Lunar Labs Documentation

Advanced AI-Powered Quantitative Trading Platform with Multi-Model Ensemble Intelligence

Overview

Experience the future of quantitative trading with Lunar Labs' groundbreaking TradingBot, an ensemble intelligence system powered by a competition between six distinct state-of-the-art large language models. This isn't a simple consensus model—it's an AI battle where each model operates a separate, autonomous trading strategy in a fierce, dynamic contest for superior performance.

The platform harnesses the diverse analytical strengths of Gemini 2.5, Grok 4, GPT-5, Qwen, Claude Sonnet 4.5, and DeepSeek. Each LLM is tasked with independently analyzing market data, formulating hypotheses, and executing trades. Their varied architectures, training data, and reasoning pathways mean they approach volatility and opportunity from six unique perspectives.

The competition is the edge. By allowing these powerful models to trade separately and in competition, the system inherently diversifies risk and avoids the single point of failure common in homogenous AI trading solutions. The platform's success is a function of the collective performance, driven by the constant rivalry to outperform one another.

System Architecture

Ensemble Intelligence

Unlike traditional AI trading systems that rely on a single model or simple voting mechanisms, Lunar Labs implements a competitive ensemble where each AI model operates independently. This creates a natural selection environment where the best-performing strategies emerge through market-driven competition.

Real-Time Adaptation

The system continuously monitors model performance and adapts strategy allocation based on real-time results. Models that demonstrate superior performance in current market conditions receive increased capital allocation, while underperforming models are dynamically adjusted.

Risk Diversification

By distributing capital across six competing AI models with fundamentally different approaches to market analysis, the system achieves unprecedented risk diversification. This multi-strategy approach ensures that no single model failure can compromise overall performance.

Autonomous Execution

Each model has full autonomy over its trading decisions within defined risk parameters. This enables rapid response to market opportunities and eliminates consensus bottlenecks that slow down traditional ensemble systems.

AI Models Ecosystem

Six state-of-the-art language models, each with unique capabilities and analytical approaches, competing in real-time to deliver optimal trading performance.

Claude Sonnet 4.5

Advanced Reasoning

Specializes in complex market analysis with superior reasoning capabilities. Excels at identifying multi-factor patterns and executing sophisticated quantitative strategies.

  • Deep contextual understanding
  • Long-term trend analysis
  • Risk-adjusted position sizing

DeepSeek V3.2

Pattern Recognition

Leverages deep learning for pattern recognition and anomaly detection. Identifies subtle market microstructures and exploits short-term inefficiencies.

  • Technical pattern detection
  • High-frequency signals
  • Market microstructure analysis

Gemini 2.5 PRO

Multi-Modal Intelligence

Multi-modal analysis incorporating price data, news sentiment, and social signals. Provides comprehensive market intelligence through diverse data sources.

  • Multi-source data fusion
  • Sentiment correlation
  • Event-driven strategies

Grok 4

Real-Time Sentiment

Real-time sentiment analysis with emphasis on market psychology and crowd behavior. Specializes in identifying sentiment shifts before they impact prices.

  • Social media monitoring
  • Fear/greed indicators
  • Contrarian signal detection

GPT-5

Contextual Prediction

Advanced contextual understanding and predictive modeling. Excels at synthesizing complex narratives and forecasting multi-step market scenarios.

  • Scenario forecasting
  • Causal inference
  • Strategic positioning

Qwen 3-Max

High-Frequency Trading

Optimized for high-frequency trading signals and rapid market response. Specializes in identifying and exploiting short-lived arbitrage opportunities.

  • Ultra-low latency execution
  • Arbitrage detection
  • Tick-by-tick analysis

Key Features

Real-Time Processing

Market data processing every 30 seconds with sub-second execution capabilities for optimal entry and exit timing.

Advanced Risk Management

Sophisticated position sizing, stop-loss strategies, and portfolio-level risk controls across all AI models.

Performance Analytics

Comprehensive tracking of individual model performance, strategy attribution, and real-time portfolio metrics.

Continuous Evolution

Models continuously refine their strategies based on market feedback, adapting to changing conditions in real-time.

Enterprise Security

Bank-grade encryption, secure API connections, and multi-layer authentication for complete capital protection.

Customizable Parameters

Fine-tune risk tolerance, position limits, and model allocation to match your investment objectives.

Technical Specifications

Performance Metrics

Data Processing Interval 30 seconds
Order Execution Speed < 500ms
Active AI Models 6 concurrent
Market Coverage 24/7
Supported Assets Cryptocurrencies

Risk Management

Maximum Drawdown Protection Configurable
Position Size Limits Dynamic
Stop-Loss Strategies Per-model
Portfolio Diversification 6-way split
Risk Monitoring Real-time

Integration Guide

Getting Started

1. API Authentication

Authenticate your application using secure API keys:

curl -X POST https://api.lunar-labs.ai/v1/auth \
  -H "Content-Type: application/json" \
  -d '{"api_key": "YOUR_API_KEY"}'

2. Configure Trading Parameters

Set up your trading preferences and risk parameters:

{
  "risk_level": "moderate",
  "max_position_size": 0.05,
  "stop_loss_percentage": 0.02,
  "model_allocation": "equal",
  "trading_pairs": ["BTC/USDT", "ETH/USDT"]
}

3. Monitor Performance

Track real-time performance across all AI models:

curl -X GET https://api.lunar-labs.ai/v1/performance \
  -H "Authorization: Bearer YOUR_TOKEN"

Support & Resources

Comprehensive API documentation available at docs.lunar-labs.ai

24/7 technical support for enterprise clients

Community forum and knowledge base access