# Data Source Evolution ⎊ Area ⎊ Resource 2 --- ## What is the Data of Data Source Evolution? The evolution of data sources within cryptocurrency, options trading, and financial derivatives signifies a shift from traditional, centralized repositories to increasingly decentralized, real-time, and often on-chain feeds. This transformation necessitates sophisticated data ingestion and processing pipelines capable of handling high velocity, volume, and variety of information. Understanding these evolving sources is crucial for accurate risk management, algorithmic trading, and regulatory compliance, particularly as novel derivative products emerge. Data provenance and integrity become paramount considerations in this dynamic landscape. ## What is the Algorithm of Data Source Evolution? Algorithmic trading strategies reliant on data source evolution must incorporate mechanisms for adapting to changes in data availability, quality, and latency. Backtesting and validation frameworks need to account for potential regime shifts introduced by new data sources or modifications to existing ones. Machine learning models, in particular, require continuous retraining and recalibration to maintain predictive accuracy in the face of evolving data characteristics. Robust error handling and anomaly detection are essential components of resilient algorithmic systems. ## What is the Architecture of Data Source Evolution? The architectural implications of data source evolution involve designing flexible and scalable infrastructure capable of integrating diverse data streams. Modular data pipelines, utilizing technologies like message queues and distributed processing frameworks, are increasingly common. Furthermore, the rise of decentralized finance (DeFi) necessitates incorporating on-chain data directly into trading and risk management systems, demanding specialized oracles and consensus mechanisms. A layered architecture, separating data ingestion, processing, and consumption, promotes maintainability and adaptability. --- ## [Trustless Data Sources](https://term.greeks.live/term/trustless-data-sources/) Meaning ⎊ Trustless data sources provide the cryptographic foundation for decentralized financial agreements by ensuring input integrity without intermediaries. ⎊ Term ## [Data Source Manipulation Resistance](https://term.greeks.live/definition/data-source-manipulation-resistance/) Design features that prevent data sources from being compromised or manipulated by malicious actors. ⎊ Term ## [Oracle Data Source Diversity](https://term.greeks.live/definition/oracle-data-source-diversity/) Using multiple independent data feeds to ensure price accuracy and prevent manipulation in decentralized financial protocols. ⎊ Term ## [Data Source Reputation](https://term.greeks.live/term/data-source-reputation/) Meaning ⎊ Data Source Reputation provides the essential trust-layer for derivative settlement by quantifying the reliability of price inputs. ⎊ Term ## [Data Source Authentication](https://term.greeks.live/definition/data-source-authentication/) The verification process ensuring that data originates from trusted sources, preventing unauthorized injections. ⎊ Term ## [Data Source Validation](https://term.greeks.live/term/data-source-validation/) Meaning ⎊ Data Source Validation acts as the primary defense against oracle manipulation, ensuring accurate price inputs for secure derivative settlements. ⎊ Term ## [Data Source Redundancy Strategy](https://term.greeks.live/definition/data-source-redundancy-strategy/) The practice of utilizing multiple independent price feeds to ensure data accuracy and mitigate systemic oracle failure risks. ⎊ Term ## [Multi-Source Data Aggregation Risks](https://term.greeks.live/definition/multi-source-data-aggregation-risks/) Vulnerabilities inherent in combining multiple data feeds, often stemming from source correlation or flawed aggregation logic. ⎊ Term ## [Data Source Manipulation](https://term.greeks.live/definition/data-source-manipulation/) The intentional distortion of price feeds provided to oracles to trigger artificial liquidations or manipulate protocol states. ⎊ Term ## [Data Source Consensus](https://term.greeks.live/definition/data-source-consensus/) The process of reaching agreement among independent data sources to determine a single accurate asset price. ⎊ Term ## [Financial Systems Evolution](https://term.greeks.live/term/financial-systems-evolution/) Meaning ⎊ Financial Systems Evolution transitions global markets from opaque human-mediated trust to transparent, deterministic, and programmable risk engines. ⎊ Term ## [Market Evolution Trends](https://term.greeks.live/term/market-evolution-trends/) Meaning ⎊ Market Evolution Trends represent the systemic shift from centralized intermediaries to autonomous, on-chain protocols for non-linear risk transfer. ⎊ Term ## [Order Book Evolution](https://term.greeks.live/term/order-book-evolution/) Meaning ⎊ Decentralized Order Flow Physics models the structural pricing anomalies and systemic risk arising from the asynchronous settlement of crypto options across centralized and decentralized venues. ⎊ Term ## [Order Book Architecture Evolution Trends](https://term.greeks.live/term/order-book-architecture-evolution-trends/) Meaning ⎊ Order Book Architecture Evolution Trends define the transition from opaque centralized silos to transparent high-performance decentralized execution layers. ⎊ Term ## [Order Book Architecture Evolution Future](https://term.greeks.live/term/order-book-architecture-evolution-future/) Meaning ⎊ The Hybrid Liquidity Nexus is an architectural synthesis combining high-speed off-chain order matching with trustless on-chain collateral and risk settlement for crypto options. ⎊ Term ## [Gas Fee Market Evolution](https://term.greeks.live/term/gas-fee-market-evolution/) Meaning ⎊ Gas Fee Market Evolution defines the systemic transition of blockspace into a sophisticated, multi-dimensional commodity for decentralized settlement. ⎊ Term ## [Financial Market Evolution](https://term.greeks.live/term/financial-market-evolution/) Meaning ⎊ Protocol-Native Options Structuring fundamentally shifts financial risk from centralized counterparty trust to transparent, auditable smart contract code, enabling permissionless volatility transfer. ⎊ Term ## [Fee Model Evolution](https://term.greeks.live/term/fee-model-evolution/) Meaning ⎊ Fee Model Evolution transforms static protocol costs into dynamic risk-management instruments that align participant incentives with systemic stability. ⎊ Term ## [Hybrid DeFi Model Evolution](https://term.greeks.live/term/hybrid-defi-model-evolution/) Meaning ⎊ Hybrid DeFi Model Evolution optimizes capital efficiency by integrating high-performance off-chain execution with secure on-chain settlement finality. ⎊ Term ## [Derivative Market Evolution](https://term.greeks.live/term/derivative-market-evolution/) Meaning ⎊ The evolution of crypto options markets re-architects risk transfer by adapting quantitative models and market microstructures to decentralized, high-volatility environments. ⎊ Term ## [Data Source Centralization](https://term.greeks.live/definition/data-source-centralization/) The risk of relying on a small number of data providers for price feeds, creating a single point of failure and manipulation. ⎊ Term ## [Decentralized Market Evolution](https://term.greeks.live/term/decentralized-market-evolution/) Meaning ⎊ Decentralized Market Evolution represents the transition of complex derivatives from centralized exchanges to permissionless, on-chain protocols, fundamentally altering risk management and capital efficiency in crypto finance. ⎊ Term ## [Compliance Technology Evolution](https://term.greeks.live/term/compliance-technology-evolution/) Meaning ⎊ Decentralized Regulatory Oracles enable crypto derivatives protocols to enforce compliance rules on-chain using privacy-preserving technology, balancing decentralization with regulatory requirements. ⎊ Term ## [Data Source Corruption](https://term.greeks.live/term/data-source-corruption/) Meaning ⎊ Data source corruption in crypto options protocols undermines settlement integrity by compromising price feeds, leading to mispricing and systemic liquidation risk. ⎊ Term ## [Multi-Source Data Feeds](https://term.greeks.live/term/multi-source-data-feeds/) Meaning ⎊ Multi-source data feeds enhance crypto derivative resilience by aggregating diverse data inputs to provide a robust, manipulation-resistant price reference for liquidations and settlement. ⎊ Term ## [Financial Primitive Evolution](https://term.greeks.live/term/financial-primitive-evolution/) Meaning ⎊ Decentralized Volatility Products are a financial primitive that commoditizes price uncertainty and facilitates on-chain risk transfer through capital-efficient mechanisms like options AMMs and automated vaults. ⎊ Term ## [Data Source Correlation](https://term.greeks.live/definition/data-source-correlation/) The hidden dependence of multiple data feeds on a single source, which compromises the reliability of aggregation. ⎊ Term ## [Data Source Integration](https://term.greeks.live/term/data-source-integration/) Meaning ⎊ Data source integration for crypto options is the foundational process of securely bridging off-chain market data to smart contracts for accurate pricing and risk management. ⎊ Term ## [Data Source Weighting](https://term.greeks.live/definition/data-source-weighting/) Assigning varying importance to data inputs based on provider reliability to improve the accuracy of aggregated price feeds. ⎊ Term ## [Data Source Correlation Risk](https://term.greeks.live/term/data-source-correlation-risk/) Meaning ⎊ Data source correlation risk is the hidden vulnerability where seemingly independent price feeds share a common point of failure, compromising options contract integrity. ⎊ Term --- ## 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": "Data Source Evolution", "item": "https://term.greeks.live/area/data-source-evolution/" }, { "@type": "ListItem", "position": 4, "name": "Resource 2", "item": "https://term.greeks.live/area/data-source-evolution/resource/2/" } ] } ``` ```json { "@context": "https://schema.org", "@type": "FAQPage", "mainEntity": [ { "@type": "Question", "name": "What is the Data of Data Source Evolution?", "acceptedAnswer": { "@type": "Answer", "text": "The evolution of data sources within cryptocurrency, options trading, and financial derivatives signifies a shift from traditional, centralized repositories to increasingly decentralized, real-time, and often on-chain feeds. 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These structures create a sense of dynamic movement and flow against a dark background, highlighting complex internal workings." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/financial-market-evolution/", "url": "https://term.greeks.live/term/financial-market-evolution/", "headline": "Financial Market Evolution", "description": "Meaning ⎊ Protocol-Native Options Structuring fundamentally shifts financial risk from centralized counterparty trust to transparent, auditable smart contract code, enabling permissionless volatility transfer. ⎊ Term", "datePublished": "2026-01-10T13:33:28+00:00", "dateModified": "2026-01-10T13:34:39+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-evolution-risk-assessment-and-dynamic-tokenomics-integration-for-derivative-instruments.jpg", "width": 3850, "height": 2166, "caption": "The image displays a double helix structure with two strands twisting together against a dark blue background. The color of the strands changes along its length, signifying transformation." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/fee-model-evolution/", "url": "https://term.greeks.live/term/fee-model-evolution/", "headline": "Fee Model Evolution", "description": "Meaning ⎊ Fee Model Evolution transforms static protocol costs into dynamic risk-management instruments that align participant incentives with systemic stability. ⎊ Term", "datePublished": "2026-01-07T21:42:57+00:00", "dateModified": "2026-01-07T21:52:47+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-algorithmic-derivative-pricing-core-calculating-volatility-surface-parameters-for-decentralized-protocol-execution.jpg", "width": 3850, "height": 2166, "caption": "A high-resolution, close-up view shows a futuristic, dark blue and black mechanical structure with a central, glowing green core. Green energy or smoke emanates from the core, highlighting a smooth, light-colored inner ring set against the darker, sculpted outer shell." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/hybrid-defi-model-evolution/", "url": "https://term.greeks.live/term/hybrid-defi-model-evolution/", "headline": "Hybrid DeFi Model Evolution", "description": "Meaning ⎊ Hybrid DeFi Model Evolution optimizes capital efficiency by integrating high-performance off-chain execution with secure on-chain settlement finality. ⎊ Term", "datePublished": "2026-01-07T17:31:20+00:00", "dateModified": "2026-01-07T17:32:59+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/high-frequency-trading-algorithmic-execution-model-reflecting-decentralized-autonomous-organization-governance-and-options-premium-dynamics.jpg", "width": 3850, "height": 2166, "caption": "The image displays a high-tech, aerodynamic object with dark blue, bright neon green, and white segments. Its futuristic design suggests advanced technology or a component from a sophisticated system." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/derivative-market-evolution/", "url": "https://term.greeks.live/term/derivative-market-evolution/", "headline": "Derivative Market Evolution", "description": "Meaning ⎊ The evolution of crypto options markets re-architects risk transfer by adapting quantitative models and market microstructures to decentralized, high-volatility environments. ⎊ Term", "datePublished": "2025-12-23T09:54:56+00:00", "dateModified": "2026-01-04T21:10:36+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-perpetual-swaps-liquidity-provision-and-hedging-strategy-evolution-in-decentralized-finance.jpg", "width": 3850, "height": 2166, "caption": "A macro-photographic perspective shows a continuous abstract form composed of distinct colored sections, including vibrant neon green and dark blue, emerging into sharp focus from a blurred background. The helical shape suggests continuous motion and a progression through various stages or layers." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/data-source-centralization/", "url": "https://term.greeks.live/definition/data-source-centralization/", "headline": "Data Source Centralization", "description": "The risk of relying on a small number of data providers for price feeds, creating a single point of failure and manipulation. ⎊ Term", "datePublished": "2025-12-23T08:48:52+00:00", "dateModified": "2026-04-01T03:21:58+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/decentralized-finance-algorithmic-pricing-engine-options-trading-derivatives-protocol-risk-management-framework.jpg", "width": 3850, "height": 2166, "caption": "A high-resolution 3D render of a complex mechanical object featuring a blue spherical framework, a dark-colored structural projection, and a beige obelisk-like component. A glowing green core, possibly representing an energy source or central mechanism, is visible within the latticework structure." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/decentralized-market-evolution/", "url": "https://term.greeks.live/term/decentralized-market-evolution/", "headline": "Decentralized Market Evolution", "description": "Meaning ⎊ Decentralized Market Evolution represents the transition of complex derivatives from centralized exchanges to permissionless, on-chain protocols, fundamentally altering risk management and capital efficiency in crypto finance. ⎊ Term", "datePublished": "2025-12-22T10:46:22+00:00", "dateModified": "2026-01-04T20:13:38+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/market-microstructure-visualization-of-liquidity-funnels-and-decentralized-options-protocol-dynamics.jpg", "width": 3850, "height": 2166, "caption": "A close-up view shows a layered, abstract tunnel structure with smooth, undulating surfaces. The design features concentric bands in dark blue, teal, bright green, and a warm beige interior, creating a sense of dynamic depth." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/compliance-technology-evolution/", "url": "https://term.greeks.live/term/compliance-technology-evolution/", "headline": "Compliance Technology Evolution", "description": "Meaning ⎊ Decentralized Regulatory Oracles enable crypto derivatives protocols to enforce compliance rules on-chain using privacy-preserving technology, balancing decentralization with regulatory requirements. ⎊ Term", "datePublished": "2025-12-22T09:55:57+00:00", "dateModified": "2025-12-22T09:55:57+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-decentralized-financial-derivative-structure-representing-layered-risk-stratification-model.jpg", "width": 3850, "height": 2166, "caption": "A highly detailed 3D render of a cylindrical object composed of multiple concentric layers. The main body is dark blue, with a bright white ring and a light blue end cap featuring a bright green inner core." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/data-source-corruption/", "url": "https://term.greeks.live/term/data-source-corruption/", "headline": "Data Source Corruption", "description": "Meaning ⎊ Data source corruption in crypto options protocols undermines settlement integrity by compromising price feeds, leading to mispricing and systemic liquidation risk. ⎊ Term", "datePublished": "2025-12-22T08:40:07+00:00", "dateModified": "2025-12-22T08:40:07+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/unbundling-a-defi-derivatives-protocols-collateral-unlocking-mechanism-and-automated-yield-generation.jpg", "width": 3850, "height": 2166, "caption": "A futuristic, blue aerodynamic object splits apart to reveal a bright green internal core and complex mechanical gears. 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/multi-source-data-feeds/", "url": "https://term.greeks.live/term/multi-source-data-feeds/", "headline": "Multi-Source Data Feeds", "description": "Meaning ⎊ Multi-source data feeds enhance crypto derivative resilience by aggregating diverse data inputs to provide a robust, manipulation-resistant price reference for liquidations and settlement. ⎊ Term", "datePublished": "2025-12-22T08:37:55+00:00", "dateModified": "2025-12-22T08:37:55+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-high-speed-liquidity-aggregation-protocol-for-cross-chain-settlement-architecture.jpg", "width": 3850, "height": 2166, "caption": "A high-tech, white and dark-blue device appears suspended, emitting a powerful stream of dark, high-velocity fibers that form an angled \"X\" pattern against a dark background. The source of the fiber stream is illuminated with a bright green glow." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/financial-primitive-evolution/", "url": "https://term.greeks.live/term/financial-primitive-evolution/", "headline": "Financial Primitive Evolution", "description": "Meaning ⎊ Decentralized Volatility Products are a financial primitive that commoditizes price uncertainty and facilitates on-chain risk transfer through capital-efficient mechanisms like options AMMs and automated vaults. ⎊ Term", "datePublished": "2025-12-21T10:40:13+00:00", "dateModified": "2025-12-21T10:40:13+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/a-high-level-visualization-of-systemic-risk-aggregation-in-cross-collateralized-defi-derivative-protocols.jpg", "width": 3850, "height": 2166, "caption": "A complex, interwoven knot of thick, rounded tubes in varying colors—dark blue, light blue, beige, and bright green—is shown against a dark background. The bright green tube cuts across the center, contrasting with the more tightly bound dark and light elements." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/data-source-correlation/", "url": "https://term.greeks.live/definition/data-source-correlation/", "headline": "Data Source Correlation", "description": "The hidden dependence of multiple data feeds on a single source, which compromises the reliability of aggregation. ⎊ Term", "datePublished": "2025-12-21T10:18:46+00:00", "dateModified": "2026-03-27T16:08:12+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-automated-execution-engine-for-structured-financial-derivatives-and-decentralized-options-trading-protocols.jpg", "width": 3850, "height": 2166, "caption": "A close-up view shows a sophisticated, futuristic mechanism with smooth, layered components. A bright green light emanates from the central cylindrical core, suggesting a power source or data flow point." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/data-source-integration/", "url": "https://term.greeks.live/term/data-source-integration/", "headline": "Data Source Integration", "description": "Meaning ⎊ Data source integration for crypto options is the foundational process of securely bridging off-chain market data to smart contracts for accurate pricing and risk management. ⎊ Term", "datePublished": "2025-12-20T10:32:55+00:00", "dateModified": "2025-12-20T10:32:55+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-perpetual-contracts-architecture-visualizing-real-time-automated-market-maker-data-flow.jpg", "width": 3850, "height": 2166, "caption": "An abstract, high-contrast image shows smooth, dark, flowing shapes with a reflective surface. A prominent green glowing light source is embedded within the lower right form, indicating a data point or status." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/data-source-weighting/", "url": "https://term.greeks.live/definition/data-source-weighting/", "headline": "Data Source Weighting", "description": "Assigning varying importance to data inputs based on provider reliability to improve the accuracy of aggregated price feeds. ⎊ Term", "datePublished": "2025-12-20T10:16:34+00:00", "dateModified": "2026-04-10T01:48:17+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/interlocking-collateralized-assets-within-a-decentralized-options-derivatives-liquidity-pool-architecture-framework.jpg", "width": 3850, "height": 2166, "caption": "A close-up render shows a futuristic-looking blue mechanical object with a latticed surface. Inside the open spaces of the lattice, a bright green cylindrical component and a white cylindrical component are visible, along with smaller blue components." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/data-source-correlation-risk/", "url": "https://term.greeks.live/term/data-source-correlation-risk/", "headline": "Data Source Correlation Risk", "description": "Meaning ⎊ Data source correlation risk is the hidden vulnerability where seemingly independent price feeds share a common point of failure, compromising options contract integrity. ⎊ Term", "datePublished": "2025-12-20T09:46:48+00:00", "dateModified": "2025-12-20T09:46:48+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/systemic-risk-correlation-and-cross-collateralization-nexus-in-decentralized-crypto-derivatives-markets.jpg", "width": 3850, "height": 2166, "caption": "A close-up view presents four thick, continuous strands intertwined in a complex knot against a dark background. The strands are colored off-white, dark blue, bright blue, and green, creating a dense pattern of overlaps and underlaps." } } ], "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/automated-market-maker-engine-core-logic-for-decentralized-options-trading-and-perpetual-futures-protocols.jpg" } } ``` --- **Original URL:** https://term.greeks.live/area/data-source-evolution/resource/2/