# Algorithmic Trading Bugs ⎊ Area ⎊ Resource 1 --- ## What is the Failure of Algorithmic Trading Bugs? Algorithmic trading systems, despite rigorous development, are susceptible to failures stemming from unanticipated market events or coding errors. These failures manifest as incorrect order execution, unintended positions, or system halts, potentially leading to substantial financial losses. Robust error handling and comprehensive testing, including stress tests simulating extreme conditions, are crucial for mitigating such risks within cryptocurrency, options, and derivatives markets. The complexity of these markets, coupled with high-frequency trading, amplifies the impact of even minor algorithmic flaws. ## What is the Adjustment of Algorithmic Trading Bugs? The need for constant adjustment arises from the dynamic nature of financial markets and the evolving behavior of participants. Algorithmic trading strategies require continuous recalibration of parameters to maintain profitability and adapt to changing volatility, liquidity, and correlations. This adjustment process, often automated through machine learning techniques, must account for factors like order book dynamics, latency, and the impact of other algorithms, particularly in crypto derivatives where market structures are still developing. Failure to adjust adequately can result in performance degradation and increased exposure to unforeseen risks. ## What is the Calculation of Algorithmic Trading Bugs? Precise calculation is fundamental to algorithmic trading, underpinning pricing models, risk assessments, and execution logic. Errors in these calculations, whether due to data inaccuracies, flawed formulas, or computational limitations, can have cascading effects on trading outcomes. In the context of options and financial derivatives, accurate calculation of Greeks, implied volatility, and fair value is paramount. Furthermore, the computational burden associated with complex calculations necessitates efficient algorithms and robust infrastructure to ensure timely and reliable execution, especially in fast-moving cryptocurrency markets. --- ## [Algorithmic Trading Systems](https://term.greeks.live/term/algorithmic-trading-systems/) Meaning ⎊ Algorithmic Trading Systems provide the automated infrastructure necessary for efficient price discovery and liquidity in decentralized financial markets. ⎊ Term ## [Algorithmic Trading Risks](https://term.greeks.live/definition/algorithmic-trading-risks/) Dangers stemming from automated trading systems that can cause unexpected market volatility or systemic errors. ⎊ Term ## [Algorithmic Trading Optimization](https://term.greeks.live/term/algorithmic-trading-optimization/) Meaning ⎊ Algorithmic trading optimization systematically refines automated execution to minimize slippage and maximize capital efficiency in decentralized markets. ⎊ Term ## [Algorithmic Trading Execution](https://term.greeks.live/term/algorithmic-trading-execution/) Meaning ⎊ Algorithmic Trading Execution automates order routing to minimize market impact and optimize capital efficiency within fragmented digital asset markets. ⎊ Term ## [Algorithmic Trading Signals](https://term.greeks.live/definition/algorithmic-trading-signals/) Math-based triggers for automated asset entry and exit points. ⎊ Term ## [Algorithmic Trading Infrastructure](https://term.greeks.live/definition/algorithmic-trading-infrastructure/) The integrated technical environment of hardware and software used to automate and execute complex financial strategies. ⎊ Term ## [Algorithmic Options Trading](https://term.greeks.live/term/algorithmic-options-trading/) Meaning ⎊ Algorithmic options trading leverages automated quantitative models to manage derivative risk and capture pricing inefficiencies in decentralized markets. ⎊ Term ## [Algorithmic Trading Implementation](https://term.greeks.live/term/algorithmic-trading-implementation/) Meaning ⎊ Algorithmic trading implementation automates derivative execution, transforming quantitative models into resilient strategies within decentralized markets. ⎊ Term ## [Algorithmic Trading Efficiency](https://term.greeks.live/definition/algorithmic-trading-efficiency/) The ability of automated trading systems to execute strategies accurately while minimizing costs and operational risks. ⎊ Term ## [Algorithmic Trading Automation](https://term.greeks.live/term/algorithmic-trading-automation/) Meaning ⎊ Algorithmic trading automation replaces human intervention with programmatic logic to optimize liquidity and risk management in decentralized markets. ⎊ Term ## [Algorithmic Trading Regulation](https://term.greeks.live/term/algorithmic-trading-regulation/) Meaning ⎊ Algorithmic Trading Regulation codifies automated execution constraints to ensure systemic stability and integrity within decentralized market venues. ⎊ Term ## [Algorithmic Trading Performance](https://term.greeks.live/term/algorithmic-trading-performance/) Meaning ⎊ Algorithmic trading performance measures the efficacy of automated execution in converting market strategy into realized risk-adjusted financial returns. ⎊ Term ## [Algorithmic Trading Patterns](https://term.greeks.live/definition/algorithmic-trading-patterns/) Automated, rule-based strategies used to execute trades based on specific market signals or timing parameters. ⎊ Term ## [Algorithmic Trading Security](https://term.greeks.live/definition/algorithmic-trading-security/) Security practices and controls designed to protect automated trading code, strategies, and execution infrastructure. ⎊ Term ## [Algorithmic Trading Safeguards](https://term.greeks.live/term/algorithmic-trading-safeguards/) Meaning ⎊ Algorithmic trading safeguards provide the necessary mathematical constraints to maintain market stability and prevent systemic failure in DeFi. ⎊ Term ## [Algorithmic Trading Oversight](https://term.greeks.live/term/algorithmic-trading-oversight/) Meaning ⎊ Algorithmic trading oversight provides the programmatic framework necessary to ensure automated market activity remains stable within decentralized systems. ⎊ Term ## [Algorithmic Trading Algorithms](https://term.greeks.live/definition/algorithmic-trading-algorithms/) Automated software programs that execute trades based on mathematical rules to improve efficiency and reduce human error. ⎊ Term ## [Algorithmic Trading Impacts](https://term.greeks.live/term/algorithmic-trading-impacts/) Meaning ⎊ Algorithmic trading impacts define the systemic liquidity, price discovery, and volatility feedback loops inherent in decentralized derivative markets. ⎊ Term ## [Algorithmic Trading Bots](https://term.greeks.live/term/algorithmic-trading-bots/) Meaning ⎊ Algorithmic trading bots automate market participation, enhancing liquidity and price discovery through deterministic execution in digital markets. ⎊ Term ## [Algorithmic Trading Impact](https://term.greeks.live/definition/algorithmic-trading-impact/) The influence of automated trading systems on market behavior, price discovery, and volatility in modern financial markets. ⎊ Term ## [Algorithmic Trading Applications](https://term.greeks.live/term/algorithmic-trading-applications/) Meaning ⎊ Algorithmic trading applications automate complex financial strategies in decentralized markets to optimize liquidity and manage risk with precision. ⎊ Term ## [Algorithmic Trading Privacy](https://term.greeks.live/term/algorithmic-trading-privacy/) Meaning ⎊ Algorithmic trading privacy protects execution strategy from adversarial exploitation in transparent decentralized financial markets. ⎊ Term ## [Access Control Mapping Bugs](https://term.greeks.live/definition/access-control-mapping-bugs/) Logic errors in data structures managing user permissions, leading to incorrect authorization and potential privilege gain. ⎊ Term ## [Smart Contract Bugs](https://term.greeks.live/term/smart-contract-bugs/) Meaning ⎊ Smart contract bugs are logic flaws in decentralized code that threaten the stability and solvency of automated financial derivative systems. ⎊ Term ## [Algorithmic Trading Governance](https://term.greeks.live/term/algorithmic-trading-governance/) Meaning ⎊ Algorithmic Trading Governance codifies automated risk management and operational parameters within decentralized protocols to ensure market integrity. ⎊ Term ## [Algorithmic Trading Errors](https://term.greeks.live/term/algorithmic-trading-errors/) Meaning ⎊ Algorithmic Trading Errors are systemic failures in automated execution logic that threaten capital stability within decentralized financial markets. ⎊ Term ## [Overfitting in Algorithmic Trading](https://term.greeks.live/definition/overfitting-in-algorithmic-trading/) The failure of a model to generalize because it has been excessively tailored to specific historical noise rather than signals. ⎊ Term ## [Algorithmic Trading Manipulation](https://term.greeks.live/definition/algorithmic-trading-manipulation/) Automated software tactics designed to create artificial price movements or exploit market latency for illicit profit. ⎊ Term ## [Algorithmic Trading Compliance](https://term.greeks.live/definition/algorithmic-trading-compliance/) Ensuring that automated trading systems follow all regulatory and market rules to prevent illegal or risky activities. ⎊ Term ## [Algorithmic Trading Constraints](https://term.greeks.live/definition/algorithmic-trading-constraints/) Operational limits imposed on automated systems to ensure market stability and prevent reckless trading behavior. ⎊ 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": "Algorithmic Trading Bugs", "item": "https://term.greeks.live/area/algorithmic-trading-bugs/" }, { "@type": "ListItem", "position": 4, "name": "Resource 1", "item": "https://term.greeks.live/area/algorithmic-trading-bugs/resource/1/" } ] } ``` ```json { "@context": "https://schema.org", "@type": "FAQPage", "mainEntity": [ { "@type": "Question", "name": "What is the Failure of Algorithmic Trading Bugs?", "acceptedAnswer": { "@type": "Answer", "text": "Algorithmic trading systems, despite rigorous development, are susceptible to failures stemming from unanticipated market events or coding errors. 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Precision pieces are attached to the front section of the cylindrical object, which features intricate internal gears visible through a green ring." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/algorithmic-trading-algorithms/", "url": "https://term.greeks.live/definition/algorithmic-trading-algorithms/", "headline": "Algorithmic Trading Algorithms", "description": "Automated software programs that execute trades based on mathematical rules to improve efficiency and reduce human error. ⎊ Term", "datePublished": "2026-03-16T15:42:23+00:00", "dateModified": "2026-03-16T15:42:54+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-black-box-mechanism-within-decentralized-finance-synthetic-assets-high-frequency-trading.jpg", "width": 3850, "height": 2166, "caption": "An intricate mechanical device with a turbine-like structure and gears is visible through an opening in a dark blue, mesh-like conduit. The inner lining of the conduit where the opening is located glows with a bright green color against a black background." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/algorithmic-trading-impacts/", "url": "https://term.greeks.live/term/algorithmic-trading-impacts/", "headline": "Algorithmic Trading Impacts", "description": "Meaning ⎊ Algorithmic trading impacts define the systemic liquidity, price discovery, and volatility feedback loops inherent in decentralized derivative markets. ⎊ Term", "datePublished": "2026-03-16T17:37:17+00:00", "dateModified": "2026-03-16T17:37:27+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/interacting-layers-of-collateralized-defi-primitives-and-continuous-options-trading-dynamics.jpg", "width": 3850, "height": 2166, "caption": "A high-angle, close-up view presents an abstract design featuring multiple curved, parallel layers nested within a blue tray-like structure. The layers consist of a matte beige form, a glossy metallic green layer, and two darker blue forms, all flowing in a wavy pattern within the channel." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/algorithmic-trading-bots/", "url": "https://term.greeks.live/term/algorithmic-trading-bots/", "headline": "Algorithmic Trading Bots", "description": "Meaning ⎊ Algorithmic trading bots automate market participation, enhancing liquidity and price discovery through deterministic execution in digital markets. ⎊ Term", "datePublished": "2026-03-16T21:04:21+00:00", "dateModified": "2026-03-16T21:05:18+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/streamlined-high-frequency-trading-algorithmic-execution-engine-for-decentralized-structured-product-derivatives-risk-stratification.jpg", "width": 3850, "height": 2166, "caption": "A close-up view of an abstract, dark blue object with smooth, flowing surfaces. A light-colored, arch-shaped cutout and a bright green ring surround a central nozzle, creating a minimalist, futuristic aesthetic." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/algorithmic-trading-impact/", "url": "https://term.greeks.live/definition/algorithmic-trading-impact/", "headline": "Algorithmic Trading Impact", "description": "The influence of automated trading systems on market behavior, price discovery, and volatility in modern financial markets. ⎊ Term", "datePublished": "2026-03-16T21:35:16+00:00", "dateModified": "2026-04-10T10:13:42+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-port-for-decentralized-derivatives-trading-high-frequency-liquidity-provisioning-and-smart-contract-automation.jpg", "width": 3850, "height": 2166, "caption": "The image displays a close-up perspective of a recessed, dark-colored interface featuring a central cylindrical component. This component, composed of blue and silver sections, emits a vivid green light from its aperture." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/algorithmic-trading-applications/", "url": "https://term.greeks.live/term/algorithmic-trading-applications/", "headline": "Algorithmic Trading Applications", "description": "Meaning ⎊ Algorithmic trading applications automate complex financial strategies in decentralized markets to optimize liquidity and manage risk with precision. ⎊ Term", "datePublished": "2026-03-17T00:17:23+00:00", "dateModified": "2026-03-17T00:17:37+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/algorithmic-smart-contract-interoperability-and-defi-derivatives-ecosystems-for-automated-trading.jpg", "width": 3850, "height": 2166, "caption": "The image displays a cross-section of a futuristic mechanical sphere, revealing intricate internal components. A set of interlocking gears and a central glowing green mechanism are visible, encased within the cut-away structure." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/algorithmic-trading-privacy/", "url": "https://term.greeks.live/term/algorithmic-trading-privacy/", "headline": "Algorithmic Trading Privacy", "description": "Meaning ⎊ Algorithmic trading privacy protects execution strategy from adversarial exploitation in transparent decentralized financial markets. ⎊ Term", "datePublished": "2026-03-17T00:55:06+00:00", "dateModified": "2026-03-17T00:55:30+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/integrated-algorithmic-execution-mechanism-for-perpetual-swaps-and-dynamic-hedging-strategies.jpg", "width": 3850, "height": 2166, "caption": "A close-up view shows a dark, stylized structure resembling an advanced ergonomic handle or integrated design feature. A gradient strip on the surface transitions from blue to a cream color, with a partially obscured green and blue sphere located underneath the main body." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/access-control-mapping-bugs/", "url": "https://term.greeks.live/definition/access-control-mapping-bugs/", "headline": "Access Control Mapping Bugs", "description": "Logic errors in data structures managing user permissions, leading to incorrect authorization and potential privilege gain. ⎊ Term", "datePublished": "2026-03-17T04:22:25+00:00", "dateModified": "2026-03-17T04:23:02+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/decentralized-finance-protocol-algorithmic-volatility-dampening-mechanism-for-derivative-settlement-optimization.jpg", "width": 3850, "height": 2166, "caption": "The image displays a cutaway view of a precision technical mechanism, revealing internal components including a bright green dampening element, metallic blue structures on a threaded rod, and an outer dark blue casing. The assembly illustrates a mechanical system designed for precise movement control and impact absorption." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/smart-contract-bugs/", "url": "https://term.greeks.live/term/smart-contract-bugs/", "headline": "Smart Contract Bugs", "description": "Meaning ⎊ Smart contract bugs are logic flaws in decentralized code that threaten the stability and solvency of automated financial derivative systems. ⎊ Term", "datePublished": "2026-03-17T04:43:05+00:00", "dateModified": "2026-03-17T04:44:23+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/interoperable-smart-contract-framework-visualizing-cross-chain-liquidity-provisioning-and-derivative-mechanism-activation.jpg", "width": 3850, "height": 2166, "caption": "The image displays a close-up view of a complex structural assembly featuring intricate, interlocking components in blue, white, and teal colors against a dark background. A prominent bright green light glows from a circular opening where a white component inserts into the teal component, highlighting a critical connection point." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/algorithmic-trading-governance/", "url": "https://term.greeks.live/term/algorithmic-trading-governance/", "headline": "Algorithmic Trading Governance", "description": "Meaning ⎊ Algorithmic Trading Governance codifies automated risk management and operational parameters within decentralized protocols to ensure market integrity. ⎊ Term", "datePublished": "2026-03-17T14:12:56+00:00", "dateModified": "2026-03-17T14:14:06+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/interlinked-complex-derivatives-architecture-illustrating-smart-contract-collateralization-and-protocol-governance.jpg", "width": 3850, "height": 2166, "caption": "A vivid abstract digital render showcases a multi-layered structure composed of interconnected geometric and organic forms. The composition features a blue and white skeletal frame enveloping dark blue, white, and bright green flowing elements against a dark blue background." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/algorithmic-trading-errors/", "url": "https://term.greeks.live/term/algorithmic-trading-errors/", "headline": "Algorithmic Trading Errors", "description": "Meaning ⎊ Algorithmic Trading Errors are systemic failures in automated execution logic that threaten capital stability within decentralized financial markets. ⎊ Term", "datePublished": "2026-03-17T22:32:50+00:00", "dateModified": "2026-03-17T22:33:30+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/precision-algorithmic-trading-engine-for-decentralized-derivatives-valuation-and-automated-hedging-strategies.jpg", "width": 3850, "height": 2166, "caption": "A high-tech, futuristic mechanical object, possibly a precision drone component or sensor module, is rendered in a dark blue, cream, and bright blue color palette. The front features a prominent, glowing green circular element reminiscent of an active lens or data input sensor, set against a dark, minimal background." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/overfitting-in-algorithmic-trading/", "url": "https://term.greeks.live/definition/overfitting-in-algorithmic-trading/", "headline": "Overfitting in Algorithmic Trading", "description": "The failure of a model to generalize because it has been excessively tailored to specific historical noise rather than signals. ⎊ Term", "datePublished": "2026-03-18T09:54:48+00:00", "dateModified": "2026-03-23T07:02:34+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/algorithmic-execution-port-for-decentralized-derivatives-trading-high-frequency-liquidity-provisioning-and-smart-contract-automation.jpg", "width": 3850, "height": 2166, "caption": "The image displays a close-up perspective of a recessed, dark-colored interface featuring a central cylindrical component. This component, composed of blue and silver sections, emits a vivid green light from its aperture." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/algorithmic-trading-manipulation/", "url": "https://term.greeks.live/definition/algorithmic-trading-manipulation/", "headline": "Algorithmic Trading Manipulation", "description": "Automated software tactics designed to create artificial price movements or exploit market latency for illicit profit. ⎊ Term", "datePublished": "2026-03-19T06:01:21+00:00", "dateModified": "2026-03-19T06:01:57+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/trajectory-and-momentum-analysis-of-options-spreads-in-decentralized-finance-protocols-with-algorithmic-volatility-hedging.jpg", "width": 3850, "height": 2166, "caption": "A low-angle abstract shot captures a facade or wall composed of diagonal stripes, alternating between dark blue, medium blue, bright green, and bright white segments. The lines are arranged diagonally across the frame, creating a dynamic sense of movement and contrast between light and shadow." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/algorithmic-trading-compliance/", "url": "https://term.greeks.live/definition/algorithmic-trading-compliance/", "headline": "Algorithmic Trading Compliance", "description": "Ensuring that automated trading systems follow all regulatory and market rules to prevent illegal or risky activities. ⎊ Term", "datePublished": "2026-03-19T07:59:51+00:00", "dateModified": "2026-03-19T23:42:44+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/precision-algorithmic-trading-engine-for-decentralized-derivatives-valuation-and-automated-hedging-strategies.jpg", "width": 3850, "height": 2166, "caption": "A high-tech, futuristic mechanical object, possibly a precision drone component or sensor module, is rendered in a dark blue, cream, and bright blue color palette. The front features a prominent, glowing green circular element reminiscent of an active lens or data input sensor, set against a dark, minimal background." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/algorithmic-trading-constraints/", "url": "https://term.greeks.live/definition/algorithmic-trading-constraints/", "headline": "Algorithmic Trading Constraints", "description": "Operational limits imposed on automated systems to ensure market stability and prevent reckless trading behavior. ⎊ Term", "datePublished": "2026-03-20T05:03:06+00:00", "dateModified": "2026-04-09T02:24:18+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-trading-infrastructure-visualization-demonstrating-automated-market-maker-risk-management-and-oracle-feed-integration.jpg", "width": 3850, "height": 2166, "caption": "A close-up view of a high-tech mechanical component, rendered in dark blue and black with vibrant green internal parts and green glowing circuit patterns on its surface. Precision pieces are attached to the front section of the cylindrical object, which features intricate internal gears visible through a green ring." } } ], "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/advanced-algorithmic-trading-platform-interface-showing-smart-contract-activation-for-decentralized-finance-operations.jpg" } } ``` --- **Original URL:** https://term.greeks.live/area/algorithmic-trading-bugs/resource/1/