Introducing
Pythagoras Stardust — AI gold trading engine by TerraLabs Industries

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.

Fully Automatic.Funds Stay in Your own Account.
80%-120%
Annual Return
1.42x
Profit Factor
1.72
Recovery Factor
1.85
Sharpe Ratio
Back Tested Results

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.

Legacy — Previous Generation of Stardust

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

■ Pythagoras Stardust™ Framework■ Buy & Hold Gold
+200%+150%+100%+50%0%-25%Q1Q2Q3Q4YTD+72%+156%+224%+268%+22%+32%+38%+45%

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.

18+
Years of R&D
50+
Proprietary Alpha Models
2B+
Training Data Points
99.9%
Uptime

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.

• Bar-by-bar market structure analysis
• Multi-factor feature normalization
• Quantitative edge scoring

PyTorch / ONNX ML Architecture

PyTorch-trained predictive models exported through ONNX for direct MT5 execution — combining model-confidence scoring with out-of-distribution protection.

• PyTorch deep learning models
• ONNX cross-platform export
• OOD regime detection

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.

• ATR dynamic stop/target logic
• Volatility regime classification
• Strict risk-governance rules

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

TIER 1

$10K - $24.9K

$199/mo
Per month
KEY FEATURES
Full Pythagoras Stardust™ access
MT5 integration
Email support
Keep 100% of profits
01

TIER 2

$25K - $49.9K

$399/mo
Per month
KEY FEATURES
Full Pythagoras Stardust™ access
MT5 integration
Priority email support
Keep 100% of profits
02

TIER 3

$50K - $99.9K

$799/mo
Per month
KEY FEATURES
Full Pythagoras Stardust™ access
MT5 integration
Priority support
Monthly strategy calls
Keep 100% of profits
03
POPULAR

TIER 4

$100K - $249.9K

$1,799/mo
Per month
KEY FEATURES
Full Pythagoras Stardust™ access
MT5 integration
Priority support 24/7
Weekly strategy calls
Keep 100% of profits
04

TIER 5

$250K - $499.9K

$3,799/mo
Per month
KEY FEATURES
Full Pythagoras Stardust™ access
MT5 integration
VIP support 24/7
Weekly strategy calls
Dedicated success manager
05

TIER 6

$500K+

$7,999/mo
Per month
KEY FEATURES
Full Pythagoras Stardust™ access
MT5 integration
Dedicated account manager
White-glove concierge service
06
Inquire via WhatsApp
ENTERPRISE

Enterprise & Institutional Solutions

Custom Licensing • White-Label • Partner Programs

Custom Quote Required

TERRALABS works with select institutional customers to design tailored software licensing structures for enterprise deployment, white-label branding, partner distribution, and OEM-style arrangements. All custom solutions require separate agreements and eligibility criteria.

CUSTOM

Enterprise Licensing

Custom
Request Quote
KEY FEATURES
Deployment planning
Infrastructure scaling
Priority support
On-Premises option
Volume pricing
Multi-engine packages
07

WHITE-LABEL

Partner Programs

Custom
Request Quote
KEY FEATURES
Branded deployment
Custom domain
Access controls
OEM licensing
Broker partnerships
Revenue-sharing
08

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.

IG Group
Pepperstone
Equiti
ADSS

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

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.

jyothishvr@outlook.com+971 5 4343 4848
Renjith Raj

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.

renjithrajrv@outlook.com+971 5 474747 81

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.

Performance-based model
Full custody control
Complete transparency

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

+971 5 4343 4848
WhatsApp
terralabsindustries@outlook.com

Who We Are

TerraLabs Industries

Intelligence for Earth and Beyond.

TerraLabs Industries is a global research and development institution building advanced intelligence systems across finance, mobility, infrastructure and human networks.

We research, engineer and deploy intelligent systems that learn, adapt and operate in complex real-world environments.

Rather than operating around a single product or industry, TerraLabs develops a portfolio of specialised technology platforms supported by a common research, intelligence and engineering infrastructure.

Working at the convergence of

  • Artificial Intelligence
  • Financial Engineering
  • Robotics & Embedded Systems
  • Intelligent Mobility
  • Advanced Computing
  • Human Coordination Networks

Our Technology Ecosystem

Pythagoras Stardust™by TerraLabs Industries

Autonomous Financial Intelligence System

Pythagoras Stardust is TerraLabs Industries’ financial intelligence and execution platform, designed to analyse complex market environments and support autonomous, data-driven execution.

Its architecture combines adaptive intelligence, deep reinforcement learning, decision frameworks, distributed learning, market-regime analysis and capital-preservation systems.

Pythagoras Stardust is designed as a governed financial intelligence infrastructure rather than a broker, fund manager or custodian.

Titanus-X™by TerraLabs Industries

High-Precision Options Intelligence

Titanus-X is TerraLabs Industries’ quantitative intelligence and execution system engineered for high-volatility, time-sensitive derivatives markets.

The platform focuses on timing accuracy, controlled exposure, risk governance and capital preservation.

BlueBox Oneby TerraLabs Industries

Intelligent Speed Governance & Road-Safety Infrastructure

BlueBox One is an advanced mobility and road-safety technology being developed by TerraLabs Industries for intelligent speed governance and automated enforcement infrastructure.

Instead of depending on a single isolated parameter, BlueBox One is designed around multi-parameter verification, analysing multiple relevant data points before producing an intelligent system verdict.

The platform is being developed to support speed-violation detection, contextual verification and automated fine-processing workflows while improving the intelligence and reliability of road-speed enforcement.

Certain technological provisions within BlueBox One are patent pending.

WeLoop™by TerraLabs Industries

Human Coordination Intelligence

WeLoop is an AI-driven human-coordination platform designed to connect people with real-world needs, opportunities and solutions through intelligent intent matching.

The platform explores new models for real-time coordination, community trust and distributed participation.

TerraLabs R&D Laboratory

Advanced Intelligence Research Infrastructure

The TerraLabs R&D Laboratory provides the research and computational foundation behind the company’s technology ecosystem.

It supports advanced simulations, machine-learning research, system validation, stress testing and the development of next-generation adaptive intelligence.

One Intelligence Ecosystem. Multiple Industries.

TerraLabs Industries is built around a simple principle:

Intelligence should not remain static.

Systems should be capable of learning from information, adapting to changing environments, protecting the people and infrastructure around them and improving through continued research.

Our technology portfolio spans different industries, but every TerraLabs project shares the same foundation:

  • Research
  • Intelligence
  • Engineering
  • Governance
  • Real-world deployment

We are building accountable intelligence for the systems on which tomorrow’s world will depend.

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

PROJECT
01

Aurelius-1™

LIVE
Completion100%

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.

Key Highlights
Synthetic Neural Adaptive Intelligence Technology (SNAIT)
Synthetic Intelligence Auto-Pilot Trading
Random Forest Decision Framework (RFDF)
Client Funds Stay in Broker Account
PROJECT
02

Pythagoras Stardust™

LIVE
Completion100%

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.

Key Highlights
PyTorch / ONNX ML Architecture
Non-Linear Quantitative Signal Pipeline
Volatility-Aware Regime Filtering
ATR-Based Dynamic Exits
PROJECT
03

TerraLabs R&D Laboratory

INFRASTRUCTURE ESTIMATION DONE
Completion50%

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.

Key Highlights
Deep Reinforcement Learning Research
High-Performance GPU Computing Clusters
Supercomputer Processing Infrastructure
Proprietary LLM for Market Analysis
Quantum-Inspired Optimization Algorithms
Massive Parallel Market Simulations
Academic Partnership Programs
PROJECT
04

Aurelius-2™

PLANNED
Completion25%

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.

Key Highlights
Self-Developing Quantitative Lifeform
Adaptive Neural Architecture Restructuring
Deep Reinforcement Learning Evolution
Autonomous Market Regime Adaptation

Embedded Systems & AI

Intelligent Automotive Safety Technologies

PROJECT
05

BlueBox™

PROTOTYPE DEVELOPMENT STAGE
Completion75%

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.

Key Highlights
Real-Time Accident Detection & Recording
Instant Emergency Notification System
Automated Reports to Police, Ambulance & Insurance
Cryptographic Evidence Chain of Custody
Edge AI Processing & Computer Vision
Blockchain-Verified Data Integrity
Multi-Camera 360° Coverage

Human-Centered Systems Engineering

AI-Driven Coordination & Social Impact

PROJECT
06

WeLoop™

APP IS READY
Completion50%

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.

Key Highlights
Real-Time Intent Understanding & Matching
Proximity-Based Service Connection
Democratic Earning Model
Trust & Reputation Verification
Natural Language Processing
Community-Driven Problem Solving