chizy7
PinnacleMM
C++

Ultra-Low Latency Market Making Bot using C++.

Last updated Jun 22, 2026
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README

PinnacleMM Logo

Ultra-Low Latency Market Making System

License C++ Release Build Status Performance

Getting Started  •   Architecture  •   Order Routing  •   Performance Benchmarks  •   API Reference  •   Exchange Connectors  •   Multi-Instrument

PinnacleMM is a high-performance, production-grade market making system designed for high-frequency trading in cryptocurrency markets. Built primarily in C++ with a focus on ultra-low latency, this system achieves microsecond-level execution speeds while maintaining robust risk management capabilities.

Key Features

  • Ultra-Low Latency Core: Optimized C++ engine with lock-free data structures
  • Nanosecond Precision: High-resolution timing for accurate execution
  • Crash Recovery: Memory-mapped persistence system for reliable operation
  • Dynamic Market Making: Adaptive bid-ask spread based on market conditions
  • Position Management: Intelligent inventory management with customizable risk parameters
  • Exchange Simulation: Realistic market simulation for strategy development and testing
  • Live Exchange Connectivity: Real-time connection to Coinbase Pro WebSocket feeds
  • FIX Protocol Support: Professional-grade FIX connectivity for institutional exchanges
  • Advanced Order Routing: Smart order routing with 4 algorithms (BESTPRICE, TWAP, VWAP, MARKETIMPACT)
  • Multi-Venue Execution: Intelligent order distribution across multiple exchanges
  • ML-Enhanced Trading: Neural network-based spread optimization with sub-microsecond predictions
  • Market Regime Detection: Real-time detection of 8 market regimes using Hidden Markov Models
  • Predictive Analytics: Market impact prediction and reinforcement learning parameter adaptation
  • Advanced Backtesting: Historical data replay with Monte Carlo analysis and A/B testing
  • Real-Time Visualization: Professional web dashboard with live performance monitoring (access at visualization/static/index.html when running with --enable-visualization)
  • Structured Data Export: JSON Lines (JSONL) logging for market data, strategy metrics, and trading events with --json-log flag
  • Risk Management: Pre-trade risk checks (~750ns), position/exposure limits, drawdown tracking, daily loss limits, and auto-hedging
  • Circuit Breaker: Automatic market halt on rapid price moves, spread widening, volume spikes, latency degradation, or crisis regime detection
  • Real-Time VaR: Value at Risk using historical, parametric, and Monte Carlo (10K simulations) methods with lock-free double-buffered reads
  • Alerting System: 16 alert types with throttling, severity levels, and WebSocket delivery to the dashboard
  • Disaster Recovery: Atomic risk state persistence, position reconciliation, and labeled backup management
  • Kubernetes Deployment: Production-ready StatefulSet with health probes, PVC, network policies, and pod disruption budget
  • Enterprise Security: AES-256-CBC encryption with unique salts, 100,000 PBKDF2 iterations, secure password input, comprehensive input validation, audit logging, rate limiting, and certificate pinning
  • Multi-Instrument Trading: Simultaneous trading across multiple symbols with InstrumentManager orchestration
  • Cross-Exchange Arbitrage: Venue price discrepancy detection with fee-adjusted opportunity scanning and dry-run execution
  • Cross-Market Correlation: Pearson/rolling correlation, lead-lag analysis, Engle-Granger cointegration, and signal-based spread adjustment
  • Per-Symbol Risk Tracking: Atomic per-symbol position, PnL, and volume tracking with configurable per-symbol limits
  • Dynamic Resource Allocation: CPU core distribution and thread pinning for multi-instrument deployments
  • Comprehensive Testing: Extensive test suite ensuring reliability and performance

System Architecture

PinnacleMM follows a modular, layered architecture:

  • Core Engine Layer: Ultra-low latency components handling order book and execution
  • Risk Layer: Pre-trade checks, circuit breaker, VaR engine, alerting, and disaster recovery
  • Strategy Layer: Pluggable strategies for different market making approaches
  • Exchange Layer: Multi-protocol connectivity (WebSocket, FIX) with simulation capabilities
  • Persistence Layer: Memory-mapped file system for crash recovery
Read more about the system architecture.

Getting Started

Prerequisites

  • C++20 compatible compiler (GCC 10+, Clang 10+, or MSVC 2019+)
  • CMake 3.14+
  • Boost libraries 1.72+
  • spdlog library (for structured logging)
  • fmt library (for formatting, spdlog dependency)
  • OpenSSL library (for secure credential handling)
  • nlohmann_json library (for configuration handling)

Quick Start with Scripts

PinnacleMM includes convenient bash scripts for easy execution:

Native Execution (Recommended for Development)

# Clone and setup
git clone https://github.com/chizy7/PinnacleMM.git
cd PinnacleMM

One-command setup and run

scripts/run-native.sh # Simulation mode (auto-builds if needed) scripts/run-native.sh -m live -v # Live trading with verbose logs scripts/run-native.sh --enable-ml # ML-enhanced simulation mode scripts/run-native.sh --enable-visualization # With real-time dashboard scripts/run-native.sh --setup-credentials # Configure API keys

Docker Execution (Recommended for Production)

# Build and run in one command
scripts/run-docker.sh                    # Simulation mode
scripts/run-docker.sh -m live -v         # Live trading mode
scripts/run-docker.sh build              # Build Docker image
scripts/run-docker.sh logs               # View container logs

Manual Building from Source

# Clone the repository
git clone https://github.com/chizy7/PinnacleMM.git
cd PinnacleMM

Build with native script (recommended)

scripts/run-native.sh build

Or build manually

mkdir build && cd build cmake .. make -j$(sysctl -n hw.ncpu) # macOS

make -j$(nproc) # Linux

Script Features Comparison

| Feature | Native Script (scripts/run-native.sh) | Docker Script (scripts/run-docker.sh) | |---------|-----------------------------------|-----------------------------------| | Simulation Mode | Perfect | Perfect | | Live Trading | Real WebSocket data | WebSocket config issue | | Auto-Build | Builds if needed | Auto Docker build | | Test Runner | scripts/run-native.sh test | Not included | | Benchmarks | scripts/run-native.sh benchmark | Not included | | Credential Setup | Interactive setup | Volume mounting | | Dependency Check | cmake, make, g++ | Docker only | | Best For | Development & Live Trading | Production & Simulation |

Running PinnacleMM

Simulation Mode

# Using scripts (recommended)
scripts/run-native.sh                    # Native execution
scripts/run-docker.sh                    # Docker execution

Manual execution

cd build && ./pinnaclemm --mode simulation --symbol BTC-USD

ML-enhanced simulation with visualization

cd build && ./pinnaclemm --mode simulation --enable-ml --enable-visualization

Custom ports for visualization (useful for running multiple instances)

cd build && ./pinnaclemm --mode simulation --enable-ml --enable-visualization --viz-ws-port 8089 --viz-api-port 8090

Debug mode with enhanced WebSocket logging

cd build && SPDLOG_LEVEL=debug ./pinnaclemm --mode simulation --enable-ml --enable-visualization --verbose

Enable JSON data export (logs market data and strategy metrics to JSONL file)

cd build && ./pinnaclemm --mode simulation --enable-ml --json-log --json-log-file simulation_data.jsonl

Combined: ML + visualization + JSON logging

cd build && ./pinnaclemm --mode simulation --enable-ml --enable-visualization --json-log --json-log-file simmldata.jsonl

Multi-instrument simulation

cd build && ./pinnaclemm --mode simulation --symbols BTC-USD,ETH-USD

Arbitrage detection (dry-run)

cd build && ./pinnaclemm --mode simulation --symbol BTC-USD --enable-arbitrage --arb-dry-run

The visualization dashboard will be available at:

- WebSocket: ws://localhost:8080 (or custom port with --viz-ws-port)

- REST API: http://localhost:8081 (or custom port with --viz-api-port)

- Dashboard: Open visualization/static/index.html in your browser

- Test Dashboard: Open build/test_dashboard.html for WebSocket connection testing

Live Exchange Mode

# Setup credentials first
scripts/run-native.sh --setup-credentials

Live trading with scripts

scripts/run-native.sh -m live -v # Native (recommended for live) scripts/run-docker.sh -m live -v # Docker

Manual execution

cd build && ./pinnaclemm --mode live --exchange coinbase --symbol BTC-USD --verbose

Live trading with ML and visualization (custom ports)

cd build && ./pinnaclemm --mode live --exchange coinbase --symbol BTC-USD --enable-ml --enable-visualization --viz-ws-port 8085 --viz-api-port 8086 --verbose

Debug mode for live trading (with enhanced logging)

cd build && SPDLOG_LEVEL=debug ./pinnaclemm --mode live --exchange coinbase --symbol BTC-USD --enable-ml --enable-visualization --viz-ws-port 8085 --viz-api-port 8086 --verbose

Live trading with JSON data export (captures real market data)

cd build && ./pinnaclemm --mode live --exchange coinbase --symbol BTC-USD --enable-ml --json-log --json-log-file livebtcdata.jsonl

Full-featured live trading: ML + visualization + JSON logging

cd build && ./pinnaclemm --mode live --exchange coinbase --symbol BTC-USD --enable-ml --enable-visualization --viz-ws-port 8085 --viz-api-port 8086 --json-log --json-log-file livetradingsession.jsonl --verbose

Access the live dashboard:

- Main Dashboard: visualization/static/live_dashboard.html

- Test Dashboard: build/test_dashboard.html (for connection testing)

- WebSocket: ws://localhost:8085 (or your custom port)

- REST API: http://localhost:8086 (or your custom port)

When running in live mode, you'll be prompted for your master password to decrypt API credentials.

Backtest Mode

# Run backtest with synthetic data (no API keys needed, auto-generates data if no CSV found)
cd build && ./pinnaclemm --mode backtest --symbol BTC-USD

Backtest with ML-enhanced strategy

cd build && ./pinnaclemm --mode backtest --symbol BTC-USD --enable-ml

Custom parameters

cd build && ./pinnaclemm --mode backtest --symbol BTC-USD \ --initial-balance 50000 --trading-fee 0.002 --slippage-bps 5.0

Custom output directory

cd build && ./pinnaclemm --mode backtest --symbol BTC-USD --backtest-output my_results

Using your own historical data: place CSV at <backtest-output>/data/<SYMBOL>.csv

e.g. backtest_results/data/BTC-USD.csv with format:

timestamp,symbol,price,bid,ask,volume

1640995200000000000,BTC-USD,47892.50,47890.00,47895.00,1250.75

Backtest mode runs the strategy against historical (or synthetic) data, prints a detailed performance report (Sharpe ratio, drawdown, win rate, etc.), saves JSON results to the output directory, and exits cleanly.

JSON Data Export

PinnacleMM provides comprehensive structured data export capabilities through JSON Lines (JSONL) format logging. This feature enables detailed analysis, backtesting, monitoring, and debugging of trading strategies and market data.

Features

  • Market Data Logging: Real-time price, volume, bid/ask data with timestamps
  • Strategy Metrics: Position, P&L, quote counts, and performance statistics
  • Order Book Updates: Complete order book state with bid and ask arrays
  • Connection Events: WebSocket connections, disconnections, and errors
  • Trading Events: Order placements, fills, cancellations, and status updates
  • Thread-Safe: Concurrent logging without performance impact
  • JSONL Format: One JSON object per line for easy parsing and streaming

Usage

Enable JSON logging with the --json-log flag and optionally specify a custom file path:

# Basic JSON logging (default file: pinnaclemm_data.jsonl)
./pinnaclemm --mode simulation --symbol BTC-USD --json-log

Custom file path

./pinnaclemm --mode live --exchange coinbase --symbol BTC-USD --json-log --json-log-file mytradingdata.jsonl

Combined with other features

./pinnaclemm --mode live --enable-ml --enable-visualization --json-log --json-log-file full_session.jsonl

Sample Output

{"format":"jsonl","timestamp":"2025-09-29T16:27:06.770Z","type":"session_start","version":"1.0.0"}
{"metrics":{"askprice":67252.80,"bidprice":67248.20,"marketprice":67250.45,"pnl":0.0,"position":0.0,"quoteupdates":1,"strategyname":"BasicMarketMaker","volume":1234.56},"strategyname":"BasicMarketMaker","symbol":"BTC-USD","timestamp":"2025-09-29T16:27:12.011Z","type":"strategy_metrics"}
{"askprice":67253.00,"bidprice":67249.50,"eventtimestamp":1695736032610,"isbuy":true,"price":67250.75,"symbol":"BTC-USD","timestamp":"2025-09-29T16:27:12.610Z","type":"market_update","volume":0.5}

Data Types

  • session_start: Session initialization marker with format and version
  • strategy_metrics: Trading strategy performance and position data
  • market_update: Real-time market data from exchange feeds
  • orderbookupdate: Complete order book snapshots with bid/ask arrays
  • trading_event: Order lifecycle events and trading actions
  • connection_event: Exchange connectivity status and errors

File Management

JSON log files are created in the current working directory by default. For production use, consider:

# Save to logs directory (create and add to .gitignore)
mkdir -p logs
./pinnaclemm --json-log --json-log-file logs/trading$(date +%Y%m%d%H%M%S).jsonl

Save to data directory (existing, likely gitignored)

./pinnaclemm --json-log --json-log-file data/marketdata$(date +%Y%m%d).jsonl

Save outside project directory

./pinnaclemm --json-log --json-log-file ~/tradinglogs/pinnaclemmsession.jsonl

API Credential Management

PinnacleMM securely stores and manages exchange API credentials:

  • Encryption: AES-256-CBC encryption with PBKDF2 key derivation
  • Master Password: Single password to unlock all exchange credentials
  • Secure Storage: Credentials encrypted in config/secure_config.json
  • Interactive Setup: User-friendly credential configuration interface

Setting Up API Credentials

  • Run credential setup:
scripts/run-native.sh --setup-credentials

or manually:

./pinnaclemm --setup-credentials
  • Enter master password (secure input with hidden characters - this encrypts all API keys with AES-256-CBC + unique salt + 100,000 PBKDF2 iterations)
  • Configure exchange credentials:
- Coinbase Pro: API Key + API Secret + Passphrase - Other exchanges: API Key + API Secret (+ optional passphrase) - All inputs are validated and sanitized before encryption
  • Verify setup:
scripts/run-native.sh -m live -v

or manually:

./pinnaclemm --mode live --exchange coinbase --symbol BTC-USD --verbose

Supported Exchanges

WebSocket Connectivity

  • Coinbase Pro: Live market data via WebSocket

FIX Protocol Connectivity

  • Interactive Brokers: FIX 4.2 support (requires IB FIX API agreement)
  • Coinbase Pro: FIX 4.4 institutional connectivity (framework ready)
  • Kraken: FIX 4.4 institutional connectivity (framework ready)
  • Binance: FIX 4.4 institutional connectivity (framework ready)

In Development

  • Kraken, Gemini, Binance, Bitstamp: WebSocket connectors in development
For more detailed instructions, see the Getting Started Guide.

Script Documentation

Native Script (scripts/run-native.sh)

Available Commands:

# Execution modes scripts/run-native.sh                     # Simulation mode (default) scripts/run-native.sh -m live -v          # Live mode with verbose logging scripts/run-native.sh -s ETH-USD          # Custom trading symbol scripts/run-native.sh -e coinbase         # Specify exchange

Build commands

scripts/run-native.sh build # Build project scripts/run-native.sh clean # Clean build directory scripts/run-native.sh rebuild # Clean and rebuild

Testing and benchmarks

scripts/run-native.sh test # Run all tests scripts/run-native.sh benchmark # Run performance benchmarks

Setup

scripts/run-native.sh --setup-credentials # Configure API credentials (secure input) scripts/run-native.sh --help # Show help

Cleanup

scripts/cleanup.sh # Interactive cleanup utility

Features:

  • Auto-build: Builds project if executable not found
  • Dependency checking: Validates cmake, make, g++/clang++
  • Cross-platform: Works on macOS and Linux
  • Test runner: Comprehensive test suite execution
  • Live trading: Real WebSocket connections to exchanges

Docker Script (scripts/run-docker.sh)

Available Commands:

# Execution modes scripts/run-docker.sh                     # Simulation mode (detached) scripts/run-docker.sh -m live -v          # Live mode (interactive) scripts/run-docker.sh -s ETH-USD          # Custom trading symbol

Container management

scripts/run-docker.sh build # Build Docker image scripts/run-docker.sh logs # View container logs scripts/run-docker.sh stop # Stop and remove containers scripts/run-docker.sh clean # Remove containers and image scripts/run-docker.sh --help # Show help

Features:

  • Containerized: Isolated execution environment
  • Auto-build: Builds Docker image if not found
  • Container lifecycle: Complete start/stop/clean management
  • Volume mounting: Credential persistence for live mode
  • Production ready: Optimized for deployment

Docker Deployment

Using Docker Script (Recommended)

# Quick start
scripts/run-docker.sh                     # Simulation mode
scripts/run-docker.sh -m live -v          # Live trading

Container management

scripts/run-docker.sh logs # Monitor logs scripts/run-docker.sh stop # Stop trading

Using Pre-built Images (GitHub Container Registry)

# Pull the latest image
docker pull ghcr.io/chizy7/pinnaclemm:latest

Run simulation mode

docker run --rm ghcr.io/chizy7/pinnaclemm:latest

Setup credentials for live trading

docker run -it --rm -v $(pwd)/config:/app/config \ ghcr.io/chizy7/pinnaclemm:latest --setup-credentials

Run live mode with credentials

docker run -it --rm -v $(pwd)/config:/app/config \ ghcr.io/chizy7/pinnaclemm:latest --mode live --exchange coinbase --symbol BTC-USD --verbose

Manual Docker Commands

# Build the Docker image locally
docker build -t pinnaclemm .

Run simulation mode

docker run -d --name pinnaclemm pinnaclemm

Run live mode with credentials

docker run -it --name pinnaclemm-live \ -v $(pwd)/config:/app/config \ pinnaclemm --mode live --exchange coinbase --symbol BTC-USD --verbose

Key Components

  • Order Book Engine: Ultra-fast matching engine with lock-free operations
  • Market Making Strategy: Adaptive pricing based on market conditions
  • Risk Manager: Lock-free pre-trade risk checks with position, exposure, and loss limits
  • Circuit Breaker: Market circuit breaker with 8 triggers and automatic recovery
  • VaR Engine: Real-time Value at Risk with Monte Carlo simulations on a background thread
  • Alert Manager: Alerting system with throttling and real-time WebSocket delivery
  • Disaster Recovery: Atomic state persistence, position reconciliation, and backup management
  • ML Spread Optimization: Neural network-based spread prediction with ~1-2μs latency
  • Order Book Flow Analyzer: Real-time analysis of order flow patterns and market microstructure
  • Market Impact Predictor: Advanced models for predicting price impact of trades
  • Market Regime Detector: Hidden Markov Model-based detection of 8 market regimes
  • RL Parameter Adapter: Reinforcement learning for dynamic strategy parameter optimization
  • Advanced Backtesting Engine: Historical replay with Monte Carlo analysis and statistical testing
  • Instrument Manager: Multi-instrument orchestration with per-symbol order books, strategies, and simulators
  • Arbitrage Detector: Cross-exchange price discrepancy detection with fee-adjusted scanning
  • Cross-Market Correlation: Statistical lead-lag analysis and cointegration testing for signal generation
  • Real-Time Visualization: Web-based dashboard with Chart.js and D3.js visualization
  • FIX Protocol Engine: Professional-grade FIX connectivity for institutional trading
  • Persistence System: Crash recovery with memory-mapped files
  • Exchange Simulator: Realistic market simulation for testing

Documentation

Core System

Risk Management & Production

Advanced Features (ML)

Real-Time Visualization Dashboard

The PinnacleMM system includes a professional web-based dashboard for real-time performance monitoring and analysis:

Features

  • Live Performance Metrics: Real-time P&L, position, Sharpe ratio, and win rate tracking
  • Interactive Charts: Time-series visualization with Chart.js for performance trends
  • Market Data Visualization: Live order book, spread analysis, and trade flow
  • ML Model Metrics: Neural network accuracy, prediction times, and regime detection
  • WebSocket Real-Time Updates: Sub-100ms latency for live data streaming
  • Multiple Dashboard Types: Main dashboard, live trading dashboard, and test dashboard
  • Fixed WebSocket Issues: Resolved segmentation faults and connection stability issues

Access Dashboard

Simulation Mode Dashboard

  • Start the system with visualization enabled:
cd build && ./pinnaclemm --mode simulation --enable-ml --enable-visualization --viz-ws-port 8089 --viz-api-port 8090
  • Open the dashboard:
- Main Dashboard: visualization/static/index.html (full-featured dashboard) - Test Dashboard: build/test_dashboard.html (WebSocket connection testing) - WebSocket: ws://localhost:8089 (or your custom port) - REST API: http://localhost:8090 (or your custom port)

Live Trading Dashboard

  • Start live trading with visualization:
cd build && ./pinnaclemm --mode live --exchange coinbase --enable-ml --enable-visualization --viz-ws-port 8085 --viz-api-port 8086 --verbose
  • Access live dashboard:
- Live Dashboard: visualization/static/live_dashboard.html (optimized for live trading) - Test Dashboard: build/test_dashboard.html (connection diagnostics) - WebSocket: ws://localhost:8085 - REST API: http://localhost:8086

Dashboard Components

  • Performance Cards: Key metrics at-a-glance with real-time updates
  • Interactive Charts: P&L, positions, spreads, ML accuracy with Chart.js
  • Real-Time Status: Connection status indicators and live data feed monitoring
  • Strategy Controls: Multiple strategy monitoring and comparison
  • Market Regime Visualization: Real-time regime detection with confidence indicators
  • ML Metrics Panel: Model accuracy, prediction latency, and retrain statistics
  • Risk Analysis: Real-time VaR (historical, parametric, Monte Carlo), circuit breaker status, position/exposure limits, drawdown tracking, and alerting

Technical Details

  • Frontend: HTML5/CSS3/JavaScript with Chart.js and D3.js
  • Backend: Boost.Beast WebSocket and HTTP servers (migrated from websocketpp for compatibility)
  • Data Format: JSON with efficient real-time streaming
  • Update Frequency: 1-second intervals with configurable rates
  • Connection Stability: Fixed shared_ptr lifecycle management for stable WebSocket connections
  • Debug Support: Enhanced logging with SPDLOG_LEVEL=debug for troubleshooting

Testing WebSocket Connections

If you encounter connection issues, use the test dashboard:
# Start with debug logging
SPDLOG_LEVEL=debug ./pinnaclemm --mode simulation --enable-visualization --viz-ws-port 8089 --viz-api-port 8090 --verbose

Open test dashboard

open build/test_dashboard.html

or manually: file:///path/to/PinnacleMM/build/test_dashboard.html

Multi-Instrument & Optimization

Exchange Integration

System Administration

Technology Stack

  • Core Engine: C++20
  • Build System: CMake
  • Testing: Google Test
  • Performance Benchmarking: Google Benchmark
  • Concurrency: Lock-free algorithms, std::atomic
  • Networking: Boost.Beast WebSocket, hffix FIX protocol
  • Machine Learning: Custom neural networks, Hidden Markov Models, reinforcement learning
  • Visualization: HTML5/CSS3/JavaScript frontend, Chart.js, D3.js, WebSocket real-time updates
  • Security: OpenSSL for encryption
  • Configuration: nlohmann/json
  • Containerization: Docker
  • Security: AES-256-CBC encryption, PBKDF2 key derivation, input validation, audit logging, rate limiting

Performance

PinnacleMM achieves exceptional performance metrics:

  • Order Book Update Latency: <1 μs (microsecond)
  • Order Execution Latency: <50 μs (end-to-end)
  • Pre-Trade Risk Check: ~750ns (lock-free, 8 sequential checks)
  • Circuit Breaker Check: ~5ns (single atomic load)
  • ML Prediction Latency: 1-3 μs (neural network inference)
  • Throughput: 100,000+ messages per second
  • Recovery Time: <5 seconds for full system recovery
  • Memory Footprint: <100 MB for core engine
  • Dashboard Update Latency: <100ms (real-time visualization)
  • Regime Detection: Real-time with 85%+ confidence accuracy

Testing Integration

# Test FIX protocol components
cd build
./fixbasictest

Expected output:

✓ Factory instance created

✓ Interactive Brokers FIX support: Yes

✓ Configuration system working

✓ Order creation working

Test advanced order routing system

./routing_test

Expected output:

All OrderRouter tests passed successfully!

✓ BestPriceStrategy, TWAP, VWAP, MarketImpact all working

✓ Multi-venue execution with 1ms latency

✓ 8 completed fills across multiple strategies

Test risk management components (Phase 4)

./riskmanagertests # 11 tests - pre-trade checks, position limits ./circuitbreakertests # 10 tests - state machine, triggers ./varenginetests # 8 tests - VaR calculations ./alertmanagertests # 8 tests - alerting, throttling ./disasterrecoverytests # 8 tests - state persistence, backups ./riskcheckbenchmark # Risk check latency benchmarks

Test multi-instrument and optimization components (Phase 5)

./instrumentmanagertests # 9 tests - lifecycle management ./arbitragedetectortests # 8 tests - opportunity detection, fees ./crossmarketcorrelation_tests # 7 tests - correlation, lead-lag ./multiinstrumentbenchmark # Startup scaling benchmarks

Memory safety validation with Address Sanitizer (development builds)

cmake -DCMAKEBUILDTYPE=Debug -DENABLE_SANITIZERS=ON .. && make -j8 ./pinnaclemm --mode simulation --symbol BTC-USD --verbose

ASan will detect memory leaks, buffer overflows, and use-after-free errors

License

This project is licensed under the MIT License - see the LICENSE file for details.

Contact Me

For questions, feedback, or collaboration opportunities:

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