Technical Architecture - CryptoHunter Pro

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How Scanning Works

CryptoHunter Pro uses multi-timeframe analysis to identify high-probability trading opportunities. By analyzing multiple time horizons simultaneously, the system filters out noise and confirms genuine market moves.

M5

5-Minute

Early momentum detection and micro-structure analysis

M15

15-Minute

Confirms real moves, filters fake M5 signals

H1

1-Hour

Structure confirmation and support/resistance

H4

4-Hour

True trend direction for position bias

📊 Technical Indicators Used

The system employs pattern recognition, EMA crossovers (21/50 periods), swing structure analysis (Higher Highs/Lows), ATR-based volatility measurement, volume profile analysis, and pivot point calculations across all timeframes.

⚡

How Orders Are Executed

Every trade follows a strict execution pipeline to ensure quality fills and protect against adverse market conditions.

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Signal Generated

Score ≥ 65

→

🔍

Spread Check

≤ 0.5% bid-ask

→

⚖️

Position Sizing

Confidence-based

→

🏦

Alpaca Execution

Market order

→

✅

Confirmation

Logged & tracked

🏦 Broker Integration

CryptoHunter Pro integrates directly with Alpaca Markets for cryptocurrency trading. Orders are validated for proper sizing before submission, and all executions are logged for performance tracking. Bid-ask spreads exceeding 0.5% are automatically rejected to protect against poor fills.

🎯

How Filters Work

Multiple filtering layers work together to ensure only high-quality signals result in trades. Each system contributes a weighted score to the final decision.

Signal Composition Weights

30%

20%

30%

ATR Gateway

Pattern Recognition

Volume Analysis

AI/ML Predictions

65

Entry Threshold

70

Stack Threshold

65%

ML Confidence Gate

Market Regime Detection

The system analyzes 1H/4H/12H/1D timeframes for BTC, ETH, and SOL to determine overall market conditions and adjusts risk accordingly.

🟢 NORMAL

4H & 12H timeframes in confirmed uptrend. All systems operating normally.

Full Position Sizing (1.0x)

🟡 CAUTIOUS

4H trend broken or 1H showing weakness against 12H. Elevated uncertainty.

Half Position Sizing (0.5x)

🔴 RISK OFF

12H structure down or daily bearish. Capital preservation mode activated.

New Trades Blocked (0.2x)

⏱️ Cooldown Periods

Rate limiting prevents overtrading: maximum 2 trades per hour per symbol, 30-minute cooldown between trades on the same asset, and maximum 10 total trades per hour system-wide.

🛡️

Risk Management System

Multi-layered risk management protects capital at every stage. From position sizing to automated exits, every trade has built-in protection.

4.5%

Stop Loss

8%

Take Profit Target

3%

Trailing Activation

2%

Trailing Distance

1%

Minimum Profit Lock

2-4%

Position Sizing

📉 Trailing Stop Mechanics

Once a position reaches +3% profit, the trailing stop activates. It locks in a minimum of 1% profit and trails 2% below the highest price reached. This allows winners to run while protecting gains. Maximum hold time is 7 days, after which positions are automatically reviewed.

🤖

ML/AI Ensemble

The AI/ML component (30% signal weight) uses an ensemble of machine learning models trained on historical market data to predict trade outcomes.

🌲

Random Forest

Pattern classification

+

📊

Gradient Boosting

Trend prediction

→

🧠

Ensemble

Combined prediction

→

✓

Confidence Gate

≥ 65% required

📈 Continuous Learning

Models are periodically retrained on recent market data to adapt to changing conditions. Training uses feature engineering from technical indicators, price action patterns, and volume metrics.

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Data Security

Your security is our priority. CryptoHunter Pro is designed with a security-first architecture.

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Your Keys, Your Control

API keys are stored securely in your own Alpaca account. We never store, access, or have visibility into your API credentials.
🛡️

No Withdrawal Permissions

The bot only requires trading permissions. It cannot withdraw funds, access your banking information, or move assets off the exchange.
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Encrypted Communications

All API communications use HTTPS/TLS encryption. Data in transit is protected using industry-standard encryption protocols.
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Transparent Logging

All trades are logged with full details for your review. You maintain complete visibility into every action the system takes.

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Supported Markets

CryptoHunter Pro trades USD-paired cryptocurrencies through Alpaca Markets. The system focuses on high-liquidity pairs for optimal execution.

BTC/USD

Bitcoin

ETH/USD

Ethereum

SOL/USD

Solana

XRP/USD

Ripple

LINK/USD

Chainlink

AVAX/USD

Avalanche

LTC/USD

Litecoin

BCH/USD

Bitcoin Cash

GRT/USD

The Graph

PEPE/USD

Pepe

🏦 About Alpaca Markets

Alpaca is a technology-first brokerage providing commission-free trading APIs. They are registered with FINRA and regulated in the United States, offering institutional-grade infrastructure for algorithmic trading.

System Architecture