🧠 Beyond RAG · Beyond LLM Wiki

aing

Architecture for Intelligent Networked Growth

Dual-Brain Knowledge Metabolism Engine
Order Brain × Growth Brain
🧠 双脑代谢 · 🌿 意识神经 · 💬 会话入库 · 📦 一键部署
让知识库自己活着 —— 进入主动代谢时代

📦 GitHub 📖 Wiki ⚡ Quick Start

🧬 Dual-Brain Architecture

Two subsystems, one shared infrastructure — zero external services

🧠 Order Brain · 秩序脑

Stable storage & structured governance

MD File Tree + Git auto-versioning
Entity/Link Graph (SQLite)
Type Classification
AI Provider Abstraction
raw/ → wiki/ compilation

🌱 Growth Brain · 生长脑

Active metabolism & non-linear evolution

Sprouting Engine (new associations)
Pollination Engine (cross-domain)
Mustard Seed Compressor
KESPI 5D Health Check
Expiry Decay + Tissue Culture

⚡ Shared Infrastructure

SQLite (Graph + FTS5) · Node Single Process · Zero Dependencies

No PostgreSQL · No Redis · No Docker · No npm install

🔄 Metabolism Cycle

Knowledge doesn't just sit — it lives, grows, and renews

📝 raw/ → compile → 🌱 sprout → 🌸 pollinate → 🌰 mustard seed → 🏥 KESPI → 🕰️ decay → 🧫 regenerate

    # Real output from aing metabolize
    
    🌱 Sprouting: 3 new links grown

    🌸 Pollination: 55 cross-domain bridges

    🏥 KESPI: 16 healthy · 2 stale · 1 expired

    📊 Avg KESPI: 0.737 → 0.988 after growth cycle

⚔️ aing vs Karpathy LLM Wiki

From compilation to metabolism — the paradigm shift

Dimension	Karpathy LLM Wiki	aing
Paradigm	Knowledge Compilation	Knowledge Metabolism
Growth	Linear: ingest→compile→query	Non-linear: self-sustaining evolution
LLM Role	Single "programmer"	Dual-brain: compile + metabolize
Automation	Manual trigger	Time-triggered, automated
Upper Limit	~100-200 sources / 50K tokens	Theoretically unbounded
Git	Manual init required	✅ First-class native
Knowledge Liveness	Static after compile	✅ Active expiry · pruning · regeneration

⚡ Quick Start

Zero dependencies. Just Node.js. One command to start.

    # No npm install. No Docker. No config.

    git clone https://github.com/doerking/aing.git

    cd aing

    # Drop your .md files into raw/

    node aing.js compile --all

    node aing.js metabolize

    node aing.js status

    node aing.js graph

    node aing.js search "your topic"

    node aing.js watch

🎮 All Commands

    init          Initialize aing in current directory

    status        Show knowledge base dashboard

    compile       Compile raw/ → wiki/ entities

    sprout        Run sprouting engine

    pollinate     Run cross-domain pollination

    kespi         Run KESPI 5D health check

    decay         Apply time-based vitality decay

    compress      Run mustard seed compression

    metabolize    Run full metabolism cycle

    search        Full-text search across entities

    graph         Show entity connection graph

    watch         Start background metabolism service

    ai-config    Configure AI provider (optional)

    logs         View metabolism logs