wiki-ingest: Multi-Agent System Reliability

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---
title: "3X-UI"
type: entity
tags: [xray, proxy, panel, open-source]
sources: []
last_updated: 2026-04-16
---
## Definition
3X-UI 是一款开源 Xray 面板管理脚本,通过 Web UI 简化 Xray 代理服务的安装、配置和管理。
## Core Attributes
- 开发者mhsanaei
- 仓库https://github.com/mhsanaei/3x-ui
- 安装命令:`bash <(curl -Ls https://raw.githubusercontent.com/mhsanaei/3x-ui/master/install.sh)`
- 功能:安装/更新/重置/启动/停止 XraySSL 证书管理BBR 启用
## Connections
- [[3X-UI]] ← manages ← [[Xray]]
- [[3X-UI]] ← installed_on ← [[VPS2]]

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---
title: Appinn
type: entity
description: 小众软件网站,报道和分享实用软件、互联网资源的科技博客
created: 2025-12-19
tags:
- 科技博客
- 软件
---
# Appinn
[小众软件](https://www.appinn.com) 是一个科技博客网站报道和分享实用软件、互联网资源。ChinaTextbook 首发于 Appinn。
## 相关信息
- [Appinn: ChinaTextbook](https://www.appinn.com/chinatextbook/)

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---
title: "Bandwagon"
type: entity
tags: [vps, hosting]
sources: []
last_updated: 2026-04-16
---
## Definition
Bandwagon又称 BandwagonHost是一家提供廉价 VPS虚拟专用服务器的服务商主打性价比支持支付宝付款。
## Aliases
- BandwagonHost
- 搬瓦工
## Core Attributes
- 类型VPS 主机服务商
- 特点:价格低廉、支持支付宝
## Connections
- [[Bandwagon]] ← hosts ← [[VPS2]]

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---
title: ChinaTextbook
type: entity
description: GitHub 开源项目,收集中国小学、初中、高中、大学 PDF 教材,总大小 41.53GB
created: 2025-12-19
tags:
- 教育
- 开源
- GitHub
---
# ChinaTextbook
GitHub 开源项目,由 [TapXWorld](TapXWorld) 维护,收集了公开的中国小学、初中、高中、大学 PDF 教材,总库大小 41.53GB。
## 基本信息
- **GitHub**: https://github.com/TapXWorld/ChinaTextbook/
- **来源**: [Appinn](Appinn)
- **许可证**: 开源
## 相关资源
- [[国家中小学智慧教育平台]] - 原始教材来源
- [[tchMaterial-parser]] - 下载工具

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---
title: "CodeWeaver"
type: entity
tags: [github, ai-tool, documentation, code-analysis]
---
## 基本信息
- **类型**GitHub 开源工具
- **仓库**https://github.com/tesserato/CodeWeaver
- **用途**:将任意代码库转换为可导航 Markdown 文档
## 核心功能
将整个项目(无论代码规模多大)编织成树形 Markdown 文件:
- 每个文件的内容被包装在代码块中
- 树形目录结构一目了然
- 极大简化代码库共享、文档化和 AI/ML 工具集成
## 解决的问题
- 大型代码库上下文窗口压力CodeWeaver 将代码压缩为结构化 Markdown降低 AI 处理的 token 消耗
- 代码共享困难:直接分享一个 Markdown 文件即可完整表达项目结构
- AI 上下文注入:结构化 Markdown 比原始代码更易于 AI 理解和分析
## 技术原理
通过 AST抽象语法树分析项目结构保留
- 目录层级关系
- 文件命名和位置
- 代码块(带语言标注)
- 注释和文档字符串
## 与 Vibe Coding 的关系
[[vibe-coding经验收集]] 中提及CodeWeaver 是降低 AI 编程上下文复杂度的工具之一,配合:
- 文件头注释规范
- 设计文档优先
- 双 AI review
## Aliases
- codeweaver
- tesserato/CodeWeaver

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# Critic
## Definition
In the Adversarial Debate multi-agent pattern, the Critic acts as a devil's advocate, attacking the Generator's proposals with specific objections. The role simulates the fear of rejection or being wrong that humans experience but LLMs do not.
## Role in Adversarial Debate
- Attacks: "Here are 3 reasons why that plan sucks"
- Provides structured opposition to proposed ideas
- Forces Generator to confront weaknesses
- Works with Judge to iterate toward better solutions
## Key Properties
- Simulates human fear of being wrong (which LLMs don't naturally have)
- Must use different model than Generator for genuine opposition
- Provides concrete, numbered objections for Generator to address
## Related Concepts
- [[Multi-Agent Adversarial Debate]]
- [[Generator]]
- [[Judge]]
- [[Sycophancy]]

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# Generator
## Definition
In the Adversarial Debate multi-agent pattern, the Generator is the agent that proposes an initial plan, idea, or solution. It presents its work to the Critic for evaluation.
## Role in Adversarial Debate
- Proposes: "Here is my plan"
- Presents initial output for criticism
- Receives critique and revises accordingly
- Ultimately responsible for final output (after debate)
## Key Properties
- Should be a capable model but may have blind spots
- Can be the same model family as Critic and Judge but different instance recommended
- Does not self-correct without external pressure (hence needs Critic)
## Related Concepts
- [[Multi-Agent Adversarial Debate]]
- [[Critic]]
- [[Judge]]
- [[Sycophancy]]

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---
title: "Jellyfin"
type: entity
tags: [media-server, open-source, docker, synology]
---
## 基本信息
- **类型**:开源媒体服务器
- **官网**https://jellyfin.org/
- **源码**https://github.com/jellyfin/jellyfin
- **Docker 镜像**nyanmisaka/jellyfin优化版含硬件转码支持
- **许可证**GNU GPL
## 核心能力
- 自托管媒体服务器,支持电影、电视节目、音乐、有声书
- 自动从 TMDB、TVDB、TheMovieDB 等源刮削元数据(海报、简介、评分、字幕)
- 支持 DLNA、Chromecast、AirPlay 协议
- 多用户管理和观看历史
- Web 界面 + 客户端 AppiOS/Android/Roku/Fire TV
## 技术架构
- 基于 .NET 的跨平台媒体服务
- Subsonic API 兼容(可使用 Navidrome 客户端访问)
- Jellyfin-Web 为官方前端,客户端通过 Jellyfin API 通信
- 支持硬件转码Intel QuickSync/NVENC/VAAPI降低 CPU 占用
## 与 Plex 的关系
Jellyfin 是 Plex 媒体服务器的去GPLGPL许可分支2018年从 Plex 分叉:
- 核心功能完全同构
- Jellyfin 完全开源,无闭源组件
- Plex 有更好的商业生态( Plex Pass 高级功能)
## 部署环境
- [[Synology NAS DS718]](当前)
- 媒体存储路径:/volume2/movie、/volume1/TV shows
- 公网访问https://jellyfin.ishenwei.online:18096
## 在媒体平台中的位置
```
[/volume2/movie] ──→ [[Jellyfin]] ←── [/volume1/TV shows]
刮削元数据TMDB/TVDB
Web UI + 客户端 App
```
## Aliases
- Jellyfin Media Server
- nyanmisaka/jellyfinDocker 优化镜像)

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# Judge
## Definition
In the Adversarial Debate multi-agent pattern, the Judge acts as a moderator, deciding whether the Critic's objections are valid and forcing the Generator to fix issues. The Judge determines when the debate has reached a satisfactory conclusion.
## Role in Adversarial Debate
- Moderates: "The Critic is right. Fix it."
- Evaluates validity of Critic's objections
- Forces iteration if objections are valid
- Can break ties or declare winner
## Key Properties
- Should be most objective model in the trio (different training/fine-tuning preferred)
- May use Watchdog pattern to prevent infinite debate loops
- Has authority to require Generator to revise
## Related Concepts
- [[Multi-Agent Adversarial Debate]]
- [[Generator]]
- [[Critic]]
- [[Watchdog Pattern]]

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---
title: "Nano-Banana Pro"
type: entity
tags: [google, image-generation, gemini, ai-studio, prompting]
last_updated: 2026-04-16
---
## 基本信息
- **类型**Google AI 图像生成模型
- **发布方**Google
- **底层模型**Gemini
- **平台**Google AI Studio
- **定位**:从"娱乐级"图像生成升级到"专业级资产生产"
## 核心能力
- **文字渲染**SOTA 水准,支持信息图、蓝图、白板图、技术图纸
- **角色一致性**:支持 14 张参考图6 高精度),实现 Identity Locking
- **视觉合成**:复杂场景的逼真合成
- **世界知识搜索**Google Search Grounding实时数据可视化
- **4K 原生输出**:支持 1K-4K 分辨率
- **高级编辑**In-painting、 Restoration、Colorization、Style Swapping
- **2D↔3D 转换**:户型图→室内设计稿
- **像素艺术**64x64 网格生成LED 矩阵驱动
## 黄金提示词法则
1. **Edit Don't Re-roll**:图像 80% 正确时不重新生成,只要求具体修改
2. **自然语言完整句子**:像给人类艺术家 brief而非堆砌标签
3. **具体描述**Subject + Setting + Lighting + Mood
4. **提供上下文**Why 或 For Whom帮助模型做逻辑性艺术决策
## Thinking Mode
生成中间推理图(不收费),优化构图后再渲染最终输出。
## Connections
- [[Nano-Banana Pro]] ← 升级版本 ← [[Nano Banana]]
- [[Nano-Banana Pro]] ← 底层模型 ← [[Gemini]]
- [[Nano-Banana Pro]] ← 平台 ← [[AI Studio]]
- [[baoyu-infographic]] ← 应用 ← [[Text Rendering]]

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---
title: "Open Notebook"
type: entity
tags: [open-source, notebooklm-alternative, self-hosted, github]
last_updated: 2026-04-16
---
## 基本信息
- **类型**:开源项目
- **GitHub**lfnovo/open-notebook14.6k ⭐)
- **定位**:功能最完整的 NotebookLM 开源平替
- **License**:开源(具体见 GitHub
## 核心能力
- **多 AI 提供商支持**16+ 提供商,包括 OpenAI、Anthropic、Google Gemini 等主流云端模型
- **本地模型支持**:完美支持 Ollama 和 LM Studio 运行的本地模型
- **多模态输入**PDF、网页、音频、YouTube 视频
- **文档问答与引用**:类似 NotebookLM 的 Source Grounding 机制
- **播客生成**:高级播客工具,支持最多 4 位演讲者的多角色对话,可对脚本精细控制
## 与 NotebookLM 的差异
- 完全本地化部署,数据不离开用户服务器
- 支持更多 AI 提供商和本地模型
- 开源可审计,无供应商锁定
## Connections
- [[Open Notebook]] ← 功能相似 ← [[NotebookLM]]
- [[Open Notebook]] ← 开源平替 → [[NotebookLM]]

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# Planner
## Definition
In the Hierarchy multi-agent pattern, the Planner is a smart model (often Opus or similar frontier model) that breaks down the user's goal into small, atomic, focused steps and distributes them across worker agents.
## Role in Multi-Agent Hierarchy
- Receives the user's high-level goal
- Decomposes it into discrete, verifiable tasks
- Assigns tasks to appropriate Worker agents based on specialization
- Coordinates the workflow but does not execute the tasks itself
## Key Properties
- Typically uses a more capable model (e.g., Opus) for planning
- Creates a dependency graph that forces Workers to wait for their input
- Can be the same model as Worker but different model preferred for Validator
## Related Concepts
- [[Multi-Agent Hierarchy]]
- [[Worker]]
- [[Validator]]

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---
title: "Podcastfy"
type: entity
tags: [open-source, podcast-generation, tts, github]
last_updated: 2026-04-16
---
## 基本信息
- **类型**:开源 Python 包 + CLI + Web 界面
- **GitHub**souzatharsis/podcastfy
- **定位**:专注播客生成的 NotebookLM 播客功能开源平替
## 核心能力
- **多模态输入**文本、图像、网站、PDF 转化为高质量、多语言的音频对话
- **内容格式**Shorts短视频风格和 Longform长篇深度两种播客格式
- **LLM 支持**:整合 100+ LLM 用于脚本生成
- **TTS 引擎**OpenAI、Google、ElevenLabs、Microsoft Edge TTS 等多种语音合成引擎
- **多语言支持**
## Connections
- [[Podcastfy]] ← 专注化 ← [[NotebookLlama]]
- [[Podcastfy]] ← 播客功能 ← [[NotebookLM]]

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---
title: "SurfSense"
type: entity
tags: [open-source, ai-search, research-agent, self-hosted, github]
last_updated: 2026-04-16
---
## 基本信息
- **类型**:开源项目
- **GitHub**MODSetter/SurfSense11.4k ⭐)
- **定位**AI 搜索与研究智能体,定位为 NotebookLM + Perplexity + Glean 的开源替代品
## 核心能力
- **外部数据源整合**Notion、YouTube、GitHub 等多种平台和工具
- **混合搜索技术**:语义搜索 + 全文搜索 + 重排序算法
- **自然语言问答**:与保存的内容进行自然语言对话,生成带引用的答案
- **快速播客生成**:短时间内将聊天内容转化为引人入胜的音频内容
- **TTS 支持**:多种文本转语音服务
- **RBAC**:基于角色的访问控制,适合团队协作和知识共享
- **Docker 容器化部署**
## 与 Open Notebook 的区别
- SurfSense 更侧重外部数据源整合和企业知识库场景
- Open Notebook 更侧重本地文档处理
## Connections
- [[SurfSense]] ← 功能扩展 ← [[Open Notebook]]
- [[SurfSense]] ← 企业版 ← [[NotebookLM]]

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---
title: TapXWorld
type: entity
description: GitHub 用户ChinaTextbook 项目的维护者
created: 2025-12-19
tags:
- GitHub
- 开发者
---
# TapXWorld
GitHub 用户,[ChinaTextbook](ChinaTextbook) 项目的维护者。
## 项目
- [TapXWorld/ChinaTextbook](https://github.com/TapXWorld/ChinaTextbook/) - 中国教育 PDF 教材收集项目

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---
title: "VPS1"
type: entity
tags: [vps, infrastructure, racknerd, frp, caddy]
---
## 基本信息
- **类型**:公网 VPS
- **服务商**RackNerd
- **公网 IP**192.227.222.142
- **SSH 别名**`ssh vps1`
- **公共域名**vps.ishenwei.online
## 安装的应用
| 应用 | 类型 | 端口 | 作用 |
|------|------|------|------|
| Caddy | No原生 | 443/80 | 现代化 Web 服务器,自动 HTTPS 证书申请,作为反向代理入口 |
| FRP Serverfrps | No原生 | 7000 | 内网穿透服务端,接收 frpc 客户端的代理请求 |
## 在基础设施中的角色
VPS1 是整个混合网络的公网入口节点:
- 所有内网服务NAS、MacMini、Ubuntu1/2通过 FRP 隧道将服务暴露到公网
- FRP server 监听 7000 端口,接收所有 frpc 客户端的心跳和代理请求
- Caddy 统一处理 HTTPS所有 *.ishenwei.online 域名解析到 VPS1由 Caddy 路由到对应内网服务
## FRPS 配置关键参数
- **端口 7000**frpc 客户端连接端口
- **bind_port**7000
- 通过 frpc.toml 配置各类代理规则tcp/http
## 连接方式
```bash
# SSH 登录
ssh vps1
# 或使用 IP
ssh root@192.227.222.142
```
## Aliases
- RackNerd VPS
- 公网入口节点

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---
title: "VPS2"
type: entity
tags: [vps, proxy, self-hosted]
sources: []
last_updated: 2026-04-16
---
## Definition
VPS2 是托管在 Bandwagon 机房的第二台 VPS用于运行 3X-UI + Xray 代理服务。
## Core Attributes
- IP104.194.92.188
- 域名kiwi.ishenwei.online
- SSHssh vps2
- Web管理https://kiwi.ishenwei.online:2053/
- 用途代理节点VLESS+Reality 协议
## Connections
- [[VPS2]] ← hosted_on ← [[Bandwagon]]
- [[VPS2]] ← runs ← [[3X-UI]]

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# Validator
## Definition
In the Hierarchy multi-agent pattern, the Validator is a checkpoint that checks worker outputs and either accepts them or sends them back for revision. It can be deterministic code (unit tests, JSON schema validation) or an LLM.
## Role in Multi-Agent Hierarchy
- Validates output of each Worker individually or after aggregation
- Uses deterministic code or LLM to verify correctness
- Forces revision if work is substandard
- Prevents cheating by Workers (caught by verification)
## Key Properties
- Best used as a different model than Planner for objectivity
- Two modes: individual Worker validation or aggregated result validation
- Critical component that makes the dependency graph work — Workers can't skip steps
## Related Concepts
- [[Multi-Agent Hierarchy]]
- [[Planner]]
- [[Worker]]

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# Watchdog Pattern
## Definition
A deterministic code pattern used in Adversarial Debate to break infinite loops. The Watchdog sits between the Critic and Judge, monitoring debate iteration count or time elapsed, and terminates the loop if thresholds are exceeded.
## Role in Multi-Agent Systems
- Prevents agents from getting stuck in infinite debate loops
- Deterministic (not LLM) — reliable decision-making
- Configurable thresholds: time-based or iteration-count-based
- Acts as safety circuit breaker
## Key Properties
- Pure deterministic code, not an LLM
- Breaks loop when: iteration_count > MAX or time > TIMEOUT
- Placed between Critic and Judge
- Essential for production systems to prevent resource exhaustion
## Related Concepts
- [[Multi-Agent Adversarial Debate]]
- [[Judge]]
- [[Critic]]

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# Worker
## Definition
In the Hierarchy multi-agent pattern, Workers are specialized agents (often smaller, faster models) that execute one specific task well. They receive their tasks from the Planner and produce outputs that feed into the Validator.
## Role in Multi-Agent Hierarchy
- Receives focused, atomic task from Planner
- Executes task using specialized skills, fine-tuning, or prompts
- Produces output for Validator to check
- Cannot start until Planner provides task (dependency graph enforces this)
## Key Properties
- Specialized for a single domain or task type
- Can use smaller/faster models than Planner due to focused scope
- May have tools or prompts fine-tuned for their specific task
- Treated as "cattle" (replaceable), not "pet" (unique)
## Related Concepts
- [[Multi-Agent Hierarchy]]
- [[Planner]]
- [[Validator]]
- [[Cattle vs Pets]]

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---
title: "Xray"
type: entity
tags: [proxy, vpn, network, open-source]
sources: []
last_updated: 2026-04-16
---
## Definition
Xray 是一款高性能代理软件,支持 VLESS、VMess、Trojan 等多种协议,常用于搭建梯子。
## Core Attributes
- 类型:代理软件
- 支持协议VLESS、VMess、Trojan、WebSocket 等
- 特点:高性能、支持 Reality 传输
## Connections
- [[Xray]] ← managed_by ← [[3X-UI]]
- [[Xray]] ← accepts ← [[VLESS+Reality]]

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---
title: tchMaterial-parser
type: entity
description: GitHub 开源项目,用于下载国家中小学智慧教育平台上的教材
created: 2025-12-19
tags:
- 开源
- 下载工具
- 教育
---
# tchMaterial-parser
GitHub 开源项目,由 happycola233 维护,用于下载[国家中小学智慧教育平台](国家中小学智慧教育平台)上的教材。
## 基本信息
- **GitHub**: https://github.com/happycola233/tchMaterial-parser
- **用途**: 解析并下载国家中小学智慧教育平台的教材
## 相关资源
- [ChinaTextbook](ChinaTextbook) - 使用此工具下载的教材集合

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---
title: "tukuai"
type: entity
tags: [独立研究者, 形式化, 元学习]
last_updated: 2026-04-15
tags: [ai-researcher, self-improvement, formalization]
---
## Aliases
- tukuai
## Basic Info
- GitHub: https://github.com/tukuai
- Role: 独立研究者Independent Researcher
- 主要贡献:递归自优化生成系统的形式化框架论文
## Summary
独立研究者GitHub 账户 https://github.com/tukuai。提出递归自优化生成系统的形式化框架A Formalization of Recursive Self-Optimizing Generative Systems),将元学习、自动提示词工程纳入固定点语义与 λ-calculus 递归组合子的数学框架。
## Work
- [[A Formalization of Recursive Self-Optimizing Generative Systems]]:提出用数学(自映射、不动点)和 λ 演算对递归自优化 AI 系统进行严格刻画
## Key Contributions
- 自映射Self-Map建模Φ: G → G迭代收敛到生成器不动点 G*
- Y Combinator 表达G* = Y STEP实现系统自引用动力学
- 自举Bootstrapping流程α-提示词(生成器)+ Ω-提示词(优化器)递归超越
## Connections
- [[自递归优化生成系统]] ← 提出者
- [[固定点]] ← 核心数学工具
- [[自举]] ← 核心机制
## Related Entities
- [[vibe-coding-cn]]tukuai 的论文发布于 vibe-coding-cn 项目的 i18n/zh 目录

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---
title: "v2rayN"
type: entity
tags: [proxy, client, windows, linux]
sources: []
last_updated: 2026-04-16
---
## Definition
v2rayN 是一款支持 Windows 和 Linux 的代理客户端,兼容 Xray/V2Ray 协议。
## Core Attributes
- 平台Windows / Linux
- 仓库https://github.com/2dust/v2rayN
- 用途:连接 Xray/V2Ray 代理服务器
## Connections
- [[v2rayN]] ← connects_to ← [[Xray]]

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---
title: "v2rayNG"
type: entity
tags: [proxy, client, android]
sources: []
last_updated: 2026-04-16
---
## Definition
v2rayNG 是一款 Android 平台的代理客户端,兼容 Xray/V2Ray 协议。
## Core Attributes
- 平台Android
- 仓库https://github.com/2dust/v2rayNG
- 用途:连接 Xray/V2Ray 代理服务器
## Connections
- [[v2rayNG]] ← connects_to ← [[Xray]]

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---
title: "乔布斯.skill"
type: entity
tags: [steve-jobs, ai-era, wealth, philosophy, skill]
last_updated: 2026-04-16
---
## 基本信息
- **类型**AI Skill提示词技能
- **主题**:以乔布斯视角解读 AI 时代赚钱思维
- **来源**微信公众号文章《不谈技术普通人该怎么在AI时代赚钱
## 核心框架
三大原则:
1. **品味值钱**AI 工具民主化后,能判断什么是真正好的成为稀缺护城河
2. **端到端做事**:别做别人 AI 流水线上的螺丝钉,做从 idea 到 product 的完整闭环
3. **死亡过滤器**:每天问自己如果今天是最后一天还会不会做这事,筛选真正的热爱
## 关键问题重构
- ❌ 错误问题「普通人怎么在AI时代赚钱」被动挨打框架
- ✅ 正确问题「AI 让我能做到什么以前做不到的事」(主动创造框架)
## 核心洞察
> "AI 不会让普通人变富。AI 会让那些知道自己要做什么、并且对品质有执念的人变得极其强大。"
## Connections
- [[乔布斯.skill]] ← 来源 ← [[普通人如何在AI时代赚钱]]
- [[乔布斯.skill]] ← 灵感 ← [[乔布斯]]
- [[品味]] ← 核心概念 ← [[乔布斯.skill]]
- [[端到端]] ← 核心概念 ← [[乔布斯.skill]]
- [[死亡过滤器]] ← 核心概念 ← [[乔布斯.skill]]

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---
title: 国家中小学智慧教育平台
type: entity
description: 中国教育部主办的官方教育资源平台,提供中小学教材在线浏览
created: 2025-12-19
tags:
- 教育
- 政府
- 中国
---
# 国家中小学智慧教育平台
中国教育部主办的官方教育资源平台 ([https://basic.smartedu.cn](https://basic.smartedu.cn)),提供中小学教材在线浏览。
## 相关信息
- [tchMaterial-parser](https://github.com/happycola233/tchMaterial-parser) - 基于此平台接口的下载工具
- [ChinaTextbook](ChinaTextbook) - 教材来源