A powerful Domain-Specific Language for AI Workflow Orchestration 39 Node Types · 14 Example Flows · Domain-Specific AI Engines · OpenClaw Integration
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AetherLang (Ω) is a production-ready DSL designed specifically for building, visualizing, and executing complex AI workflows. Think of it as "Airflow meets Prefect" but with a clean, declarative syntax optimized for LLM orchestration.
Instead of writing single prompts, AetherLang lets you chain specialized AI nodes into powerful pipelines:
Guard → Research → Consult → Market → APEX
↓ ↓ ↓ ↓ ↓
Safety Deep dive SWOT TAM/SAM Nobel-level
check analysis matrix /SOM strategy
Built in 40 days by a solo founder. No traditional programming background. Pure AI collaboration.
End-to-end AI workflow orchestration with visual debugging
AetherLang is available as an OpenClaw Skill on ClawHub. Any OpenClaw user can run AetherLang flows from WhatsApp, Telegram, Discord, or any supported platform.
Install:
clawhub install aetherlangThen from WhatsApp/Telegram:
"Make me a Greek moussaka recipe with food costing" "Analyze the European AI SaaS market for 2026" "Should I start a restaurant in Berlin? Full business analysis"
The OpenClaw agent constructs and executes AetherLang flows automatically.
- 🎯 39 Specialized Node Types — including 11 domain-specific V2 engines
- 🍳 Chef Omega — Michelin-level recipes with food costing, HACCP, and MacYuFBI flavor balance
- 🧬 APEIRON Molecular — Scientific gastronomy with physics engines and FDA safety
- 📊 APEX Strategy — Nobel-level business analysis with ROI/NPV/IRR projections
- 🧠 GAIA Brain Assembly — 12-neuron multi-agent system for multi-perspective analysis
- 🔮 OMNI-COMPUTE Oracle — Adversarial forecasting with Nash equilibrium simulation
- 📈 McKinsey Market — Market intelligence with TAM/SAM/SOM and Porter's 5 Forces
- 🔬 Deep Research — Comprehensive analysis with confidence levels and cited sources
- 🏗️ NEXUS-7 Consult — Architectural blueprinting for system design
- 🎨 Visual Flow Designer — Real-time interactive diagrams with live execution
- 🌐 Bilingual Support — Greek & English documentation and output
- ⚡ Async Execution Engine — Built-in async/await with OpenAI integration
- 🦞 OpenClaw Skill — Run flows from WhatsApp/Telegram via OpenClaw
- 📊 Performance Profiling — Built-in profiler for bottleneck detection
- 💾 Export & Import — Export flows as JSON for sharing and version control
pip install aetherlangOr install from source:
git clone https://github.com/contrario/aetherlang.git
cd aetherlang
pip install -e .flow HelloAether {
using target "neuroaether" version ">=0.2";
input text query;
node Guard: guard mode="STRICT";
node LLM: llm model="gpt-4o-mini", temp=0.7;
node Summarizer: summarize length="short";
Guard -> LLM -> Summarizer;
output text summary from Summarizer;
}
Execute it:
from aetherlang import AetherParser, AetherRuntime
import asyncio
parser = AetherParser()
with open("hello.ae") as f:
flow = parser.parse(f.read())
runtime = AetherRuntime(openai_api_key="your-key")
result = asyncio.run(runtime.execute(flow, {"query": "What is AetherLang?"}))
print(result["outputs"]["summary"])AetherLang V2 introduces 11 specialized AI engines, each with production-grade prompts from the NeuroAether ecosystem:
flow Recipe {
using target "neuroaether" version ">=0.2";
input text query;
node G: guard mode="MODERATE";
node C: chef cuisine="greek", difficulty="hard", servings=4;
G -> C;
output text recipe from C;
}
Generates complete recipes with exact grams, temperatures in °C, food cost %, HACCP safety points, MacYuFBI flavor balance, menu engineering categories (STAR/PLOWHORSE/PUZZLE/DOG), wine pairing, and zero-waste suggestions.
flow Molecular {
using target "neuroaether" version ">=0.2";
input text query;
node G: guard mode="MODERATE";
node M: molecular complexity="advanced";
G -> M;
output text analysis from M;
}
4 engines: Molecular Architect (Physics), Chronos Fermentor (Biology), Bio-Safety Core (Toxicology), Apeiron Nexus (Synthesis).
flow Strategy {
using target "neuroaether" version ">=0.2";
input text query;
node G: guard mode="STRICT";
node R: research depth="comprehensive";
node A: apex mode="standard";
G -> R -> A;
output text strategy from A;
}
9 sections: Executive Summary, Situation Analysis, Strategic Options (min 3 with ROI), Implementation Roadmap (4 phases), Risk Matrix, Financial Projections (NPV/IRR), KPIs, and Next Immediate Actions.
flow Forecast {
using target "neuroaether" version ">=0.2";
input text query;
node G: guard mode="MODERATE";
node O: oracle timeframe="12months";
G -> O;
output text forecast from O;
}
flow Assembly {
using target "neuroaether" version ">=0.2";
input text query;
node G: guard mode="MODERATE";
node A: assembly;
node B: balance focus="both";
G -> A -> B;
output text verdict from B;
}
12 neurons: Culinary, Sensory, Nutrition, Waste, Molecular, Safety, Agrifood, Hospitality, Memory Vault, Meta-Nous, QML Optimizer, API Integrator.
flow FullConsulting {
using target "neuroaether" version ">=0.2";
input text query;
node G: guard mode="STRICT";
node R: research depth="comprehensive";
node C: consult domain="business", framework="SWOT";
node M: market scope="global", timeframe="2026";
node A: apex mode="standard";
G -> R -> C -> M -> A;
output text report from A;
}
Chains 5 specialized engines into a complete business intelligence pipeline.
| Category | Nodes |
|---|---|
| Control | guard, plan, switch, conditional, loop, parallel |
| AI/LLM | llm, rag, summarize, analyze, extract, transform |
| Data | filter, map, reduce, split, merge, join |
| System | cache, retry, timeout, fallback, validate, http, webhook |
| Utility | sleep, enrich, rate_limit, translate, classify, sentiment, compare, template, code, format, score, rank, cluster, embed, search, store, log, alert |
| Node | Engine | What It Does |
|---|---|---|
chef |
Chef Omega | Professional recipe generation with food costing and HACCP |
molecular |
APEIRON | Molecular gastronomy with physics and toxicology engines |
apex |
APEX Logic | Nobel-level business strategy with financial projections |
assembly |
GAIA Brain | 12-neuron multi-agent system for complex analysis |
oracle |
OMNI-COMPUTE | Adversarial forecasting with Nash equilibrium |
consult |
NEXUS-7 | Architectural blueprinting and system design |
market |
Market Intel | McKinsey-level market analysis with Porter's 5 Forces |
research |
Deep Research | Comprehensive research with confidence levels |
balance |
MacYuFBI | Nutritional biochemistry and flavor science |
vision |
Vision | Culinary presentation and food styling analysis |
visualizer |
Visualizer | Data visualization specifications |
Professional code editor with 14 example flows and real-time validation
Interactive visual debugger with Grid and Physics modes
Try it live: neurodoc.app/aether-nexus-omega-dsl
| # | Example | Description |
|---|---|---|
| 1 | Introductory Flow | Basic Guard → Plan → LLM pipeline |
| 2 | Full Analysis | Multi-node analysis and summary |
| 3 | Data Extraction | Structured data extraction |
| 4 | Research Flow | Complex multi-stage research |
| 5 | Greek Education | Educational content in Greek |
| 6 | Enterprise Processing | Document processing pipeline |
| 7 | AI Chef Recipe | Guard → Plan → Chef → Summarize |
| 8 | Safe Chat | Simple Guard + LLM |
| 9 | Market Analysis | Research + Consult + Market |
| 10 | Molecular Lab | Chef + APEIRON molecular analysis |
| 11 | APEX Strategy | Research → APEX business strategy |
| 12 | Oracle Forecast | OMNI-COMPUTE adversarial forecasting |
| 13 | GAIA Assembly | Multi-agent panel with 12 archetypes |
| 14 | Full Consulting | Research → Consult → Market → APEX |
| Feature | Airflow | Prefect | LangChain | n8n | AetherLang Ω |
|---|---|---|---|---|---|
| Custom DSL | ❌ | ❌ | ❌ | ❌ | ✅ |
| Visual Designer | ✅ | ✅ | ❌ | ✅ | ✅ |
| Live Execution | ❌ | ✅ | ❌ | ❌ | ✅ |
| AI-First Design | ❌ | ❌ | ✅ | ❌ | ✅ |
| Domain Engines | ❌ | ❌ | ❌ | ❌ | ✅ (11 specialized) |
| OpenClaw Support | ❌ | ❌ | ❌ | ❌ | ✅ |
| Bilingual | ❌ | ❌ | ❌ | ✅ | ✅ |
| Free & Open Source | ✅ | Partial | ✅ | Partial | ✅ |
- 🍳 Culinary Intelligence — Professional recipes with food costing, HACCP, and flavor science
- 🧬 Molecular Gastronomy — Scientific cooking with physics engines and safety validation
- 📊 Business Strategy — Nobel-level analysis with ROI/NPV/IRR and risk matrices
- 📈 Market Intelligence — TAM/SAM/SOM with competitive landscape mapping
- 🔮 Forecasting — Adversarial prediction with optimality vs entropy simulation
- 🔬 Deep Research — Multi-source analysis with confidence levels
- 🤖 LLM Orchestration — Chain multiple AI models with guardrails
- 🎓 Education — Greek and English educational content
- 🏗️ System Design — Architectural blueprinting with axiomatic foundations
git clone https://github.com/contrario/aetherlang.git
cd aetherlang
python -m venv venv
source venv/bin/activate
pip install -e .
pytest tests/- Fork the repository
- Create a feature branch (
git checkout -b feature/amazing-feature) - Commit your changes
- Push and open a Pull Request
MIT License — see LICENSE for details.
- Live Demo: neurodoc.app/aether-nexus-omega-dsl
- ClawHub Skill: clawhub.ai/skills/aetherlang
- GitHub: github.com/contrario/aetherlang
Built in 40 days. From cook to AI platform builder. 🚀
Made with ❤️ by contrario
🎥 Click to watch demo