# Blockchain Penalty Mechanisms ⎊ Area ⎊ Resource 1 --- ## What is the Penalty of Blockchain Penalty Mechanisms? Blockchain penalty mechanisms represent a critical component of consensus protocols, designed to disincentivize malicious or negligent behavior within a distributed network. These mechanisms function as economic deterrents, imposing costs on validators or participants who violate network rules, thereby safeguarding the integrity and security of the blockchain. Effective penalty structures are paramount for maintaining network stability and fostering trust among stakeholders, particularly in decentralized finance applications. ## What is the Adjustment of Blockchain Penalty Mechanisms? Adjustments to penalty parameters are frequently implemented in response to evolving network conditions and identified vulnerabilities, requiring careful calibration to balance security and participation incentives. Dynamic penalty systems, responsive to factors like slashing thresholds or proof-of-stake delegation rates, can enhance network resilience against attacks and adapt to changing market dynamics. Such adjustments necessitate robust governance frameworks and ongoing monitoring to prevent unintended consequences or manipulation. ## What is the Algorithm of Blockchain Penalty Mechanisms? The algorithm governing penalty application varies significantly across blockchain architectures, ranging from simple slashing of staked assets to more complex schemes involving reputation systems or temporary voting restrictions. Proof-of-stake systems commonly utilize slashing, where a portion of a validator’s stake is forfeited for attesting to conflicting blocks or exhibiting offline behavior. The design of these algorithms directly impacts the cost-benefit analysis for potential attackers and the overall security profile of the blockchain. --- ## [Blockchain Latency](https://term.greeks.live/term/blockchain-latency/) Meaning ⎊ Blockchain latency defines the time delay between transaction initiation and final confirmation, introducing systemic execution risk that necessitates specific design choices for decentralized derivative protocols. ⎊ Term ## [Blockchain Architecture](https://term.greeks.live/term/blockchain-architecture/) Meaning ⎊ Decentralized options architecture automates non-linear risk transfer on-chain, shifting from counterparty risk to smart contract risk and enabling capital-efficient risk management through liquidity pools. ⎊ Term ## [Blockchain Technology](https://term.greeks.live/term/blockchain-technology/) Meaning ⎊ Blockchain technology provides the foundational state machine for decentralized derivatives, enabling trustless settlement through code-enforced financial logic. ⎊ Term ## [Blockchain Physics](https://term.greeks.live/term/blockchain-physics/) Meaning ⎊ Blockchain Physics is a framework for analyzing how a decentralized protocol's design and incentive structures create emergent financial outcomes and systemic risk. ⎊ Term ## [Blockchain Game Theory](https://term.greeks.live/term/blockchain-game-theory/) Meaning ⎊ Blockchain game theory analyzes how decentralized options protocols design incentive structures to manage non-linear risk and ensure market stability through strategic participant interaction. ⎊ Term ## [Blockchain Economics](https://term.greeks.live/term/blockchain-economics/) Meaning ⎊ Decentralized Volatility Regimes define how blockchain architecture and smart contract execution alter risk pricing and systemic stability for crypto options. ⎊ Term ## [Blockchain Constraints](https://term.greeks.live/term/blockchain-constraints/) Meaning ⎊ Blockchain constraints are the architectural limitations of distributed ledgers that dictate the cost, latency, and capital efficiency of decentralized options protocols. ⎊ Term ## [Blockchain Data Feeds](https://term.greeks.live/term/blockchain-data-feeds/) Meaning ⎊ Blockchain data feeds are essential for decentralized options and derivatives, providing secure and accurate pricing data for collateral valuation and liquidation triggers. ⎊ Term ## [Blockchain Oracles](https://term.greeks.live/term/blockchain-oracles/) Meaning ⎊ Blockchain Oracles bridge off-chain data to smart contracts, enabling decentralized derivatives by providing critical pricing and settlement data. ⎊ Term ## [Blockchain Consensus Mechanisms](https://term.greeks.live/term/blockchain-consensus-mechanisms/) Meaning ⎊ Consensus mechanisms establish the core security and finality properties of a decentralized network, directly influencing the design and risk profile of crypto derivative products. ⎊ Term ## [Modular Blockchain Architecture](https://term.greeks.live/definition/modular-blockchain-architecture/) A design strategy that separates blockchain functions into specialized, distinct layers to improve scalability and performance. ⎊ Term ## [Liquidation Penalty](https://term.greeks.live/definition/liquidation-penalty/) A fee or price discount applied to liquidated collateral, acting as a penalty for the borrower and reward for the liquidator. ⎊ Term ## [Blockchain Transaction Costs](https://term.greeks.live/term/blockchain-transaction-costs/) Meaning ⎊ Blockchain transaction costs define the economic viability and structural constraints of decentralized options markets, influencing pricing, hedging strategies, and liquidity distribution across layers. ⎊ Term ## [Modular Blockchain Design](https://term.greeks.live/term/modular-blockchain-design/) Meaning ⎊ Modular blockchain design separates core functions to create specialized execution environments, enabling high-throughput and capital-efficient crypto options protocols. ⎊ Term ## [Blockchain Transparency](https://term.greeks.live/term/blockchain-transparency/) Meaning ⎊ Blockchain transparency shifts market dynamics by enabling real-time, public verification of collateral and positions, fundamentally altering risk management and market behavior. ⎊ Term ## [Blockchain State Machine](https://term.greeks.live/term/blockchain-state-machine/) Meaning ⎊ Decentralized options protocols are smart contract state machines that enable non-custodial risk transfer through transparent collateralization and algorithmic pricing. ⎊ Term ## [Blockchain Consensus Costs](https://term.greeks.live/term/blockchain-consensus-costs/) Meaning ⎊ Blockchain Consensus Costs are the fundamental economic friction required to secure a decentralized network, directly impacting derivatives pricing and capital efficiency through finality latency and collateral risk. ⎊ Term ## [Liquidation Penalty Fee](https://term.greeks.live/definition/liquidation-penalty-fee/) An extra fee charged during liquidation to incentivize market participants to clear under-collateralized positions. ⎊ Term ## [Liquidation Penalty Calculation](https://term.greeks.live/term/liquidation-penalty-calculation/) Meaning ⎊ The Liquidation Penalty Calculation determines the economic cost of collateral seizure to maintain protocol solvency within decentralized markets. ⎊ Term ## [Blockchain Validation Mechanisms](https://term.greeks.live/term/blockchain-validation-mechanisms/) Meaning ⎊ Blockchain validation mechanisms provide the cryptographic and economic framework for secure, trustless settlement in decentralized financial markets. ⎊ Term ## [Liquidation Penalty Structures](https://term.greeks.live/definition/liquidation-penalty-structures/) Fees and costs imposed on traders during forced position closures to incentivize liquidators and maintain solvency. ⎊ Term ## [L1 Lasso Penalty](https://term.greeks.live/definition/l1-lasso-penalty/) A regularization technique that penalizes absolute coefficient size, forcing some to zero for automatic feature selection. ⎊ Term ## [L2 Ridge Penalty](https://term.greeks.live/definition/l2-ridge-penalty/) A regularization technique that penalizes squared coefficient size to keep them small, enhancing stability in noisy data. ⎊ Term ## [Liquidation Penalty Fees](https://term.greeks.live/definition/liquidation-penalty-fees/) Financial penalties levied during liquidation to reward liquidators and discourage under-collateralized positions. ⎊ Term ## [Slippage Penalty Calculation](https://term.greeks.live/term/slippage-penalty-calculation/) Meaning ⎊ Slippage penalty calculation quantifies the economic cost of market impact, serving as a critical metric for optimizing execution in decentralized venues. ⎊ Term ## [Model Complexity Penalty](https://term.greeks.live/definition/model-complexity-penalty/) A regularization technique that discourages overly complex models to ensure better generalization and reduce overfitting. ⎊ Term ## [Penalty Functions](https://term.greeks.live/definition/penalty-functions/) Mathematical terms added to model optimization to discourage complexity and promote generalizable predictive patterns. ⎊ Term ## [Liquidation Penalty Dynamics](https://term.greeks.live/definition/liquidation-penalty-dynamics/) Fees charged during forced position closure to incentivize solvency and penalize under-collateralized leveraged accounts. ⎊ Term ## [Blockchain Settlement Mechanisms](https://term.greeks.live/term/blockchain-settlement-mechanisms/) Meaning ⎊ Blockchain settlement mechanisms automate the secure transfer of assets and state finality, replacing traditional clearing with algorithmic logic. ⎊ Term ## [Downtime Penalty](https://term.greeks.live/definition/downtime-penalty/) An economic penalty for validators who fail to participate in consensus, ensuring network liveness and availability. ⎊ 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": "Blockchain Penalty Mechanisms", "item": "https://term.greeks.live/area/blockchain-penalty-mechanisms/" }, { "@type": "ListItem", "position": 4, "name": "Resource 1", "item": "https://term.greeks.live/area/blockchain-penalty-mechanisms/resource/1/" } ] } ``` ```json { "@context": "https://schema.org", "@type": "FAQPage", "mainEntity": [ { "@type": "Question", "name": "What is the Penalty of Blockchain Penalty Mechanisms?", "acceptedAnswer": { "@type": "Answer", "text": "Blockchain penalty mechanisms represent a critical component of consensus protocols, designed to disincentivize malicious or negligent behavior within a distributed network. 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The creature displays iridescent metallic green and blue segments on its carapace, with intricate black limbs and components extending from within the structure." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/blockchain-consensus-costs/", "url": "https://term.greeks.live/term/blockchain-consensus-costs/", "headline": "Blockchain Consensus Costs", "description": "Meaning ⎊ Blockchain Consensus Costs are the fundamental economic friction required to secure a decentralized network, directly impacting derivatives pricing and capital efficiency through finality latency and collateral risk. ⎊ Term", "datePublished": "2025-12-22T09:36:27+00:00", "dateModified": "2025-12-22T09:36:27+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/interoperability-of-decentralized-finance-protocols-illustrating-smart-contract-execution-and-cross-chain-bridging-mechanisms.jpg", "width": 3850, "height": 2166, "caption": "A close-up view of two segments of a complex mechanical joint shows the internal components partially exposed, featuring metallic parts and a beige-colored central piece with fluted segments. The right segment includes a bright green ring as part of its internal mechanism, highlighting a precision-engineered connection point." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/liquidation-penalty-fee/", "url": "https://term.greeks.live/definition/liquidation-penalty-fee/", "headline": "Liquidation Penalty Fee", "description": "An extra fee charged during liquidation to incentivize market participants to clear under-collateralized positions. ⎊ Term", "datePublished": "2026-01-26T12:50:38+00:00", "dateModified": "2026-04-07T17:59:15+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/multilayered-collateralized-debt-position-architecture-illustrating-smart-contract-risk-stratification-and-automated-market-making.jpg", "width": 3850, "height": 2166, "caption": "A macro close-up depicts a complex, futuristic ring-like object composed of interlocking segments. The object's dark blue surface features inner layers highlighted by segments of bright green and deep blue, creating a sense of layered complexity and precision engineering." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/liquidation-penalty-calculation/", "url": "https://term.greeks.live/term/liquidation-penalty-calculation/", "headline": "Liquidation Penalty Calculation", "description": "Meaning ⎊ The Liquidation Penalty Calculation determines the economic cost of collateral seizure to maintain protocol solvency within decentralized markets. ⎊ Term", "datePublished": "2026-01-30T10:28:03+00:00", "dateModified": "2026-01-30T10:29:41+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/algorithmic-liquidation-engine-mechanism-for-decentralized-options-protocol-collateral-management-framework.jpg", "width": 3850, "height": 2166, "caption": "A high-resolution 3D render displays an intricate, futuristic mechanical component, primarily in deep blue, cyan, and neon green, against a dark background. The central element features a silver rod and glowing green internal workings housed within a layered, angular structure." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/blockchain-validation-mechanisms/", "url": "https://term.greeks.live/term/blockchain-validation-mechanisms/", "headline": "Blockchain Validation Mechanisms", "description": "Meaning ⎊ Blockchain validation mechanisms provide the cryptographic and economic framework for secure, trustless settlement in decentralized financial markets. ⎊ Term", "datePublished": "2026-03-09T23:20:08+00:00", "dateModified": "2026-03-09T23:21:41+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/interoperability-protocol-architecture-smart-contract-execution-cross-chain-asset-collateralization-dynamics.jpg", "width": 3850, "height": 2166, "caption": "The image displays a cross-sectional view of two dark blue, speckled cylindrical objects meeting at a central point. Internal mechanisms, including light green and tan components like gears and bearings, are visible at the point of interaction." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/liquidation-penalty-structures/", "url": "https://term.greeks.live/definition/liquidation-penalty-structures/", "headline": "Liquidation Penalty Structures", "description": "Fees and costs imposed on traders during forced position closures to incentivize liquidators and maintain solvency. ⎊ Term", "datePublished": "2026-03-10T11:50:34+00:00", "dateModified": "2026-04-15T01:26:28+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-blockchain-interoperability-and-structured-financial-instruments-across-diverse-risk-tranches.jpg", "width": 3850, "height": 2166, "caption": "This abstract image features several multi-colored bands—including beige, green, and blue—intertwined around a series of large, dark, flowing cylindrical shapes. The composition creates a sense of layered complexity and dynamic movement, symbolizing intricate financial structures." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/l1-lasso-penalty/", "url": "https://term.greeks.live/definition/l1-lasso-penalty/", "headline": "L1 Lasso Penalty", "description": "A regularization technique that penalizes absolute coefficient size, forcing some to zero for automatic feature selection. ⎊ Term", "datePublished": "2026-03-12T02:58:47+00:00", "dateModified": "2026-03-12T02:59:34+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/decentralized-options-protocol-architecture-layered-collateralization-yield-generation-and-smart-contract-execution.jpg", "width": 3850, "height": 2166, "caption": "An abstract composition features flowing, layered forms in dark blue, green, and cream colors, with a bright green glow emanating from a central recess. The image visually represents the complex structure of a decentralized derivatives protocol, where layered financial instruments, such as options contracts and perpetual futures, interact within a smart contract-driven environment." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/l2-ridge-penalty/", "url": "https://term.greeks.live/definition/l2-ridge-penalty/", "headline": "L2 Ridge Penalty", "description": "A regularization technique that penalizes squared coefficient size to keep them small, enhancing stability in noisy data. ⎊ Term", "datePublished": "2026-03-12T02:59:44+00:00", "dateModified": "2026-03-12T03:01:04+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-layered-financial-derivative-complexity-risk-tranches-collateralization-mechanisms-smart-contract-execution.jpg", "width": 3850, "height": 2166, "caption": "A stylized, high-tech illustration shows the cross-section of a layered cylindrical structure. The layers are depicted as concentric rings of varying thickness and color, progressing from a dark outer shell to inner layers of blue, cream, and a bright green core." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/liquidation-penalty-fees/", "url": "https://term.greeks.live/definition/liquidation-penalty-fees/", "headline": "Liquidation Penalty Fees", "description": "Financial penalties levied during liquidation to reward liquidators and discourage under-collateralized positions. ⎊ Term", "datePublished": "2026-03-12T06:42:29+00:00", "dateModified": "2026-04-07T01:35:53+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/slippage-penalty-calculation/", "url": "https://term.greeks.live/term/slippage-penalty-calculation/", "headline": "Slippage Penalty Calculation", "description": "Meaning ⎊ Slippage penalty calculation quantifies the economic cost of market impact, serving as a critical metric for optimizing execution in decentralized venues. ⎊ Term", "datePublished": "2026-03-13T01:26:30+00:00", "dateModified": "2026-03-13T01:28:13+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/decentralized-perpetual-futures-protocol-architecture-with-multi-collateral-risk-engine-and-precision-execution.jpg", "width": 3850, "height": 2166, "caption": "The image displays a close-up view of a high-tech mechanism with a white precision tip and internal components featuring bright blue and green accents within a dark blue casing. This sophisticated internal structure symbolizes a decentralized derivatives protocol." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/model-complexity-penalty/", "url": "https://term.greeks.live/definition/model-complexity-penalty/", "headline": "Model Complexity Penalty", "description": "A regularization technique that discourages overly complex models to ensure better generalization and reduce overfitting. ⎊ Term", "datePublished": "2026-03-15T02:19:44+00:00", "dateModified": "2026-04-15T05:48:13+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/intertwined-multi-asset-collateralized-risk-layers-representing-decentralized-derivatives-markets-analysis.jpg", "width": 3850, "height": 2166, "caption": "An abstract visualization featuring multiple intertwined, smooth bands or ribbons against a dark blue background. The bands transition in color, starting with dark blue on the outer layers and progressing to light blue, beige, and vibrant green at the core, creating a sense of dynamic depth and complexity." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/penalty-functions/", "url": "https://term.greeks.live/definition/penalty-functions/", "headline": "Penalty Functions", "description": "Mathematical terms added to model optimization to discourage complexity and promote generalizable predictive patterns. ⎊ Term", "datePublished": "2026-03-15T18:47:46+00:00", "dateModified": "2026-03-15T18:48:45+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/high-frequency-trading-algorithmic-risk-management-systems-and-cex-liquidity-provision-mechanisms-visualization.jpg", "width": 3850, "height": 2166, "caption": "An abstract close-up shot captures a complex mechanical structure with smooth, dark blue curves and a contrasting off-white central component. A bright green light emanates from the center, highlighting a circular ring and a connecting pathway, suggesting an active data flow or power source within the system." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/liquidation-penalty-dynamics/", "url": "https://term.greeks.live/definition/liquidation-penalty-dynamics/", "headline": "Liquidation Penalty Dynamics", "description": "Fees charged during forced position closure to incentivize solvency and penalize under-collateralized leveraged accounts. ⎊ Term", "datePublished": "2026-03-16T02:53:29+00:00", "dateModified": "2026-03-24T03:17:51+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-engine-yield-generation-mechanism-options-market-volatility-surface-modeling-complex-risk-dynamics.jpg", "width": 3850, "height": 2166, "caption": "A stylized dark blue turbine structure features multiple spiraling blades and a central mechanism accented with bright green and gray components. A beige circular element attaches to the side, potentially representing a sensor or lock mechanism on the outer casing." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/blockchain-settlement-mechanisms/", "url": "https://term.greeks.live/term/blockchain-settlement-mechanisms/", "headline": "Blockchain Settlement Mechanisms", "description": "Meaning ⎊ Blockchain settlement mechanisms automate the secure transfer of assets and state finality, replacing traditional clearing with algorithmic logic. ⎊ Term", "datePublished": "2026-03-16T21:24:02+00:00", "dateModified": "2026-03-16T21:25:18+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/analysis-of-interlocked-mechanisms-for-decentralized-cross-chain-liquidity-and-perpetual-futures-contracts.jpg", "width": 3850, "height": 2166, "caption": "A stylized, high-tech object features two interlocking components, one dark blue and the other off-white, forming a continuous, flowing structure. The off-white component includes glowing green apertures that resemble digital eyes, set against a dark, gradient background." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/downtime-penalty/", "url": "https://term.greeks.live/definition/downtime-penalty/", "headline": "Downtime Penalty", "description": "An economic penalty for validators who fail to participate in consensus, ensuring network liveness and availability. ⎊ Term", "datePublished": "2026-03-17T15:22:00+00:00", "dateModified": "2026-03-17T15:22:17+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/abstract-representation-layered-financial-derivative-complexity-risk-tranches-collateralization-mechanisms-smart-contract-execution.jpg", "width": 3850, "height": 2166, "caption": "A stylized, high-tech illustration shows the cross-section of a layered cylindrical structure. The layers are depicted as concentric rings of varying thickness and color, progressing from a dark outer shell to inner layers of blue, cream, and a bright green core." } } ], "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/algorithmic-arbitrage-engine-dynamic-hedging-strategy-implementation-crypto-options-market-efficiency-analysis.jpg" } } ``` --- **Original URL:** https://term.greeks.live/area/blockchain-penalty-mechanisms/resource/1/