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Kimi K3 AI Full Course | Kimi K3 AI 全课程

Kimi K3 is a powerful open-source AI model that goes far beyond simple chat. This hands-on course covers the full ecosystem: agent swarms, goal-mode automation, the Kimi Work desktop app, Kimi Claw for mobile agents, the Kimi Code CLI, and Web Bridge browser control—showing developers how to install, configure, and automate real workflows without extra API costs. Kimi K3 是一款强大的开源人工智能模型,远超简单聊天功能。本实战课程全面覆盖其生态系统:智能体集群、目标模式自动化、Kimi Work 桌面应用、面向移动端的 Kimi Claw、Kimi Code 命令行工具,以及 Web Bridge 浏览器控制,教开发者如何安装、配置并自动化真实工作流,且无需额外 API 费用。

LTX 2.5 on an 8GB GPU? | 8GB显卡也能跑LTX 2.5?

LTX-2.5 runs locally through Comfy UI or a diffusers-style Python pipeline: install/update Comfy UI, download models to the right folders, add missing custom nodes, then generate. Adjust only prompt, resolution, duration, and input images. Choose the diffusion decoder for quality or convolutional VAE for speed. Works on 8GB VRAM, though slowly without ample system RAM. LTX-2.5 可通过 Comfy UI 或 diffusers 风格的 Python 管线在本地运行:安装/更新 Comfy UI,将模型下载至正确目录,补全缺失节点后即可生成。只需调整提示词、分辨率、时长与输入图像。追求画质选扩散解码器,追求速度选卷积VAE解码器。8GB显存也能运行,但若系统内存不足,速度会明显变慢。

机器人强化学习:从仿真到真实世界部署(MuJoCo + Gymnasium)

完整梳理了机器人强化学习的全流程:从 CAD 建模、MuJoCo 仿真、Gymnasium 环境搭建,到 PPO 策略训练,再到 ONNX 硬件部署。以旋转倒立摆为教学示例,作者揭示了奖励设计而非算法本身才是仿真到真实迁移失败的关键根源,并强调域随机化与硬件安全限位对四足及人形机器人部署同样不可或缺.

Kinematics & Dynamics — Theory to Simulation in ROS 2 Python with the UR Robot |《运动学与动力学 —— 从理论到 ROS 2 Python 仿真(UR 机械臂实例)》

This two-part series covers robotics kinematics end to end. Part one reviews a course that derives rotation matrices, DH parameters, forward/inverse kinematics, Jacobians, trajectory planning, and Newton-Euler/Lagrangian dynamics — each verified live on a UR robot in RViz via ROS 2 Python. Part two is the practical "step zero": installing ROS 2, building a workspace and package, writing a minimal DH-based forward-kinematics node, and troubleshooting common setup pitfalls like sourcing and distro mismatches. 本系列共两篇,完整覆盖机器人运动学。第一篇测评一门课程:从旋转矩阵、DH 参数、正逆运动学、雅可比矩阵,到轨迹规划与牛顿-欧拉/拉格朗日动力学,每一步都在 UR 机械臂上通过 ROS 2 Python 于 RViz 中实时验证。第二篇是实操"第零步":安装 ROS 2、搭建工作空间与功能包、编写基于 DH 参数的最小正运动学节点,并排查环境变量与发行版不匹配等常见配置陷阱。

Claude 5 Changes How We Use AI & Harness Claude Code

Claude 5 shifts the bottleneck from model capability to human specification. Anthropic cut 80% of Claude Code's system prompt, embracing intent-based prompting, bi-directional clarification, progressive disclosure via skills, and layered memory — turning execution into a self-learning loop rather than rigid rule-following. Claude 5 将瓶颈从模型能力转移到人类的规格说明。Anthropic 削减了 Claude Code 系统提示词的 80%,转向意图导向的提示方式、双向澄清式提问、基于技能的渐进式披露以及分层记忆机制——让执行过程成为自我学习的循环,而非僵化的规则遵循。

杨荣文谈台湾, 香港, 印巴水资源战, AI – DeepSeek | George Yeo: Taiwan, Hong Kong, water resource war between India and Pakistan and AI – DeepSeek.

新加坡前外长杨荣文认为,中国的治国之道本质上是防御性的,而非扩张性的。谈及台湾,他预测若强制统一,约5%至10%的人会离开,其余人将像香港在2020年后那样逐渐适应。从特朗普的谈判风格到DeepSeek的开源策略,杨荣文以罕见的内部视角,描绘出他称之为"三个太阳"的多极世界图景。 Singapore's former Foreign Minister George Yeo argues China's statecraft is fundamentally defensive, not expansionist. On Taiwan, he predicts 5–10% might leave under forced reunification, the rest adapting much like Hong Kong did post-2020. From Trump's negotiating style to DeepSeek's open-source gambit, Yeo offers a rare insider's map of a multipolar world he likens to "three suns."

How to Be a Successful FDE | 如何成为一名成功的前端部署工程师(FDE)

Traditional logic says you must choose: bespoke high-value consulting or infinitely scalable software. Palantir refused the trade-off and invented the Forward Deployed Engineer — an embedded engineer with direct CEO access who ships production code and precipitates every engagement into reusable platform capability. 传统逻辑要你二选一:高单价的定制咨询,或可无限扩展的软件。Palantir 拒绝妥协,造出了"前端部署工程师(FDE)"——能直达客户 CEO、写生产代码,同时把每一次项目沉淀为可复用的平台能力

AI Freelancer Playbook – AI 自由职业者操作手册

turns AI into a force multiplier: route tasks to the right engine — Gemini, Claude, ChatGPT, Midjourney — while you own quality control. Master one workflow, win clients with value-first outreach, and scale from your first five reviews to market rates. 《AI 自由职业者操作手册》把 AI 变成效率倍增器:把任务分派给对的引擎——Gemini、Claude、ChatGPT、Midjourney——而你掌管质量把关。精通一套工作流,用价值优先的触达赢得客户,再从前五条好评一路放大到市场价。

中华文明的重新定义与八千年历史 — 冯时专场深度解读

冯时教授颠覆性提出中华文明八千年:天文学是文化之源,昆仑非山而是太阳轮次运行的浪漫表达,龙的原型是苍龙七宿星象,诚信道德源于立表测影对时间守信的领悟。以道德、知识、礼仪三要素重新定义文明,挑战西方标准,重建自主话语体系。

麻省理工学霸AI学习法,2天学完一门课,还能顺利通过考试

一位 MIT 研究生只用 48 小时就攻克了一门陌生课程并通过资格考试,秘诀是把 AI 当成"最严厉的私人导师"。他在 NotebookLM 中上传 6 本教科书和 15 篇论文,然后抛出三个关键问题——核心思维模型、专家争论焦点、能一眼看出真懂还是死背的测试题。AI 时代的学习门槛不再是记忆,而是提问能力与主动性(Agency)。