title: README
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Twancko Intelligent Quant Hive
A General Overview
What Is Twancko Intelligent Quant Hive?
Twancko Intelligent Quant Hive: Operating under the brand identity iQH is an autonomous AI-driven trading intelligence organisation built on the convergence of reinforcement learning, quantitative finance, and real-time signal delivery infrastructure.
At its core, iQH is not a trading signal service in the traditional sense. It is a self-learning AI ecosystem that observes financial markets, makes autonomous decisions, and synchronises those decisions to connected accounts instantly removing human emotion, delay, and inconsistency from the equation entirely.
The name reflects the founding philosophy: Intelligence from machine learning, Quant from quantitative market analysis, and Hive from the interconnected, collective nature of the system one brain, many accounts, one unified direction.
The Technology Behind iQH
Soft Actor-Critic (SAC) Reinforcement Learning
The iQH engine is powered by Soft Actor-Critic (SAC) one of the most advanced reinforcement learning architectures available. Unlike traditional algorithmic trading systems that follow fixed rules, SAC learns from its environment continuously.
SAC operates by balancing two objectives simultaneously maximising trading returns while maintaining maximum entropy in its decision-making. In practical terms, this means the AI explores a wide range of market conditions, avoids overfitting to past patterns, and develops robust strategies that hold up under changing market dynamics.
The engine learns what works, discards what does not, and improves with every cycle autonomously.
What the AI Monitors
The iQH SAC engine processes a rich set of market signals on every decision cycle, including:
- Live price action and tick data across multiple symbols
- Technical indicators including RSI, ATR, and moving averages
- Candlestick pattern recognition including Doji formations
- Market sentiment signals
- Retracement and pullback detection
- Portfolio-level position weighting and margin exposure
- Volatility-adjusted risk parameters
No single indicator drives a decision. The AI synthesises all of these inputs simultaneously, producing a continuous action value that determines whether to open, hold, or close a position and at what size.
Risk Management
Risk management is embedded directly into the AI's decision architecture rather than bolted on as an afterthought. Every trade the iQH engine executes includes:
- ATR-based Stop Loss and Take Profit : Dynamically calculated from real market volatility, not fixed pip values
- Trailing Stop System : Once a trade reaches a profitability threshold, a trailing mechanism locks in gains as the market moves in favour
- Portfolio Optimisation : Lot sizes are weighted across symbols based on a continuously updated portfolio allocation model
- Margin Safety Checks : The system verifies available margin before every execution and adjusts position sizes downward if needed
- Spread Guard : Trades are blocked automatically when broker spreads exceed acceptable thresholds
TiQHSync : The Signal Delivery Layer
TiQHSync is the proprietary technology that connects the iQH AI engine to client accounts in real time.
When the iQH engine makes a decision, TiQHSync broadcasts that decision instantly over a persistent WebSocket connection to every authenticated client simultaneously. There is no polling, no delay, and no manual step required.
The flow is simple:
iQH SAC AI Engine makes a decision
│
▼
TiQHSync broadcasts signal
│
┌───────┴───────┐
▼ ▼
Client A Client B
executes executes
instantly instantly
Each client account is authenticated using a unique private API key. Only authorised accounts receive signals. The moment a position is opened on the iQH master account, connected clients open the same position. The moment it closes, they close too.
Who Is iQH For?
iQH is designed for a specific type of market participant, one who understands that consistent, disciplined, data-driven decision-making outperforms emotional and reactive trading over time, and who wants access to institutional-grade AI technology without building it themselves.
Current access categories:
- TiQHSync Clients : individuals who connect their MT5 accounts to receive and mirror iQH trade signals automatically
- API Partners : developers and organisations who want to integrate iQH signal data into their own platforms or systems
- Institutional Enquiries : funds, prop firms, or larger organisations interested in custom arrangements
- Strategic Partners : technology or financial services companies interested in collaboration
Platform & Compatibility
iQH and TiQHSync operate natively on MetaTrader 5 (MT5) the world's most widely used professional trading platform, supported by hundreds of brokers globally.
Clients run a lightweight Python script (client_listener.py) on their own machine or VPS. It connects to the TiQHSync server, authenticates with their private key, and handles all trade execution automatically. No coding knowledge is required beyond basic configuration.
| Requirement | Detail |
|---|---|
| Trading Platform | MetaTrader 5 |
| Client Script | Python 3.8+ |
| Connection | WebSocket over internet |
| Authentication | Unique API key per client |
| OS | Windows (MT5 requirement) |
| Recommended Setup | Windows VPS for 24/7 uptime |
The iQH Philosophy
Markets are complex, dynamic, and largely unpredictable in the short term. Human traders are subject to fear, greed, fatigue, and inconsistency all of which compound over time into poor outcomes.
iQH was built on the belief that a well-designed AI, given the right data, the right architecture, and enough market exposure to learn from, can develop trading behaviours that are more consistent, more disciplined, and more adaptive than any human trader operating manually.
The Hive model extends this further, one intelligent system, operating continuously, distributing its decisions across a network of connected accounts. Every client benefits from the same AI brain, the same risk management, and the same real-time execution, regardless of their own trading experience or background.
Current Status
iQH 4.0 is the current production version of the engine still yet not released is under training and final tuning. TiQHSync client access is in final preparation and will open to new clients shortly.
For access enquiries, contact RichesPalace directly:
Disclaimer
Trading financial instruments involves significant risk and may not be suitable for all investors. The iQH AI engine operates autonomously and past performance does not guarantee future results. All trading decisions are made by the AI system. Clients are responsible for the activity on their own accounts and should only commit capital they can afford to lose. This overview is for informational purposes only and does not constitute financial advice.
© 2026 RichesPalace, Twancko Intelligent Quant Hive. All rights reserved.