# Algorithmic Risk ⎊ Area ⎊ Resource 1 --- ## What is the Mechanism of Algorithmic Risk? Algorithmic risk manifests when automated trading logic encounters unexpected market states, leading to unintended order execution or unintended financial exposure. In crypto derivatives, this frequently involves feedback loops where programmed selling during a flash crash exacerbates price volatility. Quantitative models often fail to account for the lack of circuit breakers common in traditional equity markets, resulting in cascading liquidations across decentralized protocols. ## What is the Assumption of Algorithmic Risk? Traders frequently base high-frequency strategies on historical data distributions that prove inadequate during extreme tail-event volatility. These flawed premises regarding liquidity depth or correlation stability often collapse when on-chain order books evaporate during periods of high network congestion. Relying on stale oracle feeds or non-representative price discovery inputs creates a divergence between modeled outcomes and actual market reality. ## What is the Mitigation of Algorithmic Risk? Effective risk management requires the implementation of dynamic delta-hedging constraints and rigorous stress testing against non-linear market movements. Sophisticated desks monitor real-time slippage thresholds to prevent runaway execution during moments of low exchange depth. Continuous audit processes for smart contract interactions and programmatic execution logic remain essential to ensure that automated strategies operate within predefined safety parameters. --- ## [Smart Contract Risk](https://term.greeks.live/definition/smart-contract-risk/) Potential for financial loss due to code vulnerabilities, logic errors, or unforeseen interactions in automated protocols. ⎊ Definition ## [Systems Risk](https://term.greeks.live/definition/systems-risk/) The risk that a failure in one interconnected part of a financial system will trigger a broader collapse of the network. ⎊ Definition ## [Decentralized Finance Infrastructure](https://term.greeks.live/definition/decentralized-finance-infrastructure/) The technological backbone enabling autonomous financial services on public blockchains without centralized intermediaries. ⎊ Definition ## [Systemic Risk Contagion](https://term.greeks.live/definition/systemic-risk-contagion/) The propagation of financial failure from one entity or protocol to the broader market due to high interdependencies. ⎊ Definition ## [On-Chain Liquidity](https://term.greeks.live/definition/on-chain-liquidity/) The availability and depth of assets on decentralized platforms allowing for efficient trading without extreme price impact. ⎊ Definition ## [Automated Risk Engines](https://term.greeks.live/definition/automated-risk-engines/) Software systems that monitor risk parameters and trigger automated protective actions to maintain protocol solvency in real-time. ⎊ Definition ## [Market Manipulation](https://term.greeks.live/definition/market-manipulation/) Intentional conduct designed to deceive market participants or artificially influence asset prices for profit. ⎊ Definition ## [Predictive Modeling](https://term.greeks.live/definition/predictive-modeling/) Using historical data and statistics to forecast future market trends and price movements. ⎊ Definition ## [Predictive Risk Modeling](https://term.greeks.live/term/predictive-risk-modeling/) Meaning ⎊ Predictive Risk Modeling in crypto options evaluates systemic contagion by simulating market volatility and protocol liquidation dynamics to proactively manage risk. ⎊ Definition ## [Merton Jump Diffusion](https://term.greeks.live/term/merton-jump-diffusion/) Meaning ⎊ Merton Jump Diffusion extends options pricing models by incorporating discrete jumps, providing a robust framework for managing tail risk in crypto markets. ⎊ Definition ## [Collateral Ratios](https://term.greeks.live/definition/collateral-ratios/) The relationship between the value of a position and the pledged collateral, indicating the safety buffer of the debt. ⎊ Definition ## [VaR Calculation](https://term.greeks.live/term/var-calculation/) Meaning ⎊ VaR calculation for crypto options quantifies potential portfolio losses by adjusting traditional methodologies to account for high volatility and heavy-tailed risk distributions. ⎊ Definition ## [Automated Market Maker Risk](https://term.greeks.live/term/automated-market-maker-risk/) Meaning ⎊ Automated Market Maker Risk in options protocols arises from the mispricing of non-linear risk, primarily gamma and vega, which exposes liquidity providers to systemic arbitrage. ⎊ Definition ## [Adversarial Market Environments](https://term.greeks.live/term/adversarial-market-environments/) Meaning ⎊ Adversarial Market Environments in crypto options are defined by the systemic exploitation of protocol vulnerabilities and information asymmetries, where participants compete on market microstructure and protocol physics. ⎊ Definition ## [Stress Testing Simulations](https://term.greeks.live/term/stress-testing-simulations/) Meaning ⎊ Stress testing simulates extreme market events to evaluate the resilience of crypto options protocols and identify potential systemic failure points. ⎊ Definition ## [Adversarial Economics](https://term.greeks.live/term/adversarial-economics/) Meaning ⎊ Adversarial Economics analyzes how rational actors exploit systemic vulnerabilities in decentralized options markets to extract value, necessitating a shift from traditional risk models to game-theoretic protocol design. ⎊ Definition ## [Data Source Failure](https://term.greeks.live/term/data-source-failure/) Meaning ⎊ Data Source Failure in crypto options creates systemic risk by compromising real-time pricing and enabling incorrect liquidations in high-leverage decentralized markets. ⎊ Definition ## [Real-World Asset Data](https://term.greeks.live/term/real-world-asset-data/) Meaning ⎊ Real-World Asset Data provides the necessary off-chain inputs for decentralized protocols to price, margin, and settle derivatives based on non-crypto assets. ⎊ Definition ## [On-Chain Risk](https://term.greeks.live/term/on-chain-risk/) Meaning ⎊ On-Chain Risk in crypto options represents the systemic exposure to smart contract failures, oracle manipulation, and economic design flaws inherent in decentralized protocols. ⎊ Definition ## [Cryptographic Guarantees](https://term.greeks.live/term/cryptographic-guarantees/) Meaning ⎊ Cryptographic guarantees in options protocols ensure deterministic settlement and eliminate counterparty risk by replacing legal assurances with immutable code execution. ⎊ Definition ## [Zero Knowledge Risk Management Protocol](https://term.greeks.live/term/zero-knowledge-risk-management-protocol/) Meaning ⎊ Zero Knowledge Risk Management Protocols enable privacy-preserving verification of collateral and margin requirements, mitigating front-running risk and enhancing capital efficiency in decentralized derivatives markets. ⎊ Definition ## [Computational Efficiency](https://term.greeks.live/definition/computational-efficiency/) The ratio of output to computational resources used to process financial data or validate blockchain transactions. ⎊ Definition ## [Hybrid Data Models](https://term.greeks.live/term/hybrid-data-models/) Meaning ⎊ Hybrid Data Models combine on-chain and off-chain data sources to create manipulation-resistant price feeds for decentralized options protocols, enhancing risk management and data integrity. ⎊ Definition ## [DeFi Exploits](https://term.greeks.live/term/defi-exploits/) Meaning ⎊ DeFi exploits represent systemic failures where attackers leverage economic logic flaws in protocols, often amplified by flash loans, to manipulate derivatives pricing and collateral calculations. ⎊ Definition ## [Risk Parameter Provision](https://term.greeks.live/term/risk-parameter-provision/) Meaning ⎊ Risk Parameter Provision defines the architectural levers that govern margin, collateral, and liquidation thresholds to maintain systemic stability in decentralized derivatives protocols. ⎊ Definition ## [Risk Stress Testing](https://term.greeks.live/term/risk-stress-testing/) Meaning ⎊ Risk stress testing for crypto options protocols simulates extreme market and technical conditions to determine a protocol's resilience and capital adequacy against systemic failure. ⎊ Definition ## [Automated Compliance Engines](https://term.greeks.live/definition/automated-compliance-engines/) Software systems that monitor and enforce regulatory compliance through real-time automated data analysis. ⎊ Definition ## [Dynamic Risk Parameterization](https://term.greeks.live/definition/dynamic-risk-parameterization/) The automated, real-time adjustment of risk variables based on live market conditions and volatility data. ⎊ Definition ## [Zero-Knowledge Risk Proofs](https://term.greeks.live/term/zero-knowledge-risk-proofs/) Meaning ⎊ Zero-Knowledge Collateral Risk Verification cryptographically assures a derivatives protocol's solvency and risk exposure without revealing sensitive position data. ⎊ Definition ## [Margin-to-Liquidation Ratio](https://term.greeks.live/term/margin-to-liquidation-ratio/) Meaning ⎊ The Margin-to-Liquidation Ratio measures the proximity of a levered position to its insolvency threshold within automated clearing systems. ⎊ 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": "Algorithmic Risk", "item": "https://term.greeks.live/area/algorithmic-risk/" }, { "@type": "ListItem", "position": 4, "name": "Resource 1", "item": "https://term.greeks.live/area/algorithmic-risk/resource/1/" } ] } ``` ```json { "@context": "https://schema.org", "@type": "FAQPage", "mainEntity": [ { "@type": "Question", "name": "What is the Mechanism of Algorithmic Risk?", "acceptedAnswer": { "@type": "Answer", "text": "Algorithmic risk manifests when automated trading logic encounters unexpected market states, leading to unintended order execution or unintended financial exposure. 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The object features a white conical tip, followed by sections of green, blue, and teal, with several dark rings seemingly separating the parts and fins at the rear." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/data-source-failure/", "url": "https://term.greeks.live/term/data-source-failure/", "headline": "Data Source Failure", "description": "Meaning ⎊ Data Source Failure in crypto options creates systemic risk by compromising real-time pricing and enabling incorrect liquidations in high-leverage decentralized markets. ⎊ Definition", "datePublished": "2025-12-17T08:45:30+00:00", "dateModified": "2026-01-04T16:23:25+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-layer-two-scaling-solution-bridging-protocol-interoperability-architecture-for-automated-market-maker-collateralization.jpg", "width": 3850, "height": 2166, "caption": "A digital cutaway renders a futuristic mechanical connection point where an internal rod with glowing green and blue components interfaces with a dark outer housing. The detailed view highlights the complex internal structure and data flow, suggesting advanced technology or a secure system interface." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/real-world-asset-data/", "url": "https://term.greeks.live/term/real-world-asset-data/", "headline": "Real-World Asset Data", "description": "Meaning ⎊ Real-World Asset Data provides the necessary off-chain inputs for decentralized protocols to price, margin, and settle derivatives based on non-crypto assets. ⎊ Definition", "datePublished": "2025-12-17T10:07:14+00:00", "dateModified": "2026-01-04T16:42:01+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-throughput-data-processing-for-multi-asset-collateralization-in-derivatives-platforms.jpg", "width": 3850, "height": 2166, "caption": "The image displays a detailed view of a thick, multi-stranded cable passing through a dark, high-tech looking spool or mechanism. A bright green ring illuminates the channel where the cable enters the device." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/on-chain-risk/", "url": "https://term.greeks.live/term/on-chain-risk/", "headline": "On-Chain Risk", "description": "Meaning ⎊ On-Chain Risk in crypto options represents the systemic exposure to smart contract failures, oracle manipulation, and economic design flaws inherent in decentralized protocols. ⎊ Definition", "datePublished": "2025-12-17T11:02:24+00:00", "dateModified": "2026-01-04T16:54:06+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/interoperable-multi-chain-layering-architecture-visualizing-scalability-and-high-frequency-cross-chain-data-throughput-channels.jpg", "width": 3850, "height": 2166, "caption": "A close-up view shows a stylized, multi-layered structure with undulating, intertwined channels of dark blue, light blue, and beige colors, with a bright green rod protruding from a central housing. This abstract visualization represents the intricate multi-chain architecture necessary for advanced scaling solutions in decentralized finance." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/cryptographic-guarantees/", "url": "https://term.greeks.live/term/cryptographic-guarantees/", "headline": "Cryptographic Guarantees", "description": "Meaning ⎊ Cryptographic guarantees in options protocols ensure deterministic settlement and eliminate counterparty risk by replacing legal assurances with immutable code execution. ⎊ Definition", "datePublished": "2025-12-17T11:05:55+00:00", "dateModified": "2026-01-04T16:57:10+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/multi-layered-risk-propagation-analysis-in-decentralized-finance-protocols-and-options-hedging-strategies.jpg", "width": 3850, "height": 2166, "caption": "An abstract composition features smooth, flowing layered structures moving dynamically upwards. The color palette transitions from deep blues in the background layers to light cream and vibrant green at the forefront." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/zero-knowledge-risk-management-protocol/", "url": "https://term.greeks.live/term/zero-knowledge-risk-management-protocol/", "headline": "Zero Knowledge Risk Management Protocol", "description": "Meaning ⎊ Zero Knowledge Risk Management Protocols enable privacy-preserving verification of collateral and margin requirements, mitigating front-running risk and enhancing capital efficiency in decentralized derivatives markets. ⎊ Definition", "datePublished": "2025-12-19T08:14:19+00:00", "dateModified": "2025-12-19T08:14:19+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/hard-fork-divergence-mechanism-facilitating-cross-chain-interoperability-and-asset-bifurcation-in-decentralized-ecosystems.jpg", "width": 3850, "height": 2166, "caption": "Two teal-colored, soft-form elements are symmetrically separated by a complex, multi-component central mechanism. The inner structure consists of beige-colored inner linings and a prominent blue and green T-shaped fulcrum assembly." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/computational-efficiency/", "url": "https://term.greeks.live/definition/computational-efficiency/", "headline": "Computational Efficiency", "description": "The ratio of output to computational resources used to process financial data or validate blockchain transactions. ⎊ Definition", "datePublished": "2025-12-19T10:09:47+00:00", "dateModified": "2026-03-14T13:15:18+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/algorithmic-arbitrage-vehicle-representing-decentralized-finance-protocol-efficiency-and-yield-aggregation.jpg", "width": 3850, "height": 2166, "caption": "A stylized futuristic vehicle, rendered digitally, showcases a light blue chassis with dark blue wheel components and bright neon green accents. The design metaphorically represents a high-frequency algorithmic trading system deployed within the decentralized finance ecosystem." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/hybrid-data-models/", "url": "https://term.greeks.live/term/hybrid-data-models/", "headline": "Hybrid Data Models", "description": "Meaning ⎊ Hybrid Data Models combine on-chain and off-chain data sources to create manipulation-resistant price feeds for decentralized options protocols, enhancing risk management and data integrity. ⎊ Definition", "datePublished": "2025-12-20T09:47:53+00:00", "dateModified": "2026-01-04T18:13:02+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/algorithmic-high-frequency-trading-protocol-layers-demonstrating-decentralized-options-collateralization-and-data-flow.jpg", "width": 3850, "height": 2166, "caption": "A 3D render displays a futuristic mechanical structure with layered components. The design features smooth, dark blue surfaces, internal bright green elements, and beige outer shells, suggesting a complex internal mechanism or data flow." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/defi-exploits/", "url": "https://term.greeks.live/term/defi-exploits/", "headline": "DeFi Exploits", "description": "Meaning ⎊ DeFi exploits represent systemic failures where attackers leverage economic logic flaws in protocols, often amplified by flash loans, to manipulate derivatives pricing and collateral calculations. ⎊ Definition", "datePublished": "2025-12-20T10:44:39+00:00", "dateModified": "2026-01-04T18:33:12+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/collateralized-defi-protocol-stacking-representing-complex-options-chains-and-structured-derivative-products.jpg", "width": 3850, "height": 2166, "caption": "A close-up view presents a dynamic arrangement of layered concentric bands, which create a spiraling vortex-like structure. The bands vary in color, including deep blue, vibrant teal, and off-white, suggesting a complex, interconnected system." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/risk-parameter-provision/", "url": "https://term.greeks.live/term/risk-parameter-provision/", "headline": "Risk Parameter Provision", "description": "Meaning ⎊ Risk Parameter Provision defines the architectural levers that govern margin, collateral, and liquidation thresholds to maintain systemic stability in decentralized derivatives protocols. ⎊ Definition", "datePublished": "2025-12-21T10:28:38+00:00", "dateModified": "2026-01-04T19:13:03+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-synthetic-asset-protocol-core-mechanism-visualizing-dynamic-liquidity-provision-and-hedging-strategy-execution.jpg", "width": 3850, "height": 2166, "caption": "A conceptual rendering features a high-tech, dark-blue mechanism split in the center, revealing a vibrant green glowing internal component. The device rests on a subtly reflective dark surface, outlined by a thin, light-colored track, suggesting a defined operational boundary or pathway." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/risk-stress-testing/", "url": "https://term.greeks.live/term/risk-stress-testing/", "headline": "Risk Stress Testing", "description": "Meaning ⎊ Risk stress testing for crypto options protocols simulates extreme market and technical conditions to determine a protocol's resilience and capital adequacy against systemic failure. ⎊ Definition", "datePublished": "2025-12-21T11:03:39+00:00", "dateModified": "2025-12-21T11:03:39+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/synthetic-structured-derivatives-risk-tranche-chain-visualization-underlying-asset-collateralization.jpg", "width": 3850, "height": 2166, "caption": "A series of smooth, interconnected, torus-shaped rings are shown in a close-up, diagonal view. The colors transition sequentially from a light beige to deep blue, then to vibrant green and teal." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/automated-compliance-engines/", "url": "https://term.greeks.live/definition/automated-compliance-engines/", "headline": "Automated Compliance Engines", "description": "Software systems that monitor and enforce regulatory compliance through real-time automated data analysis. ⎊ Definition", "datePublished": "2025-12-23T08:32:21+00:00", "dateModified": "2026-03-19T22:36:37+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/decentralized-finance-options-tranches-dynamic-rebalancing-engine-for-automated-risk-stratification.jpg", "width": 3850, "height": 2166, "caption": "A series of colorful, layered discs or plates are visible through an opening in a dark blue surface. The discs are stacked side-by-side, exhibiting undulating, non-uniform shapes and colors including dark blue, cream, and bright green." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/dynamic-risk-parameterization/", "url": "https://term.greeks.live/definition/dynamic-risk-parameterization/", "headline": "Dynamic Risk Parameterization", "description": "The automated, real-time adjustment of risk variables based on live market conditions and volatility data. ⎊ Definition", "datePublished": "2025-12-23T09:42:13+00:00", "dateModified": "2026-03-27T19:07:13+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/multi-layered-composite-asset-illustrating-dynamic-risk-management-in-defi-structured-products-and-options-volatility-surfaces.jpg", "width": 3850, "height": 2166, "caption": "A three-dimensional abstract geometric structure is displayed, featuring multiple stacked layers in a fluid, dynamic arrangement. The layers exhibit a color gradient, including shades of dark blue, light blue, bright green, beige, and off-white." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/zero-knowledge-risk-proofs/", "url": "https://term.greeks.live/term/zero-knowledge-risk-proofs/", "headline": "Zero-Knowledge Risk Proofs", "description": "Meaning ⎊ Zero-Knowledge Collateral Risk Verification cryptographically assures a derivatives protocol's solvency and risk exposure without revealing sensitive position data. ⎊ Definition", "datePublished": "2026-01-03T09:06:40+00:00", "dateModified": "2026-01-03T09:07:34+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/risk-stratification-and-cross-tranche-liquidity-provision-in-decentralized-perpetual-futures-market-mechanisms.jpg", "width": 3850, "height": 2166, "caption": "A close-up view of a dark blue mechanical structure features a series of layered, circular components. The components display distinct colors—white, beige, mint green, and light blue—arranged in sequence, suggesting a complex, multi-part system." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/margin-to-liquidation-ratio/", "url": "https://term.greeks.live/term/margin-to-liquidation-ratio/", "headline": "Margin-to-Liquidation Ratio", "description": "Meaning ⎊ The Margin-to-Liquidation Ratio measures the proximity of a levered position to its insolvency threshold within automated clearing systems. ⎊ Definition", "datePublished": "2026-01-06T12:56:06+00:00", "dateModified": "2026-01-06T12:57:01+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-complex-collateralized-positions-and-synthetic-options-derivative-protocols-risk-management.jpg", "width": 3850, "height": 2166, "caption": "A high-resolution 3D render shows a complex mechanical component with a dark blue body featuring sharp, futuristic angles. A bright green rod is centrally positioned, extending through interlocking blue and white ring-like structures, emphasizing a precise connection mechanism." } } ], "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/smart-contract-security-vulnerability-and-private-key-management-for-decentralized-finance-protocols.jpg" } } ``` --- **Original URL:** https://term.greeks.live/area/algorithmic-risk/resource/1/