# Trading Algorithm Design Principles ⎊ Area ⎊ Greeks.live --- ## What is the Design of Trading Algorithm Design Principles? Trading algorithm design principles, within the context of cryptocurrency, options, and derivatives, necessitate a structured approach prioritizing robustness and adaptability. These principles encompass a blend of quantitative rigor, market microstructure awareness, and a deep understanding of the underlying asset class. Effective design considers factors such as transaction cost minimization, slippage control, and the potential for adverse selection, particularly within the often-illiquid crypto derivatives space. Ultimately, a well-designed algorithm aims to consistently generate alpha while managing risk within predefined boundaries. ## What is the Analysis of Trading Algorithm Design Principles? Algorithmic trading in complex derivative markets demands sophisticated analysis techniques. Time series analysis, volatility modeling (GARCH, stochastic volatility), and regime-switching models are crucial for forecasting price movements and identifying trading opportunities. Furthermore, incorporating order book dynamics and market depth analysis provides valuable insight into liquidity and potential execution impact. Backtesting, while essential, must account for look-ahead bias and overfitting, employing techniques like walk-forward optimization to ensure out-of-sample performance. ## What is the Risk of Trading Algorithm Design Principles? Risk management forms the bedrock of any successful trading algorithm, especially when dealing with leveraged instruments like options and crypto derivatives. Position sizing should be dynamically adjusted based on volatility and correlation estimates, preventing catastrophic losses from unexpected market events. Stress testing and scenario analysis are vital for evaluating algorithm resilience under extreme conditions, including flash crashes and regulatory changes. Continuous monitoring of key risk metrics, such as Sharpe ratio, maximum drawdown, and Value at Risk (VaR), is essential for maintaining control and adapting to evolving market dynamics. --- ## [Strategy Parameter Optimization](https://term.greeks.live/definition/strategy-parameter-optimization/) Fine-tuning algorithm inputs for optimal performance while using rigorous testing to avoid the trap of curve-fitting. ⎊ Definition ## [Trading Algorithm Performance](https://term.greeks.live/term/trading-algorithm-performance/) Meaning ⎊ Trading Algorithm Performance measures the efficiency and risk-adjusted precision of automated execution systems within decentralized financial markets. ⎊ Definition ## [Consensus Algorithm Design](https://term.greeks.live/term/consensus-algorithm-design/) Meaning ⎊ Consensus algorithm design dictates the security, finality, and economic integrity of decentralized financial markets and derivative settlement. ⎊ Definition ## [Consensus Algorithm Optimization](https://term.greeks.live/term/consensus-algorithm-optimization/) Meaning ⎊ Consensus algorithm optimization enhances network throughput and reduces settlement latency, directly enabling robust, high-speed derivative trading. ⎊ Definition ## [Digital Signature Algorithm](https://term.greeks.live/definition/digital-signature-algorithm/) Mathematical procedures enabling the creation and verification of unique signatures to prove message authenticity. ⎊ Definition ## [Financial Engineering Principles](https://term.greeks.live/term/financial-engineering-principles/) Meaning ⎊ Financial engineering principles provide the mathematical and structural framework to build robust, autonomous risk management in decentralized markets. ⎊ Definition ## [Security Engineering Principles](https://term.greeks.live/term/security-engineering-principles/) Meaning ⎊ Security Engineering Principles establish the mathematical and logical boundaries necessary for the safe, autonomous operation of crypto derivatives. ⎊ Definition ## [Contract Law Principles](https://term.greeks.live/term/contract-law-principles/) Meaning ⎊ Contract law principles in decentralized finance ensure secure, automated financial settlement through immutable code and deterministic logic. ⎊ Definition ## [Incentive Design Principles](https://term.greeks.live/term/incentive-design-principles/) Meaning ⎊ Incentive design principles define the mathematical and behavioral rules that align individual participant actions with decentralized protocol solvency. ⎊ Definition ## [Trading Algorithm Development](https://term.greeks.live/term/trading-algorithm-development/) Meaning ⎊ Trading Algorithm Development provides the systematic engineering required for autonomous execution and risk management within decentralized markets. ⎊ Definition ## [Trading System Design](https://term.greeks.live/term/trading-system-design/) Meaning ⎊ Systematic Options Architecture provides the deterministic framework for managing non-linear risk and capital efficiency in decentralized markets. ⎊ Definition ## [Algorithm Kill Switches](https://term.greeks.live/definition/algorithm-kill-switches/) Emergency mechanisms that automatically or manually halt trading algorithms when risk thresholds are exceeded. ⎊ Definition ## [Behavioral Game Theory Principles](https://term.greeks.live/term/behavioral-game-theory-principles/) Meaning ⎊ Behavioral game theory models define the interplay between cognitive bias and protocol mechanics to secure decentralized derivative markets. ⎊ Definition ## [Trading Protocol Design](https://term.greeks.live/term/trading-protocol-design/) Meaning ⎊ Trading protocol design provides the automated, trustless infrastructure required for secure, efficient derivative settlement in decentralized markets. ⎊ Definition ## [Mechanism Design Principles](https://term.greeks.live/term/mechanism-design-principles/) Meaning ⎊ Mechanism design principles align participant incentives to ensure stability and efficiency within autonomous decentralized derivative protocols. ⎊ Definition ## [Consensus Algorithm](https://term.greeks.live/definition/consensus-algorithm/) A formal procedure or set of rules enabling a distributed network to reach agreement on data without a central authority. ⎊ Definition ## [Trading Algorithm Design](https://term.greeks.live/term/trading-algorithm-design/) Meaning ⎊ Trading Algorithm Design orchestrates autonomous execution within decentralized markets to optimize liquidity, risk, and price discovery efficiency. ⎊ Definition ## [Consensus Algorithm Efficiency](https://term.greeks.live/term/consensus-algorithm-efficiency/) Meaning ⎊ Consensus algorithm efficiency optimizes the speed and cost of transaction finality, directly influencing liquidity and risk management in derivatives. ⎊ Definition ## [Oracle Network Design Principles](https://term.greeks.live/term/oracle-network-design-principles/) Meaning ⎊ Oracle network design principles ensure the accurate, secure, and tamper-resistant translation of off-chain market data into on-chain financial state. ⎊ Definition ## [Trading Algorithm Optimization](https://term.greeks.live/term/trading-algorithm-optimization/) Meaning ⎊ Trading Algorithm Optimization maximizes capital efficiency by refining automated execution logic against the adversarial realities of decentralized markets. ⎊ Definition ## [Tokenomics Design Principles](https://term.greeks.live/term/tokenomics-design-principles/) Meaning ⎊ Tokenomics design principles establish the economic foundations and incentive frameworks necessary for sustainable decentralized financial protocols. ⎊ Definition ## [Protocol Physics Principles](https://term.greeks.live/term/protocol-physics-principles/) Meaning ⎊ Protocol Physics Principles provide the deterministic rules and mathematical foundations for secure, automated settlement in decentralized markets. ⎊ Definition ## [Market Making Algorithm](https://term.greeks.live/definition/market-making-algorithm/) An automated program that manages liquidity provision by dynamically adjusting buy and sell quotes based on market data. ⎊ Definition ## [Consensus Algorithm Security](https://term.greeks.live/term/consensus-algorithm-security/) Meaning ⎊ Consensus algorithm security provides the mathematical and economic foundation for reliable, trust-minimized financial settlement in decentralized markets. ⎊ Definition ## [Protocol Design Principles](https://term.greeks.live/term/protocol-design-principles/) Meaning ⎊ Protocol design principles establish the architectural constraints that ensure the solvency, liquidity, and efficiency of decentralized derivative markets. ⎊ Definition ## [Trading Psychology Principles](https://term.greeks.live/term/trading-psychology-principles/) Meaning ⎊ Trading psychology principles govern the behavioral frameworks and risk management strategies essential for surviving volatile decentralized markets. ⎊ Definition ## [Portfolio Construction Principles](https://term.greeks.live/term/portfolio-construction-principles/) Meaning ⎊ Portfolio construction principles in crypto define the strategic composition of derivative positions to optimize risk-adjusted returns and resilience. ⎊ Definition ## [Behavioral Finance Principles](https://term.greeks.live/term/behavioral-finance-principles/) Meaning ⎊ Behavioral finance principles explain the psychological drivers behind irrational market behavior and systemic risk in decentralized derivative systems. ⎊ Definition ## [Value Investing Principles](https://term.greeks.live/term/value-investing-principles/) Meaning ⎊ Value investing in crypto uses fundamental analysis of protocol utility and cash flow to identify assets trading below their true economic worth. ⎊ Definition ## [Economic Design Principles](https://term.greeks.live/term/economic-design-principles/) Meaning ⎊ Economic design principles establish the structural framework that ensures systemic stability and efficient capital allocation in decentralized markets. ⎊ Definition --- ## Raw Schema Data ```json { "@context": "https://schema.org", "@type": "BreadcrumbList", "itemListElement": [ { "@type": "ListItem", "position": 1, "name": "Home", "item": "https://term.greeks.live/" }, { "@type": "ListItem", "position": 2, "name": "Area", "item": "https://term.greeks.live/area/" }, { "@type": "ListItem", "position": 3, "name": "Trading Algorithm Design Principles", "item": "https://term.greeks.live/area/trading-algorithm-design-principles/" } ] } ``` ```json { "@context": "https://schema.org", "@type": "FAQPage", "mainEntity": [ { "@type": "Question", "name": "What is the Design of Trading Algorithm Design Principles?", "acceptedAnswer": { "@type": "Answer", "text": "Trading algorithm design principles, within the context of cryptocurrency, options, and derivatives, necessitate a structured approach prioritizing robustness and adaptability. 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The internal mechanism, consisting of a central glowing rod and surrounding metallic structures, suggests a high-tech power source or data transmission system." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/trading-algorithm-design/", "url": "https://term.greeks.live/term/trading-algorithm-design/", "headline": "Trading Algorithm Design", "description": "Meaning ⎊ Trading Algorithm Design orchestrates autonomous execution within decentralized markets to optimize liquidity, risk, and price discovery efficiency. ⎊ Definition", "datePublished": "2026-03-12T17:53:14+00:00", "dateModified": "2026-03-12T17:54:43+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/quantitative-trading-algorithm-high-frequency-execution-engine-monitoring-derivatives-liquidity-pools.jpg", "width": 3850, "height": 2166, "caption": "A three-dimensional rendering of a futuristic technological component, resembling a sensor or data acquisition device, presented on a dark background. The object features a dark blue housing, complemented by an off-white frame and a prominent teal and glowing green lens at its core." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/consensus-algorithm-efficiency/", "url": "https://term.greeks.live/term/consensus-algorithm-efficiency/", "headline": "Consensus Algorithm Efficiency", "description": "Meaning ⎊ Consensus algorithm efficiency optimizes the speed and cost of transaction finality, directly influencing liquidity and risk management in derivatives. ⎊ Definition", "datePublished": "2026-03-12T12:51:07+00:00", "dateModified": "2026-03-12T12:51:48+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/visualizing-decentralized-finance-protocol-internal-mechanisms-illustrating-automated-transaction-validation-and-liquidity-flow-management.jpg", "width": 3850, "height": 2166, "caption": "The image shows an abstract cutaway view of a complex mechanical or data transfer system. A central blue rod connects to a glowing green circular component, surrounded by smooth, curved dark blue and light beige structural elements." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/oracle-network-design-principles/", "url": "https://term.greeks.live/term/oracle-network-design-principles/", "headline": "Oracle Network Design Principles", "description": "Meaning ⎊ Oracle network design principles ensure the accurate, secure, and tamper-resistant translation of off-chain market data into on-chain financial state. ⎊ Definition", "datePublished": "2026-03-12T11:57:33+00:00", "dateModified": "2026-03-12T11:57:57+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/algorithmic-execution-infrastructure-for-decentralized-finance-smart-contract-risk-management-frameworks-utilizing-automated-market-making-principles.jpg", "width": 3850, "height": 2166, "caption": "A detailed cross-section of a high-tech cylindrical mechanism reveals intricate internal components. A central metallic shaft supports several interlocking gears of varying sizes, surrounded by layers of green and light-colored support structures within a dark gray external shell." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/trading-algorithm-optimization/", "url": "https://term.greeks.live/term/trading-algorithm-optimization/", "headline": "Trading Algorithm Optimization", "description": "Meaning ⎊ Trading Algorithm Optimization maximizes capital efficiency by refining automated execution logic against the adversarial realities of decentralized markets. ⎊ Definition", "datePublished": "2026-03-12T03:34:50+00:00", "dateModified": "2026-03-12T03:35:23+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/algorithmic-collateralized-debt-position-architecture-with-nested-risk-stratification-and-yield-optimization.jpg", "width": 3850, "height": 2166, "caption": "A 3D rendered cross-section of a conical object reveals its intricate internal layers. The dark blue exterior conceals concentric rings of white, beige, and green surrounding a central bright green core, representing a complex financial structure." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/tokenomics-design-principles/", "url": "https://term.greeks.live/term/tokenomics-design-principles/", "headline": "Tokenomics Design Principles", "description": "Meaning ⎊ Tokenomics design principles establish the economic foundations and incentive frameworks necessary for sustainable decentralized financial protocols. ⎊ Definition", "datePublished": "2026-03-11T17:13:44+00:00", "dateModified": "2026-03-11T17:14:37+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/tokenomics-model-with-collateralized-asset-layers-demonstrating-liquidation-mechanism-and-smart-contract-automation.jpg", "width": 3850, "height": 2166, "caption": "A close-up view shows a sophisticated mechanical component, featuring dark blue and vibrant green sections that interlock. A cream-colored locking mechanism engages with both sections, indicating a precise and controlled interaction." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/protocol-physics-principles/", "url": "https://term.greeks.live/term/protocol-physics-principles/", "headline": "Protocol Physics Principles", "description": "Meaning ⎊ Protocol Physics Principles provide the deterministic rules and mathematical foundations for secure, automated settlement in decentralized markets. ⎊ Definition", "datePublished": "2026-03-11T12:12:30+00:00", "dateModified": "2026-03-11T12:12:56+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/visualizing-decentralized-finance-protocol-mechanics-and-synthetic-asset-liquidity-layering-with-implied-volatility-risk-hedging-strategies.jpg", "width": 3850, "height": 2166, "caption": "A layered abstract form twists dynamically against a dark background, illustrating complex market dynamics and financial engineering principles. The gradient from dark navy to vibrant green represents the progression of risk exposure and potential return within structured financial products and collateralized debt positions." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/market-making-algorithm/", "url": "https://term.greeks.live/definition/market-making-algorithm/", "headline": "Market Making Algorithm", "description": "An automated program that manages liquidity provision by dynamically adjusting buy and sell quotes based on market data. ⎊ Definition", "datePublished": "2026-03-11T10:58:19+00:00", "dateModified": "2026-03-11T10:59:48+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/high-precision-algorithmic-mechanism-illustrating-decentralized-finance-liquidity-pool-smart-contract-interoperability-architecture.jpg", "width": 3850, "height": 2166, "caption": "A cutaway view reveals the inner workings of a precision-engineered mechanism, featuring a prominent central gear system in teal, encased within a dark, sleek outer shell. Beige-colored linkages and rollers connect around the central assembly, suggesting complex, synchronized movement." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/consensus-algorithm-security/", "url": "https://term.greeks.live/term/consensus-algorithm-security/", "headline": "Consensus Algorithm Security", "description": "Meaning ⎊ Consensus algorithm security provides the mathematical and economic foundation for reliable, trust-minimized financial settlement in decentralized markets. ⎊ Definition", "datePublished": "2026-03-10T23:56:45+00:00", "dateModified": "2026-03-10T23:57:59+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/green-vortex-depicting-decentralized-finance-liquidity-pool-smart-contract-execution-and-high-frequency-trading.jpg", "width": 3850, "height": 2166, "caption": "A dark, abstract image features a circular, mechanical structure surrounding a brightly glowing green vortex. The outer segments of the structure glow faintly in response to the central light source, creating a sense of dynamic energy within a decentralized finance ecosystem." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/protocol-design-principles/", "url": "https://term.greeks.live/term/protocol-design-principles/", "headline": "Protocol Design Principles", "description": "Meaning ⎊ Protocol design principles establish the architectural constraints that ensure the solvency, liquidity, and efficiency of decentralized derivative markets. ⎊ Definition", "datePublished": "2026-03-10T17:48:52+00:00", "dateModified": "2026-03-10T17:49:41+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/decentralized-finance-structured-product-architecture-representing-interoperability-layers-and-smart-contract-collateralization.jpg", "width": 3850, "height": 2166, "caption": "A high-fidelity 3D rendering showcases a stylized object with a dark blue body, off-white faceted elements, and a light blue section with a bright green rim. The object features a wrapped central portion where a flexible dark blue element interlocks with rigid off-white components." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/trading-psychology-principles/", "url": "https://term.greeks.live/term/trading-psychology-principles/", "headline": "Trading Psychology Principles", "description": "Meaning ⎊ Trading psychology principles govern the behavioral frameworks and risk management strategies essential for surviving volatile decentralized markets. ⎊ Definition", "datePublished": "2026-03-10T10:59:47+00:00", "dateModified": "2026-03-10T11:00:31+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/visualizing-modular-smart-contract-architecture-for-decentralized-options-trading-and-automated-liquidity-provision.jpg", "width": 3850, "height": 2166, "caption": "A close-up view shows a repeating pattern of dark circular indentations on a surface. Interlocking pieces of blue, cream, and green are embedded within and connect these circular voids, suggesting a complex, structured system." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/portfolio-construction-principles/", "url": "https://term.greeks.live/term/portfolio-construction-principles/", "headline": "Portfolio Construction Principles", "description": "Meaning ⎊ Portfolio construction principles in crypto define the strategic composition of derivative positions to optimize risk-adjusted returns and resilience. ⎊ Definition", "datePublished": "2026-03-10T08:10:47+00:00", "dateModified": "2026-03-10T08:12:26+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/decentralized-finance-structured-products-risk-layering-and-asymmetric-alpha-generation-in-volatility-derivatives.jpg", "width": 3850, "height": 2166, "caption": "A stylized 3D render displays a dark conical shape with a light-colored central stripe, partially inserted into a dark ring. A bright green component is visible within the ring, creating a visual contrast in color and shape." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/behavioral-finance-principles/", "url": "https://term.greeks.live/term/behavioral-finance-principles/", "headline": "Behavioral Finance Principles", "description": "Meaning ⎊ Behavioral finance principles explain the psychological drivers behind irrational market behavior and systemic risk in decentralized derivative systems. ⎊ Definition", "datePublished": "2026-03-10T03:17:01+00:00", "dateModified": "2026-03-10T03:17:31+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/algorithmic-execution-infrastructure-for-decentralized-finance-smart-contract-risk-management-frameworks-utilizing-automated-market-making-principles.jpg", "width": 3850, "height": 2166, "caption": "A detailed cross-section of a high-tech cylindrical mechanism reveals intricate internal components. A central metallic shaft supports several interlocking gears of varying sizes, surrounded by layers of green and light-colored support structures within a dark gray external shell." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/value-investing-principles/", "url": "https://term.greeks.live/term/value-investing-principles/", "headline": "Value Investing Principles", "description": "Meaning ⎊ Value investing in crypto uses fundamental analysis of protocol utility and cash flow to identify assets trading below their true economic worth. ⎊ Definition", "datePublished": "2026-03-10T00:39:34+00:00", "dateModified": "2026-03-10T00:40:18+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/advanced-collateralization-and-cryptographic-security-protocols-in-smart-contract-options-derivatives-trading.jpg", "width": 3850, "height": 2166, "caption": "A high-tech stylized padlock, featuring a deep blue body and metallic shackle, symbolizes digital asset security and collateralization processes. A glowing green ring around the primary keyhole indicates an active state, representing a verified and secure protocol for asset access." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/economic-design-principles/", "url": "https://term.greeks.live/term/economic-design-principles/", "headline": "Economic Design Principles", "description": "Meaning ⎊ Economic design principles establish the structural framework that ensures systemic stability and efficient capital allocation in decentralized markets. ⎊ Definition", "datePublished": "2026-03-09T18:42:41+00:00", "dateModified": "2026-03-09T18:44:17+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/algorithmic-market-maker-core-mechanism-illustrating-decentralized-finance-governance-and-yield-generation-principles.jpg", "width": 3850, "height": 2166, "caption": "A detailed digital rendering showcases a complex mechanical device composed of interlocking gears and segmented, layered components. The core features brass and silver elements, surrounded by teal and dark blue casings." } } ], "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/intricate-financial-derivative-engineering-visualization-revealing-core-smart-contract-parameters-and-volatility-surface-mechanism.jpg" } } ``` --- **Original URL:** https://term.greeks.live/area/trading-algorithm-design-principles/