📚 Knowledge Base

🔬 AI 深度解析专栏

每期聚焦一个 AI 主题，深度分析不追热点，只追本质。短段落、强观点、有数据，3-5 分钟读完一个领域。

• 🔬 开源 vs 闭源的终局之战：谁会赢？

  🏷️ open-source, closed-source, llama, deepseek, business-model

• 🔬 推理模型专题：慢思考为什么成了新战场

  🏷️ reasoning, chain-of-thought, o1, deepseek-r1, slow-thinking

• 🔬 小模型大智慧：端侧AI的技术路线之争

  🏷️ small-models, on-device, edge-ai, quantization, phi, gemma

• 🔬 多模态模型的三条技术路线：谁能真正「看懂」世界？

  🏷️ multimodal, vision-language, native-multimodal, gemini, gpt-4o

• 🔬 代码能力大比拼：谁是程序员最佳搭档

  🏷️ coding, copilot, claude-code, cursor, swe-bench, programming

• 🔬 上下文窗口之战：200万Token真的有用吗

  🏷️ context-window, long-context, rag, needle-in-haystack, attention

• 🔬 中文能力谁最强：国产 vs 海外的中文深度测试

  🏷️ chinese-nlp, localization, deepseek, glm, gpt, claude, chinese-benchmark

• 🔬 OpenAI帝国：从非营利到万亿估值

  🏷️ openai, sam-altman, gpt, strategy, fundraising

• 🔬 Anthropic的「安全优先」：真信仰还是好生意

  🏷️ anthropic, claude, ai-safety, constitutional-ai, dario-amodei

• 🔬 Google DeepMind：巨头的AI焦虑与反击

  🏷️ google, deepmind, gemini, search, android, pichai

• 🔬 DeepSeek现象：一家低调公司如何搅动全球格局

  🏷️ deepseek, china-ai, efficiency, open-source, hedge-fund

• 🔬 字节跳动的AI帝国：豆包、扣子、Seed和万亿野心

  🏷️ bytedance, doubao, coze, seed, tiktok, ai-strategy

• 🔬 马斯克的AI三叉戟：xAI、Tesla FSD、Optimus

  🏷️ musk, xai, grok, tesla, fsd, optimus, colossus

• 🔬 Meta的AI逆袭：从Llama开源到Muse Spark

  🏷️ meta, llama, zuckerberg, open-source, metaverse, ai-strategy

• 🔬 苹果的AI困局：最有钱的公司为什么掉队了

  🏷️ apple, apple-intelligence, siri, privacy, on-device-ai

• 🔬 Transformer之后是什么？下一代AI架构前瞻

  🏷️ transformer, mamba, ssm, rwkv, architecture, attention

• 🔬 MoE架构：为什么它成了大模型的标配

  🏷️ moe, mixture-of-experts, sparse-model, deepseek, efficiency

• 🔬 RLHF已死？AI对齐技术的演进全景

  🏷️ rlhf, dpo, constitutional-ai, alignment, safety

• 🔬 RAG 2.0：从向量搜索到图结构推理

  🏷️ rag, retrieval, vector-database, knowledge-graph, chunking

• 🔬 AI Agent技术栈全解析

  🏷️ agent, tool-use, planning, memory, langchain, autogen

• 🔬 大模型训练的黑魔法：数据、算力、工程

  🏷️ training, data, compute, distributed, scaling-law

• 🔬 模型蒸馏与量化：万亿模型塞进手机

  🏷️ distillation, quantization, gguf, pruning, mobile-ai

• 🔬 AI编程工具深度对比：Copilot vs Cursor vs Claude Code

  🏷️ copilot, cursor, claude-code, coding-tools, developer-experience

• 🔬 AI Agent落地实录：哪些场景真的跑通了

  🏷️ agent, deployment, enterprise, customer-service, automation

• 🔬 AI视频生成产业报告：Sora之后谁在领跑

  🏷️ video-generation, sora, runway, kling, seedance, pika

• 🔬 AI+医疗：从辅助诊断到自主决策

  🏷️ healthcare, medical-ai, diagnosis, drug-discovery, regulation

• 🔬 AI+教育：个性化学习的理想与现实

  🏷️ education, personalized-learning, tutoring, edtech, china-policy

• 🔬 具身智能产业全景：从大脑到身体的AI革命

  🏷️ embodied-ai, robotics, humanoid, tesla-optimus, figure, physical-ai

• 🔬 AI短剧/影视：创作民主化还是内容工业化

  🏷️ ai-film, short-drama, video-generation, creative-ai, content

• 🔬 大模型变现之争：API、订阅、广告、硬件四路并发

  🏷️ monetization, business-model, api-pricing, subscription, ai-hardware

• 🔬 AI定价经济学：Token价格一年降99%的底层逻辑

  🏷️ pricing, economics, token-cost, deflation, competition

• 🔬 中美AI竞赛：技术、政策、资本的三维博弈

  🏷️ us-china, geopolitics, chip-ban, ai-policy, competition

• 🔬 Agent平台之战：谁会成为AI时代的App Store

  🏷️ agent-platform, app-store, ecosystem, coze, gpts, marketplace

• 🔬 AI独角兽生死局：哪些公司能活过2027

  🏷️ startup, unicorn, funding, survival, consolidation

• 🔬 AI安全深度：从Prompt Injection到供应链攻击

  🏷️ security, prompt-injection, jailbreak, supply-chain, red-team

• 🔬 AI与就业：20%只是开始？

  🏷️ employment, automation, jobs, reskilling, economic-impact

• 🔬 Deepfake与AIGC检测：攻防的猫鼠游戏

  🏷️ deepfake, detection, aigc, watermark, authenticity

• 🔬 全球AI监管图谱：欧盟、中国、美国三条路

  🏷️ regulation, eu-ai-act, china-regulation, us-policy, governance

• 🔬 AI的能源困局：训练GPT-6要烧多少电

  🏷️ energy, power, data-center, sustainability, nuclear, cooling

• 🔬 当AI开始「欺骗」：对齐问题的最新隐忧

  🏷️ alignment, deception, safety, agi, control-problem

• 🔬 AI芯片四国演义：NVIDIA vs AMD vs Intel vs 华为昇腾

  🏷️ chips, nvidia, amd, intel, huawei-ascend, gpu, hardware

• 🔬 RISC-V的AI野心：开源芯片能颠覆一切吗

  🏷️ riscv, open-source-hardware, chips, china, tenstorrent

• 🔬 AI推理成本经济学：便宜的推理改变一切

  🏷️ inference, cost, optimization, hardware, groq, cerebras

• 🔬 边缘AI：大模型跑在你的手机/眼镜/汽车里

  🏷️ edge-ai, on-device, mobile-ai, automotive, iot, npu

• 🔬 AI深度解析专栏开幕：我们要聊什么？附46个选题池

  🏷️ introduction, topic-pool, ai-landscape, deep-dive

• 🔬 全球Top5大模型终极横评：GPT-6 / Claude / Gemini / DeepSeek / GLM

  🏷️ gpt-6, claude-opus, gemini, deepseek-v4, glm-5.1, model-comparison, benchmark