Pythagoras Stardust™ is an advanced Gold Trading Engine built on a non-Linear Machine Learning pipeline that predicts price action bar-by-bar. Driven by PyTorch LSTMs, gradient-boosted trees, and Adaptive Volatility Matrixes, it delivers strict Mathematical Expectancy with zero Human Bias.
Neural Engines by Terralabs Industries.
Advanced AI-driven trading engines designed for different markets and strategies. Each engine is built with our core principles of transparency, control, and continuous adaptation.
Pythagoras Stardust™
XAU/USD ML Trading Engine
Pythagoras Stardust™ is an advanced XAU/USD machine-learning trading engine built on a non-linear quantitative signal pipeline that evaluates market structure bar-by-bar. The system uses PyTorch-trained predictive models exported through ONNX for MT5 execution, combining model-confidence scoring, normalized multi-factor market features, volatility-aware regime filtering, out-of-distribution protection, ATR-based dynamic exits, and strict risk-governance logic. Its objective is to identify statistically favorable trading conditions, target positive mathematical expectancy, and reduce discretionary human decision-making through fully rule-based execution.
Aurelius-1™
Gold Trading Engine — Discontinued
Aurelius-1™ was our first-generation Synthetic Neural Adaptive Intelligence Technology (SNAIT) for XAU/USD trading on MetaTrader 5. It has been retired and succeeded by Pythagoras Stardust™, our next-generation ML trading engine with significantly enhanced architecture and performance.
Gold Doesn't Sleep. Neither Does Our Engine.
Driven by our Synthetic Neural Adaptive Intelligence Technology (SNAIT), re-invented with a Cognitive Trading Fabric and Adaptive Intelligence Core that reverse-engineers decades of XAU/USD market data.
PyTorch ML Models
PyTorch-trained predictive models exported through ONNX for MT5 execution, delivering institutional-grade inference directly at the broker level.
Non-Linear Signal Pipeline
A quantitative signal pipeline that evaluates XAU/USD market structure bar-by-bar using normalized multi-factor market features.
Model-Confidence Scoring
Every trade is gated by a real-time confidence score — the engine only executes when statistical edge clears a strict threshold.
ATR-Based Dynamic Exits
Volatility-aware ATR dynamic stop and target logic adapts exits to live market conditions, protecting capital across all regimes.
OOD Protection
Out-of-distribution detection identifies when market conditions fall outside training distribution, halting execution to prevent model misfire.
Strict Risk Governance
Rule-based risk-governance logic enforces hard position limits and drawdown controls with zero discretionary override.
Performance That Delivers.
100% equity safe in your MT5 account, 1.42x profit factor, 72.1% annual return, tracked with full transparency.
Equity Curve vs Benchmark
Research at the Frontier.
Pythagoras Stardust™ is built on PyTorch-trained ML models and a non-linear quantitative signal pipeline — combining confidence scoring, regime filtering, OOD protection, and ATR-based dynamic exits for fully rule-based XAU/USD execution.
Non-Linear Quantitative Signal Pipeline
A multi-layer signal pipeline that evaluates XAU/USD market structure bar-by-bar using normalized multi-factor features for statistically edge-positive entries.
PyTorch / ONNX ML Architecture
PyTorch-trained predictive models exported through ONNX for direct MT5 execution — combining model-confidence scoring with out-of-distribution protection.
Volatility-Aware Regime Filtering
ATR-based dynamic exits and volatility-aware regime filters adapt the engine to live market conditions, preventing execution during unfavorable regimes.
Choose Your Tier. Start Trading.
Fixed monthly subscription • Keep 100% of profits • Cancel anytime
ENGINE LICENSING MODEL
Select your Tier • Fixed monthly subscription based on your capital • Keep 100% of all profits
Important Legal Notice
TERRALABS INDUSTRIES is an IT consultancy providing execution-only algorithmic trading software. We do NOT provide investment advice, asset management, or discretionary portfolio management services. All trading capital remains in your MetaTrader 5 brokerage account at all times. TERRALABS does NOT hold, custody, or have withdrawal rights over customer funds. Access is provided via broker API for execution purposes only. You retain final authority over your account and can revoke API access at any time. Autonomous execution does NOT constitute discretionary management because you pre-authorize execution parameters and retain unilateral right to disconnect. Trading involves substantial risk of loss. Past performance does not guarantee future results.
We Stand With the Best.
Your capital security is our priority. We only recommend brokers who meet the highest global regulatory standards authorized by the SCA (UAE), FCA (UK), ASIC (Australia), and CySEC (EU). Each partner maintains tier-1 compliance frameworks ensuring segregated client accounts, deposit protection schemes, and strict institutional oversight across multiple continents, giving you complete transparency and peace of mind regardless of where you trade.
Board of Directors.
Long-term institutional vision to design and deploy intelligent infrastructure that underpins the evolution of enterprises, markets, and human-scale systems worldwide.
Jyothish Vanaja Rajendran
Chief Executive Officer & Chief Technology Officer
CEO & CTO • AI Pioneer • Systems Architect • Serial Entrepreneur
"The man orchestrating technology and strategy from vision to execution"
Technology & Leadership
That Drives
Results.
Chief Executive Officer & Chief Technology Officer
Visionary technologist and serial entrepreneur pioneering AI-driven trading engines with mastery over execution science, system architecture, and enterprise infrastructure. Grounded in advanced computational systems and data science from early exposure to technology ecosystems, bridging business strategy with cutting-edge technical innovation. Since early 2000s, architecting multi-industry ventures across fintech, AI, blockchain (WEB 3.0), logistics, F&B, construction, and sustainable living infrastructure spanning India, UAE, Australia, and Southeast Asia. Steering TERRALABS' complete technology stack and strategic direction—orchestrating the cognitive intelligence behind Pythagoras Stardust™ in production while driving frontier research through Large Reasoning Models, neural algorithmic trading frameworks, and next-generation execution systems. Co-founder of Metawire (Blockchain Technology & Payment Gateways) and GastroLabs www.gastrolabs.xyz, with a civilization-scale vision focused on capital efficiency, AI-powered market intelligence, and sustainable, longevity-oriented living systems.
Orchestrating technology & vision
from systems to execution.
Renjith Raj
Entrepreneur, Strategic Backer & Co-Founder
"The man behind capital, credibility and Public Positioning"
Capital
That Drives
Results.
Entrepreneur, Strategic Backer & Co-Founder
Strategic capital partner and institutional network architect driving TERRALABS' market positioning and credibility. Multi-disciplinary Entrepreneur operating Industrial printing warehouses, Chain of Fitness units, Printing Material Supply chain. Orchestrating high-value relationships with institutional investors, regulatory bodies, and strategic partners across UAE and international markets. Expert in capital structuring, public positioning, and building institutional trust at scale.
Governing capital
from discipline to durability.
Questions? Let's Talk.
Have questions about Pythagoras Stardust™? Want to schedule a demo? We're here to help you understand how our trading engines can work for you.
Schedule a Demo Call
Get a personalized walkthrough of Pythagoras Stardust™, ask questions, and see how our engine can fit your trading strategy.
Contact Information
Reach out to us directly through any of these channels. We're here to answer your questions.
TERRALABS INDUSTRIESINFORMATION TECHNOLOGY CONSULTANCIES – FZCOLicense Number: 75343Dubai Integrated Economic Zones Authority (DIEZA)75343 - 001, IFZA Business Park, Dubai Digital Park, Dubai Silicon Oasis, Dubai, UAE
Parallel Projects Roadmap of Terralabs.
TERRALABS INDUSTRIES—Building the future across Fintech, Embedded Systems, and Human-Centered AI.
Fintech Engineering
Synthetic Neural Adaptive Intelligence Technology Systems
Aurelius-1™
Aurelius-1™ is our Synthetic Neural Adaptive Intelligence Technology (SNAIT) for XAU/USD (Gold) trading on MetaTrader 5. An Intelligent system that learns from decades of market data, adapts in real time, and runs on Auto-Pilot and the precision of a Random Forest–based Decision Framework (RFDF) built for discipline and complete control, with your funds always secured in your own Broker account.
Pythagoras Stardust™
Pythagoras Stardust™ is an advanced XAU/USD machine-learning trading engine built on a non-linear quantitative signal pipeline that evaluates market structure bar-by-bar. The system uses PyTorch-trained predictive models exported through ONNX for MT5 execution, combining model-confidence scoring, normalized multi-factor market features, volatility-aware regime filtering, out-of-distribution protection, ATR-based dynamic exits, and strict risk-governance logic.
TERRALABS R&D Laboratory
Dedicated research facility focused on Deep Reinforcement Learning (DRL) and technological advancements in algorithmic trading, quantitative finance, and AI-driven market analysis. Powered by high-performance GPU clusters and supercomputing infrastructure, our R&D lab processes massive datasets, trains complex neural networks, and runs millions of market simulations to pioneer the next generation of quantitative intelligence systems.
Aurelius-2™
Quantitative Neurogenic Organism (QNO) is a self-developing quantitative lifeform that learns through interaction with financial environments using deep reinforcement learning. It grows and restructures its internal neural architecture over time, adapting to market regimes, risk constraints, and capital dynamics, operating as an autonomous organism rather than a fixed or pre-programmed trading model.
Embedded Systems & AI
Intelligent Automotive Safety Technologies
BlueBox™
AI-driven, cryptographically secure OBD (On-Board Diagnostics) device fitted inside vehicles as an automotive accident evidence system. Advanced edge computing solution that captures, analyzes, and securely stores accident data with blockchain-verified integrity. Instantly sends incident reports to police, ambulance, insurance company, jurisdiction, and emergency contact upon detection.
Human-Centered Systems Engineering
AI-Driven Coordination & Social Impact
WELOOP™
AI-driven human coordination system that listens to real-world needs, understands intent, and connects people instantly to solve life's problems with trust, proximity, and democratic earning—every single second.