Manus爆火的背后，Agentic AI产品如何构筑持久的竞争优势？
分析Manus如何打通调研和生成链路实现端到端体验，以及Agentic AI产品在工具、数据和智能三个维度的复利效应如何构筑持久护城河。
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Computing Life · An engineering notebook
An engineering notebook on AI, systems, and everyday experiments.
Long-form notes on agentic systems, engineering judgment, astrophotography, hardware, coffee, and the tools that make a life easier to inspect and improve.
Latest
383 posts · since 2012
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Behind Manus's Wild Popularity: How Agentic AI Builds Lasting Competitive Advantages
Exploring why Manus succeeded by bridging Deep Research and Cursor, and analyzing the compound effects in tools, data, and intelligence that create lasting moats for Agentic AI products.
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被低估的Claude Code：AI Native软件开发的关键拼图
Claude Code是被低估的AI Native软件开发关键拼图，推动Library as a Service模式，帮助AI有效对接企业级代码库。
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The Underestimated Claude Code: A Key Puzzle Piece for AI Native Software Development
Claude Code is the overlooked key to AI-native software development, enabling Library as a Service (LaaS) and bridging AI with existing enterprise codebases.
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用数学找到近20年间的X星连珠
用Skyfield库模拟行星位置，通过可见性、直线排列度和黄经集中度三项指标量化评估行星连珠现象，实现天体排列的定量分析与预测。
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Using Math to Find Planetary Alignments in the Past 20 Years
A quantitative approach to identifying planetary alignments using orbital mechanics and Skyfield library, combining visibility, linear alignment, and longitude clustering metrics to search decades of astronomical data.
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从数据挖掘到认知炼金：用OpenAI Deep Research（模拟）购车决策全流程
通过模拟购车场景实测OpenAI Deep Research，展示其如何大幅提升调研效率、解放脑力进行更深层思考，以及重新定义问题边界的认知炼金能力。
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From Data Mining to Cognitive Alchemy: A Full Simulated Car-Buying Workflow Using OpenAI Deep Research
A hands-on exploration of OpenAI Deep Research through a simulated car-buying scenario, demonstrating how AI elevates research efficiency and enables deeper strategic thinking about negotiation and decision-making.
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为什么学习Agentic AI的第一步是忘记所有框架？
不要从AutoGen、LangGraph等框架入手学习Agentic AI——它们会锁定你的世界观。在领域快速演变期，应该从第一性原理出发自己构建。
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Why Is the First Step to Learning Agentic AI to Forget All Frameworks?
Don't start Agentic AI with frameworks like AutoGen or LangGraph—they lock you into a worldview. Build from first principles while the field is still evolving rapidly.
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