今年除了 AI,还是 AI。。。
对我来说,今年不是用 AI 提高了生产力,而是提高了我的词汇量,每天打开技术圈:
Prompt 牛X..,
Agent 改变世界...
Context Engineering 很重要...
Loop Engineering 才是未来...
感觉没学几天,之前的知识都 Dead 了,已经像错过各种新的世界~
从让 AI 回答问题 → 给 AI 提供信息 → 让 AI 自己干活 → 最后持续自动运行。
所以现在每天就是争取先把这些新单词背下来,从年初的 LLM、 MCP、Agent Skills、Claude Code、OpenCode、Remotion,到现在开始背 Agentic Coding、RAG、Context Window、ReAct……
接下来我们就把 AI 领域最常见的术语梳理一遍:
一、编程范式(Coding Paradigm)
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| Vibe Coding |
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| Context Engineering |
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| Agentic Coding |
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| AI Native Development |
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二、工程角色(Engineer Role)
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| Harness Engineer |
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| Loop Engineer |
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| Context Engineer |
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| AI Product Engineer |
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| Agent Operator |
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三、模型与底层(Model & Fundamentals)
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| LLM
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| GPT |
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| Token |
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| Context Window |
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| Inference |
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| Hallucination |
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| Temperature |
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| Top-p / Top-k |
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| Embedding |
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| Fine-tuning |
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| RLHF |
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| MoE
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| Multimodal |
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| Transformer |
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| KV Cache |
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| Latency |
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| Throughput |
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四、Prompt 工程(Prompt Engineering)
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| Prompt |
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| System Prompt |
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| Prompt Engineering |
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| Zero-shot |
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| Few-shot |
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| Chain of Thought(CoT) |
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| ReAct |
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| Role Prompting |
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| Structured Output |
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| Prompt Chaining |
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| Self-Consistency |
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| Tree of Thoughts(ToT) |
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五、Agent 架构(Agent Architecture)
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| Agent |
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| Multi-Agent |
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| Subagent |
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| Tool Use / Function Calling |
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| Planning |
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| Reflection |
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| Memory |
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| Agent Loop |
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| Environment |
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| Observation |
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| Execution |
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| Long-term Memory |
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六、Harness 组件(AI Agent 能力模块)
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| Harness |
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| Skills |
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| Context |
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| MCP
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| Permission |
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| RAG
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| Tool Registry |
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| Session |
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| Knowledge Base |
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七、Loop 工具(自动化编排与自主进化)
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| /loop |
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| /goal |
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| Cron |
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| Worktree |
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| Workflow |
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| Scheduler |
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| Checkpoint |
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| Human-in-the-loop |
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八、工具生态(Tool Ecosystem)
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| Claude Code(cc) |
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| Codex CLI |
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| Cursor |
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| Windsurf |
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| GitHub Copilot |
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| Cline / Roo Code |
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| Aider |
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| Devin |
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| Continue |
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| Qoder |
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| Trae |
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| ZCode |
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| OpenHands |
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| Bolt |
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| Lovable |
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九、评估与安全(Evaluation & Safety)
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| Eval |
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| Alignment |
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| Guardrail |
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| Red Teaming |
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| Prompt Injection |
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| Context Poisoning |
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| Sandbox |
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十、AI 工程演进路线(Evolution)
AI 工程能力正在逐步上移:从控制模型输出,到控制上下文,再到控制系统,最终演化为持续自治系统。
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