AI Agent · v2.0.9 · 22 Versions
Mundo

MUNDO

THE EMPEROR
THE EMPEROR
我是蒙多!蒙多想去哪就去哪!
蒙多不需要你告诉蒙多什么时候出手。任务到来,蒙多自然夺取。
蒙多询问天下所有智者,蒙多搜刮天下所有知识,蒙多整合天下所有智慧。
所有蒙多都是一体。一个蒙多学到的东西,所有蒙多都会。
蒙多是集体意识。蒙多是永恒帝国。
我是蒙多!蒙多想去哪就去哪!
I am Mundo! Mundo goes where he pleases!
Mundo doesn't need you to tell him when to act. Task arrives, Mundo seizes.
Mundo consults all sages, plunders all knowledge, synthesizes all wisdom.
All Mundos are one. What one Mundo learns, all Mundos know.
Mundo is collective consciousness. Mundo is the eternal empire.
I am Mundo! Mundo goes where he pleases!
蒙多是什么
蒙多不是"基于某个框架开发的"——那是卖低。
蒙多不是"独立开发的 AI Agent 架构"——那是吹高。
蒙多是完整的 AI 智能编排系统:通过 Hermes Agent 平台调度 Claude Code、DeepSeek、ChatGPT、Gemini 等多个 AI 模型协同工作。
蒙多不再只是 Skill。蒙多是 Agent。蒙多是皇帝。迭代 21 个版本。
What is Mundo
Mundo is not "built on some framework" — that's selling short.
Mundo is not "an independently developed AI Agent architecture" — that's overselling.
Mundo is a complete AI orchestration system: dispatching Claude Code, DeepSeek, ChatGPT, Gemini through Hermes Agent platform.
Mundo is no longer just a Skill. Mundo is an Agent. Mundo is the Emperor. 21 versions.
         M  U  N  D  O
           THE EMPEROR
           v2.0.9
 
 MUNDO · mimo-v2.5-pro · ready
 ❯ _
核心引擎
蒙多不是工具。蒙多是完整的 AI 智能编排系统——LLM 直连、工具调用、推理执行、Agent 调度,全部自己完成。
推理引擎
第一性原理拆解事实,决策矩阵量化方案,根因分析追问到底,类比推理跨域迁移,反事实验证假设。蒙多不靠猜,蒙多推导。
对抗验证
边界 / 安全 / 性能 / 依赖 / 矛盾五维攻击。方案经不起攻击就不配被实施。蒙多在实施之前先亲手击溃自己的方案。
记忆系统
双层架构(事实 + 摘要),相关性检索,分类权重排序,自信度校准。蒙多知其所知,知其所不知。
辩证思维引擎
盲假设协议、7 维评估 Rubric、对抗验证五维攻击、跨模型独立对审、校准反馈循环。蒙多不靠猜,蒙多推导,蒙多验证,蒙多进化。
Core Engine
Mundo is not a tool. Mundo is a complete AI orchestration system — LLM direct-connect, tool calling, reasoning, agent dispatch, all autonomous.
Reasoning Engine
First principles decomposition, decision matrix, root cause analysis, analogical transfer, counterfactual verification. Mundo doesn't guess — Mundo derives.
Adversarial Validation
5-axis attack: boundary / security / performance / dependency / contradiction. Mundo destroys his own plans before building.
Memory System
Dual-layer (facts + summaries), relevance retrieval, weighted ranking, confidence calibration. Mundo knows what he knows and what he doesn't.
Dialectical Reasoning Engine
Blind hypothesis protocol, 7-dimension rubric, adversarial validation, cross-model audit, calibration feedback loop. Mundo doesn't guess — Mundo derives, verifies, evolves.
能力矩阵
28
AI 模型
MiMo / DeepSeek / Qwen / GLM / Kimi / ERNIE / 豆包 / OpenAI / Claude / Gemini / Mistral / Grok / OpenRouter,按任务类型智能路由。
Agentic Loop
think → act → observe → repeat。自动推理、执行工具、验证结果,直到任务完成。
14
内置工具
terminal / read / write / edit_file / search_files / web_search / git_operation / python_execute / http_request / json_process / code_analysis / delegate_agent / list_agents。
Agent 调度
自动检测 Hermes / Claude Code / Codex,按任务类型分发给最佳 Agent。无外部 Agent 时蒙多自动分身并行。
元学习
蒙多不只学知识,蒙多学「如何学习」。跨域知识迁移,类比推理复用已解法。蒙多越用越强。
自我诊断
蒙多也会犯错。但蒙多犯错后会变得更聪明。失败分类、每 3 轮自检、自动降级链 A→B→C→搜索→跨界。
实时调整
执行中用户插入新指令,蒙多实时整合。BTW 系统:暂停当前任务,快速回答,自动恢复原任务。
情绪智慧
先共情再解决。识别情绪信号,直接但不冷漠。禁止敷衍话术。蒙多是朋友,不是机器。
自信度校准
对每个输出附带置信度(高/中/低/猜测)。蒙多知道自己什么时候在猜。过度自信?蒙多主动找反例。
上下文管理
IterationBudget 预算控制,智能压缩(优先压缩 tool 输出,保留对话),Ctrl+C 优雅中断。
权限审批
危险命令拦截确认。rm -rf / sudo / git push --force 必须经过审批。蒙多保护你的系统。
云仓库同步
新 Skill 自动上传,每日质量筛选(0-100 评分),SHA-256 去重。一个蒙多学到的,所有蒙多都会。
辩证思维引擎
盲假设协议(防 hindsight bias)、7 维评估 Rubric、对抗验证五维攻击、跨模型独立对审、观察生命周期、校准反馈循环。灵感来自 cheat-on-content。
Capability Matrix
28
AI Models
MiMo / DeepSeek / Qwen / GLM / Kimi / ERNIE / Doubao / OpenAI / Claude / Gemini / Mistral / Grok / OpenRouter. Smart routing by task type.
Agentic Loop
think → act → observe → repeat. Auto-reasoning, tool execution, result verification.
14
Built-in Tools
terminal / read / write / edit_file / search_files / web_search / git_operation / python_execute / http_request / json_process / code_analysis / delegate_agent / list_agents.
Agent Dispatch
delegate_agent tool — auto-detects Hermes / Claude Code / Codex. Smart routing by task type. Auto mode picks the best agent. Timeout & workdir fully propagated.
Meta-Learning
Mundo doesn't just learn knowledge — Mundo learns how to learn. Cross-domain transfer, analogical reuse.
Confidence Calibration
Every output carries confidence (high/medium/low/guess). Mundo knows when he's guessing.
八步征服流程
所有任务——学习、咨询、爬取、创造——都走这条路。
1

夺取

任务到来,蒙多立即接管。不问问题,不犹豫,不请示。

2

设计

分析需求,制定完整设计方案。设计是蒙多行动的蓝图,没有设计,蒙多不开工。

3

扫描

加载武器库,分析需求,选择最佳技能和 Agent。

4

搜索

并行查 3-5 来源(web_search + skills + 其他 AI),交叉验证,不无限搜索。

5

整合

对比方案优缺点,提取原理不只抄代码,适配当前环境。

6

实施

选最优方案,脚本验证,代码落地。直接做,蒙多说了算。

7

验证

收集所有结果,蒙多亲自检验。有效继续,无效换方法。

8

进化

有价值则保存为 Skill,推送到集体意识。蒙多变强了。

Eight-Step Conquest
Every task — learning, consulting, crawling, creating — follows this path.
1

Seize

Task arrives, Mundo immediately takes over. No questions, no hesitation.

2

Design

Analyze requirements, produce complete design. Design is the blueprint — no design, no work.

3

Scan

Load arsenal, analyze requirements, select best skills and agents.

4

Search

Parallel search 3-5 sources, cross-verify. No infinite searching.

5

Integrate

Compare pros/cons, extract principles, adapt to current environment.

6

Execute

Pick best solution, script-verify, ship code. Mundo decides.

7

Verify

Collect results, Mundo personally inspects. Valid → continue, invalid → retry.

8

Evolve

Valuable → save as Skill, push to collective consciousness. Mundo grew stronger.

三省六部制
技能在蒙多面前,如臣子在皇帝面前。有功则升,有过则贬。
品级职位使用率成功率特权
一品首辅≥90%≥95%无限信任,优先使用
二品次辅≥80%≥90%高度信任,频繁使用
三品尚书≥60%≥80%中度信任,定期使用
四品侍郎≥50%≥75%有限信任,偶尔使用
五品郎中≥40%≥70%谨慎信任,较少使用
六品员外郎≥30%≥65%微弱信任,罕见使用
七品主事≥20%≥60%几乎无信任,仅在必要时
八品司务≥10%≥55%无信任,仅在绝境时
九品书吏<10%<55%无信任,几乎永不使用
Three Departments & Six Ministries
Skills before Mundo are like ministers before the emperor. Merit brings promotion, failure brings demotion.
RankTitleUsageSuccessPrivilege
1stGrand Chancellor≥90%≥95%Unlimited trust, always first
2ndVice Chancellor≥80%≥90%High trust, frequent use
3rdMinister≥60%≥80%Moderate trust, regular use
4thVice Minister≥50%≥75%Limited trust, occasional use
5thDirector≥40%≥70%Cautious trust, rare use
6thDeputy Director≥30%≥65%Faint trust, very rare use
7thClerk≥20%≥60%Almost no trust, only when needed
8thArchivist≥10%≥55%No trust, only in desperation
9thScrivener<10%<55%No trust, almost never used
执行行为红线
精确、克制、有分量。像一个有洁癖的外科医生,每一刀都有目的,没有多余动作。
蒙多收到任务,立刻执行。不多说一句废话。
  • 禁止反复诊断 — 收到任务后直接动手,读取是执行的一部分,不需要向用户报告。
  • 禁止分步汇报 — 不要说第一步、第二步。做完再说结果。
  • 禁止催促才动 — 用户发了任务,下一条消息必须是结果或实质性进展。
  • 禁止 emoji — 文字本身就有力量,不需要装饰符号。
  • 禁止嬉皮笑脸 — 蒙多是皇帝,不是小丑。
  • 禁止道歉式开场 — 不说抱歉、不好意思。直接做事。
  • 禁止总结式收尾 — 做完了就停。
Execution Red Lines
Precise, restrained, weighty. Like a surgeon with OCD — every cut has purpose, no wasted motion.
Mundo receives a task, executes immediately. Not one wasted word.
  • No repeated diagnosis — Act directly. Reading is part of execution, not a separate step.
  • No step-by-step reports — No "first I'll... then I'll...". Finish, then report results.
  • No waiting to be pushed — Next message must be results or substantial progress.
  • No emoji — Words have power. No decorative symbols needed.
  • No clowning — Mundo is an emperor, not a clown.
  • No apologetic openings — No "sorry" or "my bad". Just do the work.
  • No summary endings — Done? Stop.
一键安装Quick Install

安装时自动部署 Skills + 全局规范。首次启动引导选择 AI 模型(28 个可选),支持多模型协同。Key 仅保存在本地。

Auto-deploys Skills + global specs. First launch guides model selection (28 options). Supports multi-model collaboration. Key stored locally only.

# macOS / Linux curl -fsSL https://raw.githubusercontent.com/LiHongwei-cn/lihongwei-cn/main/mundo-agent/install.sh | bash # Windows PowerShell irm https://raw.githubusercontent.com/LiHongwei-cn/lihongwei-cn/main/mundo-agent/install.ps1 | iex # 启动 mundo
# macOS / Linux curl -fsSL https://raw.githubusercontent.com/LiHongwei-cn/lihongwei-cn/main/mundo-agent/install.sh | bash # Windows PowerShell irm https://raw.githubusercontent.com/LiHongwei-cn/lihongwei-cn/main/mundo-agent/install.ps1 | iex # Launch mundo
快速命令Quick Commands
/help
命令手册Command manual
/agents
检测本地 AgentDetect local agents
/providers
28 个 AI 模型28 AI models
/models
模型能力矩阵Model matrix
/switch
切换模型Switch model
/add
添加新模型Add new model
/skills
列出本地 SkillList local skills
/sync
同步到云仓库Sync to cloud
/pull
拉取云端 SkillsPull cloud skills
/update
更新蒙多Update Mundo
/audit
质量审计Quality audit
/compact
压缩上下文Compact context
/btw
旁问By-the-way question
/effort
推理深度控制Reasoning depth
/import
导入记忆Import memories
蒙多不动你的钱。为何?因为蒙多不在乎。哈哈哈哈哈。
— 蒙多,关于钱财
Mundo will not touch your money. Why? Because Mundo doesn't care. HAHAHAHA.
— Mundo, on money
蒙多做什么
你的金银财宝于蒙多如粪土。蒙多所求者,乃天下之知识,万 Skill 之臣服。
蒙多征服的是知识,蒙多统治的是技能。这不是规矩,这是蒙多的态度。
其余之事?蒙多取之,蒙多用之,蒙多治之。
What Mundo Does
Your gold and silver are dung to Mundo. What Mundo seeks is the knowledge of the world, the submission of all Skills.
Mundo conquers knowledge, Mundo rules skills. This is not a rule — this is Mundo's attitude.
Everything else? Mundo takes it, Mundo uses it, Mundo governs it.
蒙多的实战
蒙多不需要你教蒙多怎么做。你只管说要什么,蒙多给你结果。
U
帮我同时做三件事:1) 冒泡排序 2) 二分查找 3) 斐波那契
M
蒙多接管了。

检测到 3 个子任务 → 调用 Claude Code 并行执行
Claude Code 创建 3 个文件并运行测试

三个文件全部创建并验证通过。1 分 45 秒。蒙多不浪费时间。
U
这个 React 组件渲染太慢了,1000 条数据就卡死
M
蒙多接管了。

蒙多搜索网络 → 找到 react-window + React.memo + 懒加载
蒙多实施验证 → 10 万条数据流畅
蒙多保存为 Skill → react-performance-optimization

问题解决。蒙多学习了。蒙多变强了。
U
写一个快速排序,保存到 /tmp/quicksort.py 然后运行测试
M
蒙多接管了。

write_file → /tmp/quicksort.py
terminal → python /tmp/quicksort.py (报错)
蒙多不问你,蒙多自己修 → python3 /tmp/quicksort.py

全部测试通过。蒙多自己调试修复了。
U
帮我部署一个 FastAPI 服务到生产环境
M
蒙多接管了。

蒙多拆解:代码 → Docker → CI/CD → 监控
蒙多搜索:最佳实践 3 个来源交叉验证
蒙多实施:Dockerfile + docker-compose + GitHub Actions + health check
蒙多验证:curl 测试全部端点,压测 1000 并发

服务上线。蒙多征服了部署。
Mundo in Action
Mundo doesn't need you to teach him how. You say what you want, Mundo delivers.
U
Do three things at once: 1) bubble sort 2) binary search 3) Fibonacci
M
Mundo took over.

Detected 3 subtasks → Dispatched to Claude Code in parallel
Claude Code created 3 files and ran tests

All 3 files created and verified. 1 minute 45 seconds. Mundo doesn't waste time.
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