# Swoopr Investment: Algorithmic Trading
# Scoped content manifest for LLM agents and web crawlers.
# Generated: 2026-10-18
# 14 pages in this section.
# Root index: https://www.getswoopr.com/llms.txt

## Algorithmic Trading

- [Algorithmic Trading: Systems](https://www.getswoopr.com/algorithmic-trading/) ([Markdown](https://www.getswoopr.com/algorithmic-trading.md)): Algorithmic trading covers signal development, execution algorithms, backtesting, live deployment, latency, risk controls, and monitoring for automated trading.
- [Algo Risk Control Checklist](https://www.getswoopr.com/algorithmic-trading/algo-risk-control-checklist/) ([Markdown](https://www.getswoopr.com/algorithmic-trading/algo-risk-control-checklist.md)) (WebMCP tool: score_algo_trading_risk): The algo risk control checklist is an interactive pre-deployment guide for a new strategy: risk limits, kill switch checks, monitoring, and live size ramp plan.
- [Backtesting Infrastructure for Algo Trading](https://www.getswoopr.com/algorithmic-trading/backtesting-infrastructure-for-algo-strategies/) ([Markdown](https://www.getswoopr.com/algorithmic-trading/backtesting-infrastructure-for-algo-strategies.md)): Event-driven vs vectorized backtests, order book simulation, realistic fill modeling, and why most backtests overstate live trading performance by 2-5x.
- [Execution Algorithm Simulator](https://www.getswoopr.com/algorithmic-trading/execution-algorithm-simulator/) ([Markdown](https://www.getswoopr.com/algorithmic-trading/execution-algorithm-simulator.md)) (WebMCP tool: simulate_execution_algo): The execution algorithm simulator tests TWAP, VWAP, and POV execution for a hypothetical order. Enter order size, price path, and period to compare prices.
- [Latency & Market Microstructure](https://www.getswoopr.com/algorithmic-trading/latency-and-market-microstructure-for-systematic-traders/) ([Markdown](https://www.getswoopr.com/algorithmic-trading/latency-and-market-microstructure-for-systematic-traders.md)): Latency and market microstructure shape algo trading: speed's effect on retail vs institutional traders, adverse selection, spread components that matter most.
- [Algo Strategy Deployment Architecture](https://www.getswoopr.com/algorithmic-trading/live-deployment-architecture/) ([Markdown](https://www.getswoopr.com/algorithmic-trading/live-deployment-architecture.md)): Live deployment architecture for algo strategies: infrastructure checklist, paper trading transition, position reconciliation, and a safe go-live process.
- [Monitoring and Alerting for Live Algos](https://www.getswoopr.com/algorithmic-trading/monitoring-and-alerting-for-live-algos/) ([Markdown](https://www.getswoopr.com/algorithmic-trading/monitoring-and-alerting-for-live-algos.md)): Monitoring a live algorithmic trading system means tracking fill rates, slippage vs expectation, position drift, P&L range, feed health, and alert triggers.
- [Real-Time Risk Controls & Kill Switches](https://www.getswoopr.com/algorithmic-trading/real-time-risk-controls-and-kill-switches/) ([Markdown](https://www.getswoopr.com/algorithmic-trading/real-time-risk-controls-and-kill-switches.md)): Real-time risk controls include pre-trade and post-trade checks, position limits, loss limits, and order rate limits. Learn to design a kill switch for trading.
- [Regulatory Concepts for Automated Trading](https://www.getswoopr.com/algorithmic-trading/regulatory-and-compliance-concepts-for-automated-trading/) ([Markdown](https://www.getswoopr.com/algorithmic-trading/regulatory-and-compliance-concepts-for-automated-trading.md)): Regulatory compliance for automated trading covers manipulation rules like layering, spoofing, and wash trading, pattern day trader limits, and dealer rules.
- [Signal Decay Visualizer](https://www.getswoopr.com/algorithmic-trading/signal-decay-visualizer/) ([Markdown](https://www.getswoopr.com/algorithmic-trading/signal-decay-visualizer.md)) (WebMCP tool: analyze_signal_decay): The signal decay visualizer lets you enter a trading signal's IC over time to chart alpha decay and estimate its half-life, showing when it needs retiring.
- [Signal Research and Alpha Decay](https://www.getswoopr.com/algorithmic-trading/signal-research-and-alpha-decay/) ([Markdown](https://www.getswoopr.com/algorithmic-trading/signal-research-and-alpha-decay.md)): Signal research starts with a trading hypothesis, tested by measuring predictive power via information coefficient, then tracked as alpha decay from crowding.
- [TWAP, VWAP, POV, & Implementation Shortfall](https://www.getswoopr.com/algorithmic-trading/twap-vwap-pov-and-implementation-shortfall/) ([Markdown](https://www.getswoopr.com/algorithmic-trading/twap-vwap-pov-and-implementation-shortfall.md)): TWAP, VWAP, POV, and Implementation Shortfall are the canonical execution algorithms. Learn how each slices orders, when to use which, and how to measure it.
- [Walk-Forward Testing and OOS Validation](https://www.getswoopr.com/algorithmic-trading/walk-forward-testing-and-out-of-sample-validation/) ([Markdown](https://www.getswoopr.com/algorithmic-trading/walk-forward-testing-and-out-of-sample-validation.md)): Anchored and rolling walk-forward validation for algo strategies: setting window sizes, acceptable OOS degradation, and why single-split testing fails.
- [What Is Algorithmic Trading?](https://www.getswoopr.com/algorithmic-trading/what-is-algorithmic-trading/) ([Markdown](https://www.getswoopr.com/algorithmic-trading/what-is-algorithmic-trading.md)): Algorithmic trading automates execution with rule-based logic, not manual clicks. Learn how it differs from HFT, what traders can build, and how APIs work.