AI AgentCLI软件工程开发范式CI
Agent-Native CLI，新的开发范式
每个认真做的产品，都应该有一个 Agent-Native CLI。它不是多一个命令行工具，而是给开发者、CI 和 AI Agent 一层稳定、可组合、可审计的产品操作语言。
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Notes and essays
Thoughts on technology, entrepreneurship, and personal growth. Sharing insights from my journey as a student, developer, and former startup founder.
每个认真做的产品，都应该有一个 Agent-Native CLI。它不是多一个命令行工具，而是给开发者、CI 和 AI Agent 一层稳定、可组合、可审计的产品操作语言。
What if we could train AI agents to automatically evaluate UX design by simulating real user behavior? This is my journey from WAM concerns to building a reinforcement learning system that quantifies the unquantifiable—user experience.
The wisdom emerging from vast data mirrors the infinite neurons in the human brain. From supervised to unsupervised learning, from AlphaGo's breakthrough to world models, we're creating something we don't fully understand. Is this danger or opportunity? A 19-year-old AI learner's deep reflection on human-AI fusion.
每个认真做的产品，都应该有一个 Agent-Native CLI。它不是多一个命令行工具，而是给开发者、CI 和 AI Agent 一层稳定、可组合、可审计的产品操作语言。
What if we could train AI agents to automatically evaluate UX design by simulating real user behavior? This is my journey from WAM concerns to building a reinforcement learning system that quantifies the unquantifiable—user experience.
The wisdom emerging from vast data mirrors the infinite neurons in the human brain. From supervised to unsupervised learning, from AlphaGo's breakthrough to world models, we're creating something we don't fully understand. Is this danger or opportunity? A 19-year-old AI learner's deep reflection on human-AI fusion.
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