MVC — Minimum Viable Civilization.
This repository ships with a tool you can trigger with five words: 执行SOP.
SOP is a recursive skill — 7 rounds of adversarial refinement that stress-test any conceptual framework before you publish it. This is the same method that built AAA itself.
→ Say "执行SOP" · Load once. Trigger with five words. Your framework survives or dies. You win either way.
Modern systems are reaching their limits:
- Too complex to centrally design
- Too large to fully control
- Too fast to fully predict
Yet they must continue to evolve.
Order does not come from control. It emerges from continuous evolution.
Fork → Experiment → Selection → Merge → Repeat
This is not a software pattern.
It is a universal mechanism of complex systems.
All open systems are built on three primitives:
- Access → the system can be entered
- Mutation → the system can be changed
- Recursion → the system accepts its own change
Without all three, there is no evolution.
AAA operates across four layers:
- Cognition Layer → understanding reality
- Protocol Layer → interaction rules
- Execution Layer → system actions
- Evolution Layer → system self-improvement
| Industrial | Platform | AAA |
|---|---|---|
| Control | Centralization | Evolution |
| Stability | Scale | Adaptation |
| Closed | Managed | Self-evolving |
AI is not just a tool.
It is an accelerator of civilization-scale evolution — compressing the Fork → Merge loop from generations to days.
It enables:
- distributed intelligence
- capability compression (distillation)
- system-level replication
We do not design final systems.
We design systems that can redesign themselves.
AAA is a Minimum Viable Civilization — the smallest set of conditions under which any system can continuously evolve without centralized control.
That grammar, planted in a shared space and tended by those who inhabit it, grows into something more.
A civilization begins with a theory. But it is more — a kernel, a method, a set of working applications, a memory, and an evolution protocol — all inhabiting one space, evolving together.
AAA 是一种最小可行文明（MVC）——它定义了任何系统无需集中控制即可持续进化的最小条件集。
这种语法被植入共享空间，并由居住其中的人们精心维护，最终成长为更强大的存在。
文明始于理论。但它远不止于此——它包含内核、方法、一组可运行的应用程序、内存和演化协议——所有这些都位于同一个空间中，共同进化。
MVP to MVC: An Operating System for Civilization-Scale Multi-Agent Systems · English version
A formal treatment of AAA's core framework — from dynamical systems modeling to governance primitives to simulation results. MVC as a constrained phase of multi-agent computation. Bilingual.
| App | Layer | Description |
|---|---|---|
| tool-comparison | Cognition | 10-dimension AI tool comparison |
| agent-first-workflow | Execution | AI-native development paradigm |
| fable-5-analysis | Cognition | Model vs tool hierarchy |
| naming-conventions | Protocol | File naming as minimum viable protocol |
| refinement-sop | Evolution | 6-round adversarial refinement |
| core-questions | Cognition | 10 adversarial probes of AAA |
| App | Layer | Repo |
|---|---|---|
| Builder OS | Cognition | aba |
| Transcript Cleaner | Protocol | aca |
| Agent Security | Constraint | aga |
| Vault Scanner | Cognition | ana |
| Atlas Time Archive | Execution | ata |
| Anchor | Execution | anchor |
| Show | Execution | show |
| Tax Calculator | Execution | tax-calculator |
→ Full App Store Index · Submit your app
AAA is an open civilization. Your project belongs here if you built it with AI.
Four files. One PR. Ten minutes.
① Fork this repo
② Copy your project into applications/<your-project-name>/
③ Add these 4 files:
CONTENT.md — what your project does
COS-META.md — how it maps to AAA architecture (use this template)
COS-SOP.md — how you built it
COS-EVOLUTION.md — how others should fork it
④ Add your project to applications/INDEX.md
⑤ Open a PR
We review metadata completeness. Not quality. Not ideology. Not "good enough."
→ Full protocol · COS template
AAA is not a product.
It is a hypothesis:
How can systems continue to evolve without centralized control?
And an invitation:
Build your application. Write your COS-META. Open a PR. This civilization evolves with you.