Update README.md

README.md

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 ## 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.
+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.
+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 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.
 
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@@ -26,7 +26,7 @@ The name reflects the founding philosophy: **Intelligence** from machine learnin
 
 ### 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.
+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.
 
@@ -44,21 +44,21 @@ The iQH SAC engine processes a rich set of market signals on every decision cycl
 - 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.
+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
+- **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
 
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-## TiQHSync — The Signal Delivery Layer
+## TiQHSync : The Signal Delivery Layer
 
 TiQHSync is the proprietary technology that connects the iQH AI engine to client accounts in real time.