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INTRODUCING
Voyons

CRYPTO SIGNAL
AS A SERVICE.

Voyons delivers institutional-grade, probabilistic forecasts for crypto markets with transparent AI-driven insights.

Mathematical Formulas
SDK IMPLEMENTATION EXAMPLES

VOYONS IN ACTION

The following examples demonstrate applications built with the Voyons API/SDK. Voyons provides the forecasting infrastructure and developers build custom implementations for their specific use cases.

SCENARIO ANALYSIS

Maps probability distributions across timeframes without approximations or parametric assumptions.

PORTFOLIO REBALANCING

Optimizes asset allocation for maximum risk-adjusted returns and portfolio stability.

MARKET SCREENER

Identifies volatility breakouts and regime shifts across multiple assets.

VOLATILITY FORECASTING

Predicts volatility regime shifts for advanced risk management and position sizing.

PROBABILITY CALCULATION

Quantifies market scenario probabilities using advanced Monte Carlo simulations.

CONVERSATIONAL INTERFACE

Delivers quantitative forecasts through natural language queries via API.

API ACCESS PLAYGROUND

Access the playground to test model parameters, evaluate output quality, and integrate with your systems before scaling usage.

GET API KEY Includes full documentation access.
Go Board
TECHNICAL SPECIFICATIONS

POWER UNDER THE HOOD

SICK BIDE FRAMEWORK

Open-source paradigm for assumption-free distribution modeling. Combines GPU-accelerated probabilistic computations with binary-level data representation.

PROBABILISTIC FORECASTING

Uncertainty-aware predictions using Monte Carlo simulations for calibrated strategy development and comprehensive risk assessment.

EXTROPY-DRIVEN

Utilizes proper scoring rules and density estimation techniques to ensure well-calibrated probabilistic models for accurate forecasting.

MULTI-VARIATE ANALYSIS

Integrates OHLC data, blockchain analytics, and dynamic market conditions for comprehensive signal generation.

TEST-TIME SCALING

GPU-optimized infrastructure designed for high-performance processing of diverse financial and on-chain data sources.

OPEN SOURCE COMPONENTS

Transparent and extensible framework enabling community-driven innovation in predictive analytics for chaotic systems.

Asset List
APPLICATIONS

USE CASES

For Crypto Traders

ALGORITHMIC TRADING

  • Real-time signals for automated execution
  • Volatility regime classification
  • Multi-asset correlation insights

PORTFOLIO MANAGEMENT

  • Dynamic rebalancing strategies
  • Risk-adjusted return forecasting
  • Asset allocation optimization

TRADING STRATEGY R&D

  • Monte Carlo backtesting & scenario stress tests
  • Feature importance via simulation
  • Evaluation across multiple timeframes & lags

For Crypto Platforms & Apps

AI-POWERED FEATURE INTEGRATION

  • Offer predictive signals directly to users
  • Forecast overlays for trading dashboards
  • Add value to premium tiers with intelligent tools

CONVERSATIONAL FORECASTING

  • Integrate Voyons into AI chat interfaces
  • Enable smart market queries like "Will BTC flip?"
  • Serve structured forecasts via API in natural language

EMBEDDED FORECASTING

  • REST API or Python SDK integration
  • Scale insights across mobile/web with minimal overhead
  • Enable on-chain or cross-asset analytics at scale
DEVELOPER RESOURCES

EASY INTEGRATION

RESTFUL API

Clean, well-documented API endpoints for seamless integration with any platform.

PYTHON SDK

Official Python library for rapid integration into existing workflows.

ENTERPRISE SOLUTIONS

Custom integration support with dedicated infrastructure for institutional clients.

import duonlabs

# Initialize client
client = duonlabs.DuonLabs(token="YOUR_API_TOKEN")

# Generate forecast
forecast = client.forecast(
  pair="BTC/USDT",
  frequency="8h",
  n_steps="10"
)

# Compute probabilities
p_up = forecast.probability(lambda c: c["close"][-1] > c["open"][0])
p_drop = forecast.probability(lambda c: min(c["low"]) < forecast.cutoff_close * 0.95)

# Extract scenarios
bullish = forecast.highest("close")
bearish = forecast.lowest("low")
          

GET STARTED

Join leading traders and institutions leveraging Voyons for advanced market forecasting.