# Algorithm Consistency ⎊ Area ⎊ Resource 2 --- ## What is the Application of Algorithm Consistency? Algorithm consistency, within cryptocurrency, options, and derivatives, denotes the predictable and reliable execution of a trading strategy or model across diverse market conditions and data inputs. Maintaining this consistency is paramount for risk management, as deviations can introduce unintended exposures and invalidate backtesting results. A robust application of algorithmic principles requires continuous monitoring and recalibration to account for evolving market dynamics and potential sources of latency or error. The integrity of automated systems relies heavily on consistent behavior, particularly in high-frequency trading environments where even minor discrepancies can lead to substantial financial consequences. ## What is the Calibration of Algorithm Consistency? Precise calibration of algorithms is essential for ensuring algorithm consistency, especially when dealing with the complexities of derivative pricing and volatility modeling. This process involves systematically adjusting model parameters to align with observed market data and theoretical expectations, minimizing discrepancies between predicted and actual outcomes. Effective calibration demands a deep understanding of the underlying financial instruments and the statistical properties of the relevant market variables, including implied volatility surfaces and correlation structures. Regular recalibration is vital to adapt to changing market regimes and maintain the predictive power of the algorithms. ## What is the Consequence of Algorithm Consistency? The consequence of lacking algorithm consistency manifests as unpredictable trading performance, increased operational risk, and potential regulatory scrutiny. Inconsistent execution can erode investor confidence and lead to substantial losses, particularly in volatile cryptocurrency markets or during periods of extreme market stress. Furthermore, a failure to demonstrate algorithmic consistency can raise concerns about market manipulation or unfair trading practices, attracting the attention of regulatory bodies. Therefore, prioritizing consistency is not merely a matter of optimizing profitability but also of safeguarding the integrity of the trading operation and maintaining compliance with applicable regulations. --- ## [Execution Determinism](https://term.greeks.live/definition/execution-determinism/) The predictability of order execution outcomes based solely on the input order sequence. ⎊ Definition ## [Data Feed Consistency](https://term.greeks.live/term/data-feed-consistency/) Meaning ⎊ Data Feed Consistency ensures the synchronization of accurate pricing across decentralized systems to prevent systemic failure in derivative markets. ⎊ Definition ## [Shard Consistency](https://term.greeks.live/definition/shard-consistency/) Ensuring a unified and accurate ledger state across multiple network partitions in a sharded blockchain architecture. ⎊ Definition ## [Network State Consistency](https://term.greeks.live/term/network-state-consistency/) Meaning ⎊ Network State Consistency ensures the deterministic synchronization of derivative settlement layers with the canonical state of decentralized protocols. ⎊ Definition ## [Alpha Generation Consistency](https://term.greeks.live/definition/alpha-generation-consistency/) Reliability of excess returns over time. ⎊ Definition ## [State Machine Consistency](https://term.greeks.live/definition/state-machine-consistency/) The requirement that a protocol transitions between valid states in a predictable and authorized manner. ⎊ Definition ## [Execution State Consistency](https://term.greeks.live/definition/execution-state-consistency/) The requirement that all nodes in a network reach an identical and deterministic conclusion regarding the ledger state. ⎊ Definition ## [State Consistency Vulnerabilities](https://term.greeks.live/definition/state-consistency-vulnerabilities/) Risks arising when different protocol components operate on conflicting data, leading to incorrect financial valuations. ⎊ Definition ## [Order Book Consistency](https://term.greeks.live/definition/order-book-consistency/) The state where an order book accurately and reliably reflects current market supply and demand. ⎊ Definition ## [State Consistency Guarantee](https://term.greeks.live/definition/state-consistency-guarantee/) The assurance that a contract internal data remains accurate and aligned with the protocol actual status at all times. ⎊ Definition ## [Reporting Consistency](https://term.greeks.live/definition/reporting-consistency/) Uniform application of accounting and valuation methods across time to ensure accurate comparison of financial data. ⎊ Definition ## [Economic Consistency](https://term.greeks.live/definition/economic-consistency/) The alignment of internal financial rules and incentives to prevent contradictions and ensure long-term stability. ⎊ Definition ## [Oracle Input Consistency](https://term.greeks.live/definition/oracle-input-consistency/) Ensuring that external data feeds are synchronized and verified to provide a single, accurate source of truth for pricing. ⎊ Definition ## [Atomic State Consistency](https://term.greeks.live/definition/atomic-state-consistency/) The guarantee that all steps in a transaction succeed or fail together, preventing partial or corrupt state updates. ⎊ Definition ## [Financial Data Consistency](https://term.greeks.live/term/financial-data-consistency/) Meaning ⎊ Financial Data Consistency provides the foundational integrity required for automated, decentralized derivative markets to function without failure. ⎊ Definition ## [Cross-Protocol State Consistency](https://term.greeks.live/definition/cross-protocol-state-consistency/) The challenge of maintaining accurate and synchronized data across multiple interconnected decentralized protocols. ⎊ Definition ## [Hash Chain Consistency](https://term.greeks.live/definition/hash-chain-consistency/) The property of a hash-based data structure ensuring that any data change invalidates the entire tree. ⎊ Definition ## [Data Consistency Mechanisms](https://term.greeks.live/term/data-consistency-mechanisms/) Meaning ⎊ Data consistency mechanisms ensure the synchronization of asset prices and contract states, maintaining integrity in decentralized derivative markets. ⎊ Definition ## [Protocol Throughput Consistency](https://term.greeks.live/definition/protocol-throughput-consistency/) The stability of transaction processing speeds and capacity under varying network load conditions. ⎊ Definition ## [Data Consistency Protocols](https://term.greeks.live/term/data-consistency-protocols/) Meaning ⎊ Data Consistency Protocols synchronize state across distributed systems to ensure accurate pricing and liquidation in decentralized derivative markets. ⎊ Definition ## [Blockchain Data Consistency](https://term.greeks.live/term/blockchain-data-consistency/) Meaning ⎊ Blockchain Data Consistency guarantees unified state agreement, providing the essential foundation for secure, high-frequency decentralized derivatives. ⎊ Definition ## [State Consistency Mechanisms](https://term.greeks.live/term/state-consistency-mechanisms/) Meaning ⎊ State consistency mechanisms provide the deterministic architectural foundation required for secure and efficient decentralized derivative settlement. ⎊ Definition ## [Protocol State Consistency](https://term.greeks.live/term/protocol-state-consistency/) Meaning ⎊ Protocol State Consistency ensures the cryptographic alignment of margin and position data between off-chain matching and on-chain settlement layers. ⎊ Definition ## [Data Consistency Checks](https://term.greeks.live/term/data-consistency-checks/) Meaning ⎊ Data consistency checks provide the essential validation layer required to maintain protocol solvency against oracle manipulation and network latency. ⎊ Definition ## [Cross-Contract State Consistency](https://term.greeks.live/definition/cross-contract-state-consistency/) Maintaining data synchronization across multiple contracts to ensure system integrity. ⎊ Definition ## [Pricing Model Consistency](https://term.greeks.live/definition/pricing-model-consistency/) Verifying that derivative pricing formulas are mathematically consistent to prevent arbitrage and ensure stable valuation. ⎊ Definition ## [State Consistency Protocols](https://term.greeks.live/definition/state-consistency-protocols/) Rules ensuring that internal protocol data accurately reflects underlying asset states and remains synchronized. ⎊ Definition ## [Blockchain State Consistency](https://term.greeks.live/term/blockchain-state-consistency/) Meaning ⎊ Blockchain State Consistency ensures deterministic financial settlement by maintaining a single, immutable truth across distributed network nodes. ⎊ Definition ## [Data Consistency Models](https://term.greeks.live/term/data-consistency-models/) Meaning ⎊ Data consistency models define the synchronization thresholds that govern the integrity and reliability of decentralized derivative margin engines. ⎊ Definition ## [Global State Consistency](https://term.greeks.live/definition/global-state-consistency/) The assurance that all shards in a network reflect a unified and accurate version of the total system state. ⎊ 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": "Algorithm Consistency", "item": "https://term.greeks.live/area/algorithm-consistency/" }, { "@type": "ListItem", "position": 4, "name": "Resource 2", "item": "https://term.greeks.live/area/algorithm-consistency/resource/2/" } ] } ``` ```json { "@context": "https://schema.org", "@type": "FAQPage", "mainEntity": [ { "@type": "Question", "name": "What is the Application of Algorithm Consistency?", "acceptedAnswer": { "@type": "Answer", "text": "Algorithm consistency, within cryptocurrency, options, and derivatives, denotes the predictable and reliable execution of a trading strategy or model across diverse market conditions and data inputs. 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The structure converges towards a glowing green circular core, suggesting depth and precision." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/cross-protocol-state-consistency/", "url": "https://term.greeks.live/definition/cross-protocol-state-consistency/", "headline": "Cross-Protocol State Consistency", "description": "The challenge of maintaining accurate and synchronized data across multiple interconnected decentralized protocols. ⎊ Definition", "datePublished": "2026-04-04T10:54:09+00:00", "dateModified": "2026-04-04T10:54:45+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-protocol-modularity-layered-rebalancing-mechanism-visualization-demonstrating-options-market-structure.jpg", "width": 3850, "height": 2166, "caption": "This abstract digital rendering presents a cross-sectional view of two cylindrical components separating, revealing intricate inner layers of mechanical or technological design. The central core connects the two pieces, while surrounding rings of teal and gold highlight the multi-layered structure of the device." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/hash-chain-consistency/", "url": "https://term.greeks.live/definition/hash-chain-consistency/", "headline": "Hash Chain Consistency", "description": "The property of a hash-based data structure ensuring that any data change invalidates the entire tree. ⎊ Definition", "datePublished": "2026-04-04T04:20:29+00:00", "dateModified": "2026-04-04T04:22:27+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/cross-chain-interoperability-mechanism-for-decentralized-finance-derivative-structuring-and-automated-protocol-stacks.jpg", "width": 3850, "height": 2166, "caption": "A macro close-up captures a futuristic mechanical joint and cylindrical structure against a dark blue background. The core features a glowing green light, indicating an active state or energy flow within the complex mechanism." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/data-consistency-mechanisms/", "url": "https://term.greeks.live/term/data-consistency-mechanisms/", "headline": "Data Consistency Mechanisms", "description": "Meaning ⎊ Data consistency mechanisms ensure the synchronization of asset prices and contract states, maintaining integrity in decentralized derivative markets. ⎊ Definition", "datePublished": "2026-04-03T19:59:56+00:00", "dateModified": "2026-04-03T20:00:58+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/abstract-representation-decentralized-autonomous-organization-options-vault-management-collateralization-mechanisms-and-smart-contracts.jpg", "width": 3850, "height": 2166, "caption": "A complex, abstract structure composed of smooth, rounded blue and teal elements emerges from a dark, flat plane. The central components feature prominent glowing rings: one bright blue and one bright green." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/protocol-throughput-consistency/", "url": "https://term.greeks.live/definition/protocol-throughput-consistency/", "headline": "Protocol Throughput Consistency", "description": "The stability of transaction processing speeds and capacity under varying network load conditions. ⎊ Definition", "datePublished": "2026-04-03T05:22:22+00:00", "dateModified": "2026-04-03T05:22:43+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/smart-contract-propulsion-system-optimizing-on-chain-liquidity-and-synthetics-volatility-arbitrage-engine.jpg", "width": 3850, "height": 2166, "caption": "A high-resolution render displays a sophisticated blue and white mechanical object, likely a ducted propeller, set against a dark background. The central five-bladed fan is illuminated by a vibrant green ring light within its housing." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/data-consistency-protocols/", "url": "https://term.greeks.live/term/data-consistency-protocols/", "headline": "Data Consistency Protocols", "description": "Meaning ⎊ Data Consistency Protocols synchronize state across distributed systems to ensure accurate pricing and liquidation in decentralized derivative markets. ⎊ Definition", "datePublished": "2026-04-01T23:32:20+00:00", "dateModified": "2026-04-01T23:33:02+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/scalable-interoperability-architecture-for-multi-layered-smart-contract-execution-in-decentralized-finance.jpg", "width": 3850, "height": 2166, "caption": "This close-up view features stylized, interlocking elements resembling a multi-component data cable or flexible conduit. The structure reveals various inner layers—a vibrant green, a cream color, and a white one—all encased within dark, segmented rings." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/blockchain-data-consistency/", "url": "https://term.greeks.live/term/blockchain-data-consistency/", "headline": "Blockchain Data Consistency", "description": "Meaning ⎊ Blockchain Data Consistency guarantees unified state agreement, providing the essential foundation for secure, high-frequency decentralized derivatives. ⎊ Definition", "datePublished": "2026-04-01T17:40:45+00:00", "dateModified": "2026-04-01T17:41:49+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/interconnected-data-streams-in-decentralized-finance-protocol-architecture-for-cross-chain-liquidity-provision.jpg", "width": 3850, "height": 2166, "caption": "A close-up view shows several parallel, smooth cylindrical structures, predominantly deep blue and white, intersected by dynamic, transparent green and solid blue rings that slide along a central rod. These elements are arranged in an intricate, flowing configuration against a dark background, suggesting a complex mechanical or data-flow system." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/state-consistency-mechanisms/", "url": "https://term.greeks.live/term/state-consistency-mechanisms/", "headline": "State Consistency Mechanisms", "description": "Meaning ⎊ State consistency mechanisms provide the deterministic architectural foundation required for secure and efficient decentralized derivative settlement. ⎊ Definition", "datePublished": "2026-03-30T05:31:33+00:00", "dateModified": "2026-03-30T05:32:03+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-derivative-asset-issuance-protocol-mechanism-visualized-as-interlocking-smart-contract-components.jpg", "width": 3850, "height": 2166, "caption": "A close-up view shows two cylindrical components in a state of separation. The inner component is light-colored, while the outer shell is dark blue, revealing a mechanical junction featuring a vibrant green ring, a blue metallic ring, and underlying gear-like structures." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/protocol-state-consistency/", "url": "https://term.greeks.live/term/protocol-state-consistency/", "headline": "Protocol State Consistency", "description": "Meaning ⎊ Protocol State Consistency ensures the cryptographic alignment of margin and position data between off-chain matching and on-chain settlement layers. ⎊ Definition", "datePublished": "2026-03-27T11:43:51+00:00", "dateModified": "2026-03-27T11:44:48+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/decentralized-derivative-asset-issuance-protocol-mechanism-visualized-as-interlocking-smart-contract-components.jpg", "width": 3850, "height": 2166, "caption": "A close-up view shows two cylindrical components in a state of separation. The inner component is light-colored, while the outer shell is dark blue, revealing a mechanical junction featuring a vibrant green ring, a blue metallic ring, and underlying gear-like structures." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/data-consistency-checks/", "url": "https://term.greeks.live/term/data-consistency-checks/", "headline": "Data Consistency Checks", "description": "Meaning ⎊ Data consistency checks provide the essential validation layer required to maintain protocol solvency against oracle manipulation and network latency. ⎊ Definition", "datePublished": "2026-03-25T05:45:07+00:00", "dateModified": "2026-03-25T05:45:29+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-architecture-visualizing-smart-contract-execution-and-high-frequency-data-streaming-for-options-derivatives.jpg", "width": 3850, "height": 2166, "caption": "A detailed, close-up shot captures a cylindrical object with a dark green surface adorned with glowing green lines resembling a circuit board. The end piece features rings in deep blue and teal colors, suggesting a high-tech connection point or data interface." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/cross-contract-state-consistency/", "url": "https://term.greeks.live/definition/cross-contract-state-consistency/", "headline": "Cross-Contract State Consistency", "description": "Maintaining data synchronization across multiple contracts to ensure system integrity. ⎊ Definition", "datePublished": "2026-03-24T11:29:32+00:00", "dateModified": "2026-03-24T11:30:21+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-cross-chain-liquidity-flow-and-collateralized-debt-position-dynamics-in-defi-ecosystems.jpg", "width": 3850, "height": 2166, "caption": "The image displays a close-up cross-section of smooth, layered components in dark blue, light blue, beige, and bright green hues, highlighting a sophisticated mechanical or digital architecture. These flowing, structured elements suggest a complex, integrated system where distinct functional layers interoperate closely." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/pricing-model-consistency/", "url": "https://term.greeks.live/definition/pricing-model-consistency/", "headline": "Pricing Model Consistency", "description": "Verifying that derivative pricing formulas are mathematically consistent to prevent arbitrage and ensure stable valuation. ⎊ Definition", "datePublished": "2026-03-24T06:04:00+00:00", "dateModified": "2026-03-24T06:05:08+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-automated-market-maker-smart-contract-architecture-risk-stratification-model.jpg", "width": 3850, "height": 2166, "caption": "A high-contrast digital rendering depicts a complex, stylized mechanical assembly enclosed within a dark, rounded housing. The internal components, resembling rollers and gears in bright green, blue, and off-white, are intricately arranged within the dark structure." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/state-consistency-protocols/", "url": "https://term.greeks.live/definition/state-consistency-protocols/", "headline": "State Consistency Protocols", "description": "Rules ensuring that internal protocol data accurately reflects underlying asset states and remains synchronized. ⎊ Definition", "datePublished": "2026-03-24T04:36:16+00:00", "dateModified": "2026-05-26T05:11:57+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/complex-automated-market-maker-algorithm-visualization-for-high-frequency-trading-and-risk-management-protocols.jpg", "width": 3850, "height": 2166, "caption": "A close-up image showcases a complex mechanical component, featuring deep blue, off-white, and metallic green parts interlocking together. The green component at the foreground emits a vibrant green glow from its center, suggesting a power source or active state within the futuristic design." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/blockchain-state-consistency/", "url": "https://term.greeks.live/term/blockchain-state-consistency/", "headline": "Blockchain State Consistency", "description": "Meaning ⎊ Blockchain State Consistency ensures deterministic financial settlement by maintaining a single, immutable truth across distributed network nodes. ⎊ Definition", "datePublished": "2026-03-24T04:05:59+00:00", "dateModified": "2026-03-24T04:06:18+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/cross-chain-interoperability-mechanism-for-decentralized-finance-derivative-structuring-and-automated-protocol-stacks.jpg", "width": 3850, "height": 2166, "caption": "A macro close-up captures a futuristic mechanical joint and cylindrical structure against a dark blue background. The core features a glowing green light, indicating an active state or energy flow within the complex mechanism." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/data-consistency-models/", "url": "https://term.greeks.live/term/data-consistency-models/", "headline": "Data Consistency Models", "description": "Meaning ⎊ Data consistency models define the synchronization thresholds that govern the integrity and reliability of decentralized derivative margin engines. ⎊ Definition", "datePublished": "2026-03-21T19:12:38+00:00", "dateModified": "2026-03-21T19:13:41+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/high-precision-financial-engineering-mechanism-for-collateralized-derivatives-and-automated-market-maker-protocols.jpg", "width": 3850, "height": 2166, "caption": "A high-tech mechanical component features a curved white and dark blue structure, highlighting a glowing green and layered inner wheel mechanism. A bright blue light source is visible within a recessed section of the main arm, adding to the futuristic aesthetic." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/global-state-consistency/", "url": "https://term.greeks.live/definition/global-state-consistency/", "headline": "Global State Consistency", "description": "The assurance that all shards in a network reflect a unified and accurate version of the total system state. ⎊ Definition", "datePublished": "2026-03-21T14:09:18+00:00", "dateModified": "2026-04-07T01:52:15+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/dynamic-visualization-of-options-contract-state-transition-in-the-money-versus-out-the-money-derivatives-pricing.jpg", "width": 3850, "height": 2166, "caption": "A dark, sleek, futuristic object features two embedded spheres: a prominent, brightly illuminated green sphere and a less illuminated, recessed blue sphere. The contrast between these two elements is central to the image composition." } } ], "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/advanced-algorithmic-trading-system-visualizing-dynamic-high-frequency-execution-and-options-spread-volatility-arbitrage-mechanisms.jpg" } } ``` --- **Original URL:** https://term.greeks.live/area/algorithm-consistency/resource/2/