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- 汤姆张的“三阶段”模型有一定观察价值，但它把复杂的认知变化简化成了线性进步：很多人从“粉红”到“反贼”再“去魅”，并非必然更清醒，而是可能只是换了一套叙事框架。真正稳定的判断通常不来自“阶段升级”，而来自对具体制度绩效、激励结构与信息环境的持续比较。 - 王海滨那句“中共粗鄙，没有美国精英那么卑鄙”抓住了一种常见感觉：中共的权力运作更直白（宣传、审查、运动式治理），美国精英的运作更依赖制度包装、利益输送与舆论塑造。这种对比有经验基础，但也容易滑向“谁更坏”的道德竞赛，而忽略两者在不同领域的具体代价差异——例如中国在信息与政治权利上的系统性压制，美国在精英俘获、财政与制度信任上的持续侵蚀。 - 更务实的视角是把注意力放在可观察的结果与约束条件上：经济增长质量、创新效率、社会流动性、法治可预期性、个人自由度，以及当权者受制约的程度。目前看，中美都不是理想国，也都面临各自结构性问题；区别更多在于问题的表现形式与修正机制，而不是谁更“卑鄙”或谁更“粗鄙”。

NAYEON SINGLE “NA-sty” ONCE, NAYEON is hosting a listening party on Spotify! RSVP at the links below to join the party, live with NAYEON. 🗓️November 20th at 5:30 PM KST / 03:30 AM ET / 12:30 AM PST RSVP: *available only for Premium users in select regions Have a question for NAYEON? Submit it below! 🔗 🖥️[NA-sty] Pre-save🖥️ ➮ Release 2026.11.20 FRI 2PM KST/0AM ET #TWICE# #트와이스# #NAYEON# #나연# #NA_sty# #BABY_ANGEL# #SpotifyListeningParty# @SpotifyKR @SpotifyKpop

卧槽！有人把全网薅羊毛的信息源，做成了一个自动监控雷达！ 推荐一个开源项目 Freebie Radar（白嫖雷达），内置 63 个数据源，覆盖 Linux DO、NodeSeek、V2EX、Epic、Steam、Reddit、Telegram 等平台。 最狠的是，它还接入了 AI 自动筛选，能识别真假福利，把抽奖、试用、推广广告过滤掉，只留下真正值得领取的免费资源。 支持 Telegram 实时推送、每日精选、兑换码提取，甚至能用 Docker 部署到自己的 VPS 上，全天自动帮你蹲福利！ 以后软件限免、免费游戏、AI 免费额度，再也不用一个个网站去翻了！ 在线体验：⁠ GitHub：⁠

卧槽！GitHub 上一个 1.58 万 Star 的项目，居然不用视频生成模型，就能让 AI 做出完整短片！ 推荐开源项目 Lemo-Opuscar，作者用 Claude Opus 5.5，纯靠代码制作了 99 种不同风格的影片。 水墨画、像素动画、复古胶片、3D 微缩景观、赛博霓虹、MG 动画……足足 15 大类，每种都有成片演示和现成的风格提示词。 最厉害的是，装进 Claude Code 后，选个风格、说出主题，AI 就能自动编排画面、动画、配音和音乐，最后渲染成视频！ 做 AI 短片、科普视频、品牌宣传片的，建议收藏！ 在线画廊：⁠ GitHub：⁠

⚠️ Cursor has published a security incident report on the earlier supply chain attack. According to the investigation, the attacker used access keys issued by Cursor to Fireworks and subsequently exposed on Fireworks’ side to gain access to some of Cursor’s SaaS services and internal systems. The attacker ultimately tampered with the distribution cache for the Claude Code extension to collect information about users’ machines and install SSH backdoors. The compromised versions were Anthropic.claude-code 2.1.312 and 2.1.313 in Cursor’s VS Code extension marketplace distribution cache, affecting macOS and Windows. The exposure window ran from October 29 at 17:27 to October 30 at 04:35 (UTC+8), with up to approximately 5,000 users affected. Security recommendation: If you installed or updated to either affected version through Cursor’s marketplace during this window, read the official notice as soon as possible and run the remediation script for your platform to check for and remediate any compromise: Fireworks’ initial announcement and subsequent update:

Dario looks just like Cesare Borgia. He has been fabricating stories from the very beginning, trying to frighten society, manipulate public opinion, and force the U.S. government to regulate AI. His political allies will then help Anthropic use regulation as a knife to kill open-source models, so they can achieve an oligopoly. To that end, he is even willing to team up with Altman—first eliminate everyone else. The biggest threat to Dario is Jensen Huang, who supports open-source models, and Nvidia is also about to release its own open-source model. The second threat is China’s open-source models. This is why Dario uses the scare tactic that “AI will destroy humanity.” He even wants to turn AI into a religion. All religions originate from fear—they need an apocalypse to terrify the believers. Because the Republicans are vigorously developing AI, the Democrats have turned around and started demanding limits and regulation on AI, using it as a political weapon to attack Trump and the Republican Party. This is the American political-business game. Have you learned it? ---