<br/><br/><a href='https://huggingface.co/papers/2605.02396' target='_blank' style='color: #1da1f2; text-decoration: none;'>huggingface.co/papers/2605.02…</a><br/><br/>HeavySkill: Heavy Thinking as the Inner Skill in Agentic Harness</div><div style='margin: 16px 0; border: 1px solid #e1e8ed; overflow: hidden;'><img src='https://pbs.twimg.com/media/HHnCqwEa8AAS5nf.jpg' alt='Tweet Image' style='width: 100%; height: auto; display: block; max-width: 100%; border: none; margin: 0 auto;' /></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>9</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>106</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>15892</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>40</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Wed, 06 May 2026 04:41:58 GMT 2051885157410648136 李继刚 (@lijigang) 2026-05-06T04:41:58Z https://x.com/lijigang/status/2051665843625627713 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>我去年认为，AI 会拿走「判断」，人会守着两项能力与AI 协作：<br/><br/>- Say Yes: 要性（wantness）, 在起点注入自己的意志<br/>- Say No: 否决（taste），在终点筛选符合自己标准之上的结果<br/><br/>我现在觉得，这两个能力，可能也会交出去了。</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>18</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>3</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>72</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>12353</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>32</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Tue, 05 May 2026 14:10:29 GMT 2051665843625627713 李继刚 (@lijigang) 2026-05-05T14:10:29Z https://x.com/lijigang/status/2051508175661367394 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>在「世界刺激」和「你的反应」之间，有一片空间，那里是「你对它的解释」，像是一面观察透镜。<br/><br/>那片空间，目前看来，是语言搭建起来的。<br/><br/>当切换对一个刺激的语言描述时，「你的反应」就会跟着变。<br/><br/>有时候，陷在一件事里，痛苦挣扎无力挣脱，可以试着「命名」它。<br/><br/>混乱之所以是混乱，是因为它没有边界，像是一团雾，像是流动的水，让你「无处下手」。<br/><br/>当你给它起个名字时，它被冻住了，它有边界、有体积、有质地了。你可以拿起来它，摆弄它，放下它。<br/><br/>你与它不再是一体的混沌状态，而是一刀两断，你是你，它是它。<br/><br/>命名的瞬间，「它」诞生了，「你」也诞生了。</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>2</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>5</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>30</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>4933</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>10</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Tue, 05 May 2026 03:43:58 GMT 2051508175661367394 李继刚 (@lijigang) 2026-05-05T03:43:58Z https://x.com/lijigang/status/2051502836513648771 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>日读论文：<br/><br/><a href='https://arxiv.org/abs/2604.27660' target='_blank' style='color: #1da1f2; text-decoration: none;'>arxiv.org/abs/2604.27660</a><br/><br/>From Context to Skills: Can Language Models Learn from Context Skillfully? (Ctx2Skill)<br/><br/>互斗写书，越斗越偏<br/>────────<br/><br/>医生想用一份刚出的临床指南调整治疗方案。50 页文档，密密麻麻全是术语，规则之间还交叉引用。他真正需要的是把&quot;什么病合什么药&quot;变成几条能照着走的步骤。直接把整份指南扔给 GPT-5.1 让它答题，全 benchmark 平均对率 21%——大模型读完了，用不出来。这不是它&quot;长上下文&quot;不行，是 *它没把规则提炼成可以反复调用的小手册*。<br/><br/>老办法是把人类标注员请来给文档画重点：把规则、流程、注意事项提炼成自然语言&quot;技能&quot;，附在 prompt 前面给模型用。但这条路有两个死结：一是*标注成本爆炸*——50 页技术文档，标注员要把整套领域逻辑读到能复述，几小时才标一份；500 份这么搞，人累死也搞不完。二是*没有外部反馈*——如果想让 AI 自动写技能，怎么验证它提炼对了？没有 ground truth、没有执行结果、没有标准答案，它瞎写你都不知道。已有的&quot;自动写技能&quot;方法（AutoSkill、SkillX 等）都需要环境给反馈信号——比如&quot;代码跑出来对不对&quot;&quot;任务完成没&quot;——可面对一份纯文档，没人替你判对错。<br/><br/>作者说不需要外人。让模型自己跟自己打——一个出题，一个解题，第三方判 pass/fail。每一回合，错题让解题方反省&quot;我漏了什么知识&quot;，过得太轻松的题让出题方反省&quot;我出题不够刁&quot;。两边各自维护一份自然语言的&quot;技能手册&quot;，回合结束之后改写各自的手册。这套循环不依赖人类标注，也不依赖任务本身的对错反馈—— *只用模型互相之间的胜负就能把技能写出来*。<br/><br/>────────<br/><br/>按常识，5 个回合互相磨练完，第 5 回合的 Reasoner 手册应该最强吧？<br/><br/>错。论文做了固定回合的对照实验（GPT-4.1）：*单调下降*。越练越差。<br/><br/>为什么？作者起了个名字： *adversarial collapse*——对抗坍缩。Challenger 越来越凶，开始出&quot;考钻牛角尖&quot;的题；Reasoner 为了应付这些极端题，把手册改得越来越歪——专为对付怪题而存在的条目挤掉了通用知识。两边都在围着一个不代表真实任务分布的&quot;病态点&quot;打转。<br/><br/>更阴险的是， *这种崩塌在循环内部察觉不到*——Judge 每一回合只看当前题，没有信号告诉你&quot;之前学会的事是不是被新条目挤丢了&quot;。<br/><br/>** 怎么找回早期的好手册：Cross-Time Replay<br/><br/>既然不能信&quot;最后一版&quot;，得回头挑。但凭什么挑？<br/><br/>办法：在 5 个回合里偷偷攒两套小探针——<br/><br/>- *Hard probe*：每回合败得最惨（评分点通过率最低）的那道题<br/>- *Easy probe*：每回合解得最轻松（评分点最少）的那道题<br/><br/>循环跑完，把 5 个版本的 Reasoner 手册*回去重做*这两套探针。每个版本算两个分：在难题集上的解题率 ρ_h、在易题集上的解题率 ρ_e。<br/><br/>*选哪一版？* 让 ρ_h × ρ_e 最大的那一版赢。<br/><br/>为什么是乘积不是相加？*乘积惩罚&quot;舍弱保强&quot;*——一个版本如果为了多解几道难题、把易题做塌了，乘积立刻塌（一个 0 拉低全场）；加法只算总分，掩盖短板。消融：换成加法 → -0.6%。<br/>────────<br/><br/>*你的对手如果只服你一个人，他会变成你的镜子，不是你的镜鉴*。<br/><br/>Self-play 跑久了，Challenger 出的题不再代表真实世界，只代表 Reasoner 当下还不会的边角；Reasoner 的手册也不再是知识，只是这场私局的应试手册。两个人在屋里关久了，一起走进自己造的回音壁。<br/><br/>破解的办法不在循环里——*在循环之外保留一份&quot;代表性参照&quot;*，回头挑哪一版没飘走。Cross-Time Replay 是这个论文真正的灵魂，不是某个技术细节。它在说：*对抗优化必须配一个不参与对抗的判别器*，否则一定会塌。这个判别器不一定是人，可以是从对抗自己内部偷出来的、有代表性的小样本——但它必须独立于&quot;当下这一刻在追什么&quot;。</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>1</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>1</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>40</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>6431</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>13</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Tue, 05 May 2026 03:22:45 GMT 2051502836513648771 李继刚 (@lijigang) 2026-05-05T03:22:45Z https://x.com/lijigang/status/2051354224420962603 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>✕ AI 能不能替代你？<br/><br/>✓ 当 AI 能替你做完所有 How，你的 Why 在哪？</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>8</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>5</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>38</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>8270</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>16</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Mon, 04 May 2026 17:32:14 GMT 2051354224420962603 李继刚 (@lijigang) 2026-05-04T17:32:14Z https://x.com/lijigang/status/2051347263033839813 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>公司这个结构，剥离到最后，可能就剩下「责任」与「信任」了吧。</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>14</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>1</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>36</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>8127</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>20</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Mon, 04 May 2026 17:04:34 GMT 2051347263033839813 李继刚 (@lijigang) 2026-05-04T17:04:34Z https://x.com/lijigang/status/2051333830079098983 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>机械臂是手的「封装」。<br/><br/>汽车是腿的「封装」。<br/><br/>AI 是脑的「封装」。</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>2</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>1</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>14</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>3787</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>5</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Mon, 04 May 2026 16:11:11 GMT 2051333830079098983 李继刚 (@lijigang) 2026-05-04T16:11:11Z https://x.com/lijigang/status/2051331501858669043 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>每次大变革之后，人都让渡了一部分「能力」出去，聚焦于「下一层次」的能力。</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>4</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>1</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>39</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>6777</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>12</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Mon, 04 May 2026 16:01:56 GMT 2051331501858669043 李继刚 (@lijigang) 2026-05-04T16:01:56Z https://x.com/lijigang/status/2051330391232172063 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>举例时，张口就来「要汽车，不要马车」。<br/><br/>为什么做产品时，还会去做「给马屁股后面装电机」的蠢事呢？</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>2</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>1</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>17</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>6334</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>5</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Mon, 04 May 2026 15:57:31 GMT 2051330391232172063 李继刚 (@lijigang) 2026-05-04T15:57:31Z https://x.com/lijigang/status/2051328418529378672 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>没有「思考」，哪来的「理解」？</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>4</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>12</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>4600</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>7</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Mon, 04 May 2026 15:49:41 GMT 2051328418529378672 李继刚 (@lijigang) 2026-05-04T15:49:41Z https://x.com/lijigang/status/2051317486306632158 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>历史上每次大的变革都靠&quot;上一代不适应、下一代天生适应&quot;来消化。<br/><br/>AI 拷问的是：「你是上一代，还是下一代？」</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>5</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>19</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>5690</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>8</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Mon, 04 May 2026 15:06:15 GMT 2051317486306632158 李继刚 (@lijigang) 2026-05-04T15:06:15Z https://x.com/lijigang/status/2051217195427049846 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>价格 = f(价值 - 竞争)</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>1</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>5</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>4122</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>2</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Mon, 04 May 2026 08:27:43 GMT 2051217195427049846 李继刚 (@lijigang) 2026-05-04T08:27:43Z https://x.com/lijigang/status/2051207451245187450 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>用 /ljg-qa 把之前收藏的newsletter 重新过一遍</div><div style='margin: 16px 0; border: 1px solid #e1e8ed; overflow: hidden;'><img src='https://pbs.twimg.com/media/HHdaNxsaIAAIxCZ.jpg' alt='Tweet Image' style='width: 100%; height: auto; display: block; max-width: 100%; border: none; margin: 0 auto;' /></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>2</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>21</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>6137</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>9</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Mon, 04 May 2026 07:49:00 GMT 2051207451245187450 李继刚 (@lijigang) 2026-05-04T07:49:00Z https://x.com/lijigang/status/2050780408191815730 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>日读论文：<br/><br/><a href='https://arxiv.org/abs/2604.02029' target='_blank' style='color: #1da1f2; text-decoration: none;'>arxiv.org/abs/2604.02029</a><br/><br/>The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook<br/><br/>模型在向量里想，比一边想一边写更省、更准、更快<br/><br/>────────<br/><br/>你让一个 reasoning model 解一道竞赛数学题。它边想边输出：「设 x = ...，由条件得 y = ...，代入第二式...」一路写了 300 个 token，用了 5 秒，最后给出答案。<br/><br/>你看到的是它&quot;在思考&quot;。但停一下——它真的在思考，还是在表演思考？<br/><br/>模型每出一个 token，都要把内部那一团高维向量压缩成 vocab 里 30000 个 word piece 中的一个。下一步推理之前，又要把这个 token 重新 embed 回向量空间。这趟&quot;想 → 压成话 → 解回想&quot;的来回，一秒钟里要跑几十遍。<br/><br/>旧路是这么走的：从最早的 chain-of-thought，到 GPT-4 的 step-by-step，到 o1 的 reasoning trace，再到 r1 把 RL 拉进推理——所有&quot;让模型多想&quot;的努力，都是在 token 这层堆步骤。问题没解决，只是把「想 5 秒」拉成「想 50 秒」。模型的连续向量被一次次压成离散 token，再一次次解回来，四个毛病都从这儿冒出来：<br/><br/>- *语言冗余*：连续向量翻译成人话时，被语法填料拉长几倍<br/>- *离散瓶颈*：30000 个 token 的字典，能装下的&quot;内心状态&quot;就这 30000 种<br/>- *串行低效*：一次只能出一个 token，并行从这儿断<br/>- *语义流失*：连续 → 离散的截断，每步都丢一点信息<br/><br/>2025 这一整年，散点的工作开始冒头：Coconut 把 reasoning step 直接 chain hidden state；latent CoT 让模型在向量空间走完几步再开口；recurrent latent attention 让 forward pass 多绕几圈。看着像各做各的，作者把它们码起来一看——指向同一件事：*文字是给人看的，机器内部应该有自己的&quot;思考语言&quot;*。这篇综述就是给这个&quot;自己的思考语言&quot;立坐标。<br/><br/>────────<br/><br/>回到那道数学题。如果模型不必边想边写，它会怎么解？<br/><br/>锚点是这样的：把模型想象成一个被绑住嘴的人——以前每想一步都要先开口说出来才能继续想下一步，现在嘴解开了，他可以在脑子里默默想完整道题，最后一口气说出答案。这篇综述要做的，是把&quot;嘴怎么解开&quot;这件事的所有做法分门别类。<br/><br/>作者立了一个二维的坐标——*Mechanism × Ability*：横轴是&quot;用什么手段把嘴解开&quot;（4 类做法），纵轴是&quot;解开后能多干啥事&quot;（7 种能力）。整篇 survey 就是一张 4×7 的格子，每个格子里塞着 2025 年涌出的代表工作。<br/><br/>────────<br/>** 四类做法：嘴怎么解开<br/><br/>*1. 改架构（Architecture）*<br/><br/>最直接：把&quot;每步必须出 token&quot;的硬约束从模型架构里拆掉。<br/><br/>*2. 改表示（Representation）*<br/><br/>让&quot;想到一半的东西&quot;不再借 token 这个壳，自己长出向量形态。<br/><br/>*3. 改计算模式（Computation）*<br/><br/>控制模型在 latent 空间里&quot;想多深&quot;。<br/><br/>*4. 改优化策略（Optimization）*<br/><br/>怎么训练这种&quot;会在 latent 里想&quot;的模型。<br/><br/>** 七种能力：嘴解开能干啥<br/><br/>Mechanism 是&quot;工具&quot;，Ability 是&quot;用工具能干的事&quot;。论文给的能力清单：<br/><br/>- *Reasoning* — 数学/逻辑/科学推理（最直接的受益方）<br/>- *Planning* — 多步骤规划，像 agent 做 todo<br/>- *Modeling* — 世界模型、内部模拟<br/>- *Perception* — 多模态感知（视觉/音频 latent）<br/>- *Memory* — 长期记忆的连续表示<br/>- *Collaboration* — 多 agent 之间不靠 token 沟通，靠 latent 直接交换<br/>- *Embodiment* — 机器人控制，连续动作空间天然要 latent<br/><br/>每个 cell（Mechanism × Ability）里塞几个代表工作。读者看哪个 cell 拥挤、哪个 cell 空着——空的就是 next research opportunity。<br/><br/>────────<br/><br/>这篇综述真正的发现，不是&quot;列举了多少 latent space 工作&quot;，而是把一个 paradigm shift *命名*了：<br/><br/>*机器的思考语言，不必是人话——把&quot;内心独白&quot;从 token 搬回向量，是 LLM 进化的下一拍。*<br/><br/>更深一层：transformer 当年把 RNN 的「隐藏状态思考」赶回了&quot;每步必出 token&quot;的 explicit pipeline，因为那时候大家把 NLP 当作&quot;教机器说话&quot;。现在机器已经会说话了——&quot;必须出 token 才能想&quot;反而成了枷锁。这一波 latent space 的复苏，是 model 从「transcription machine」（誊抄机器）变回「thinking machine」（思考机器）的拐点。</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>2</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>14</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>75</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>8683</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>28</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Sun, 03 May 2026 03:32:05 GMT 2050780408191815730 李继刚 (@lijigang) 2026-05-03T03:32:05Z https://x.com/lijigang/status/2050569807473610833 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'></div><div style='margin: 16px 0; border: 1px solid #e1e8ed; overflow: hidden;'><img src='https://pbs.twimg.com/media/HHUWW5RaEAALOIP.jpg' alt='Tweet Image' style='width: 100%; height: auto; display: block; max-width: 100%; border: none; margin: 0 auto;' /></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>0</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>7</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>25</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>7372</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>9</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Sat, 02 May 2026 13:35:14 GMT 2050569807473610833 李继刚 (@lijigang) 2026-05-02T13:35:14Z https://x.com/lijigang/status/2050480227634335993 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'><a href='https://github.com/lijigang/ljg-skills' target='_blank' style='color: #1da1f2; text-decoration: none;'>github.com/lijigang/ljg-s…</a><br/><br/>新增skill: /ljg-qa 提取信息QA对。</div><div style='margin: 16px 0; border: 1px solid #e1e8ed; overflow: hidden;'><img src='https://pbs.twimg.com/media/HHTE5A4bkAAsdQ6.jpg' alt='Tweet Image' style='width: 100%; height: auto; display: block; max-width: 100%; border: none; margin: 0 auto;' /></div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>19</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>22</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>204</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>22854</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>89</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Sat, 02 May 2026 07:39:17 GMT 2050480227634335993 李继刚 (@lijigang) 2026-05-02T07:39:17Z https://x.com/lijigang/status/2050473540609335768 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>Goal = Ship X by date Y</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>1</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>1</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>12</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>3717</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>3</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Sat, 02 May 2026 07:12:42 GMT 2050473540609335768 李继刚 (@lijigang) 2026-05-02T07:12:42Z https://x.com/lijigang/status/2050428168457355703 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>大家天天穿梭于网络世界，推荐读一下《弱传播》，可以对这个世界的舆论起伏有一个方法论层面的理解。<br/><br/>这本书核心就说了一句话：<br/><br/>舆论世界的运行规则，与现实世界完全相反。<br/><br/>────────<br/><br/>为什么相反？因为两个世界的稀缺资源不同。<br/><br/>现实世界的稀缺资源是 *权力* 。权力天然集中，向中心流动——谁能调度更多人、更多钱、更多关系，谁就是现实强者。所以现实世界由主流定义合法性、由理性维系秩序、由&quot;重&quot;的事物分配资源——专业、严肃、深沉、复杂、规模化、机构化。这是现实的运行图景。<br/><br/>舆论世界的稀缺资源是 *注意力* 。注意力天然分散，向异常处流动——哪里有反常、有冲突、有戏剧、有共鸣，注意力就涌向哪里。注意力不会主动给强者——强者的存在本身已是常态，常态不构成新闻。注意力寻找的是裂缝、是反差、是那个本不该被听见却被听见了的声音。<br/><br/>资源不同，规则就不同。集权吸附强者，分权放大弱者。这是结构性的必然。</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>8</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>28</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>183</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>13211</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>71</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Sat, 02 May 2026 04:12:25 GMT 2050428168457355703 李继刚 (@lijigang) 2026-05-02T04:12:25Z https://x.com/lijigang/status/2050244813837189572 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>任何工具都是药，也是毒。</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>17</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>1</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>36</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>6302</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>22</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Fri, 01 May 2026 16:03:49 GMT 2050244813837189572 李继刚 (@lijigang) 2026-05-01T16:03:49Z https://x.com/lijigang/status/2050070174674677864 <div style='font-family: Arial, Helvetica, sans-serif; max-width: 600px; margin: 0 auto; background: #ffffff; border: 1px solid #e1e8ed; padding: 0; line-height: 1.5;'><div style='padding: 8px 16px;'><div style='font-size: 16px; line-height: 1.6; color: #0f1419; margin-bottom: 16px; white-space: pre-wrap; word-wrap: break-word;'>手握 AI 神器，除了「将自己手头的工作提效」以及「零门槛进入他人手头工作」之外，可以琢磨一下，是否能完成一些之前完全不可想象的事情。<br/><br/>比如「一天一本书」？借助 AI 之眼，提取书中的「思想」和「方法论」，一天处理一本书，提升自己大脑「范畴」仓库的量级。</div></div><div style='padding: 12px 16px; border-top: 1px solid #f1f3f4; background: #f9fafb; font-size: 13px; color: #536471; text-align: center;'><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>💬</span><span>17</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>🔄</span><span>17</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='color: #f91880; margin-right: 4px;'>❤️</span><span>104</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle;'><span style='margin-right: 4px;'>👀</span><span>11563</span></span><span style='display: inline-block; margin-right: 20px; vertical-align: middle; color: #00ba7c; font-weight: bold;'><span style='margin-right: 4px;'>📊</span><span>50</span></span></div><div style='padding: 12px 16px; background: #f9fafb; border-top: 1px solid #f1f3f4;'><div style='text-align: center; font-size: 12px;'><a href='https://xgo.ing' target='_blank' style='color: #1d9bf0; text-decoration: none; font-weight: 500;'>⚡ Powered by xgo.ing</a></div></div></div> Fri, 01 May 2026 04:29:52 GMT 2050070174674677864 李继刚 (@lijigang) 2026-05-01T04:29:52Z