# Community Driven Optimization ⎊ Area ⎊ Resource 1 --- ## What is the Algorithm of Community Driven Optimization? ⎊ Community Driven Optimization, within cryptocurrency and derivatives, represents a systematic approach to parameter refinement in trading strategies, leveraging aggregated user data and collective intelligence. This differs from purely quantitative models by incorporating behavioral insights and emergent market patterns identified through decentralized networks. The process involves iterative adjustments to model inputs—such as volatility surfaces or optimal order placement—based on observed outcomes and community feedback, aiming to enhance profitability and risk-adjusted returns. Consequently, the efficacy of these algorithms relies heavily on the quality and representativeness of the participating community and the mechanisms for filtering noise from genuine signals. ## What is the Adjustment of Community Driven Optimization? ⎊ In the context of options trading and financial derivatives, Community Driven Optimization functions as a dynamic recalibration of strategy parameters in response to evolving market conditions and collective user experience. This adjustment process moves beyond static backtesting, incorporating real-time data and user-generated insights to refine risk management protocols and enhance predictive accuracy. The iterative nature of this optimization allows for rapid adaptation to unforeseen events or shifts in market sentiment, potentially mitigating losses and capitalizing on emerging opportunities. Effective implementation necessitates robust data validation and a clear framework for translating community input into actionable trading signals. ## What is the Analysis of Community Driven Optimization? ⎊ Community Driven Optimization necessitates a multi-faceted analysis of both quantitative market data and qualitative user behavior within the cryptocurrency ecosystem. This analysis extends beyond traditional technical indicators to encompass sentiment analysis, social media trends, and on-chain metrics, providing a holistic view of market dynamics. The resulting insights are then used to identify areas for improvement in trading strategies, risk models, and portfolio allocation. Ultimately, the value of this analytical approach lies in its ability to uncover hidden correlations and anticipate market movements that might be missed by conventional methods. --- ## [AI-Driven Stress Testing](https://term.greeks.live/term/ai-driven-stress-testing/) Meaning ⎊ AI-driven stress testing applies generative machine learning models to simulate extreme market conditions and proactively identify systemic vulnerabilities in crypto financial protocols. ⎊ Term ## [Community Driven Development](https://term.greeks.live/term/community-driven-development/) Meaning ⎊ Community Driven Development aligns protocol risk management and parameter evolution with stakeholder incentives in decentralized derivatives. ⎊ Term ## [Options Trading Community](https://term.greeks.live/term/options-trading-community/) Meaning ⎊ Options trading communities enable decentralized, transparent, and algorithmic management of digital asset risk through non-linear derivative protocols. ⎊ Term ## [Arbitrage-Driven Order Flow](https://term.greeks.live/definition/arbitrage-driven-order-flow/) Trading activity that exploits price disparities across exchanges, forcing market convergence and enhancing price efficiency. ⎊ Term ## [Arbitrage-Driven Price Unification](https://term.greeks.live/definition/arbitrage-driven-price-unification/) The process of aligning asset prices across different markets by exploiting price differences through simultaneous trading. ⎊ Term ## [Narrative Driven Volatility](https://term.greeks.live/definition/narrative-driven-volatility/) Price fluctuations caused by social sentiment and hype rather than fundamental utility or economic value. ⎊ Term ## [Sentiment Driven Volatility](https://term.greeks.live/definition/sentiment-driven-volatility-2/) Price fluctuations primarily fueled by the collective emotional state and psychological shifts of market participants. ⎊ Term ## [Community Governance Models](https://term.greeks.live/term/community-governance-models/) Meaning ⎊ Community Governance Models provide the decentralized, cryptographic infrastructure required to manage protocol parameters and treasury assets. ⎊ Term ## [Community Engagement Metrics](https://term.greeks.live/term/community-engagement-metrics/) Meaning ⎊ Community engagement metrics provide the essential data layer for assessing the governance health and systemic resilience of decentralized protocols. ⎊ Term ## [Sentiment Driven Trading](https://term.greeks.live/term/sentiment-driven-trading/) Meaning ⎊ Sentiment Driven Trading leverages quantified human behavioral signals to dynamically price and manage risk within decentralized derivative markets. ⎊ Term ## [Event-Driven Calculation Engines](https://term.greeks.live/term/event-driven-calculation-engines/) Meaning ⎊ Event-Driven Calculation Engines provide the high-frequency, reactive computational foundation required for solvent decentralized derivative markets. ⎊ Term ## [Community Governance Participation](https://term.greeks.live/term/community-governance-participation/) Meaning ⎊ Community Governance Participation enables decentralized control over protocol risk parameters, ensuring protocol stability within volatile markets. ⎊ Term ## [News-Driven Volatility](https://term.greeks.live/definition/news-driven-volatility/) Price fluctuations caused by the rapid integration of significant information or events into the market pricing mechanism. ⎊ Term ## [Data-Driven Insights](https://term.greeks.live/term/data-driven-insights/) Meaning ⎊ Data-Driven Insights enable systematic risk management and capital efficiency by translating blockchain telemetry into predictive financial intelligence. ⎊ Term ## [Community Engagement Strategies](https://term.greeks.live/term/community-engagement-strategies/) Meaning ⎊ Community engagement strategies align participant incentives with protocol stability to ensure resilient and efficient decentralized derivative markets. ⎊ Term ## [Event-Driven Volatility Spikes](https://term.greeks.live/definition/event-driven-volatility-spikes/) Sudden, intense increases in market volatility caused by specific, identifiable news or economic occurrences. ⎊ Term ## [Blockchain Network Security Community Engagement Strategies](https://term.greeks.live/term/blockchain-network-security-community-engagement-strategies/) Meaning ⎊ These strategies align participant incentives with protocol security to create resilient, decentralized defense layers against systemic market threats. ⎊ Term ## [Event-Driven Architecture](https://term.greeks.live/definition/event-driven-architecture/) A system design where components react to events and state changes, enabling real-time interaction and protocol modularity. ⎊ Term ## [Order Book Driven Pricing](https://term.greeks.live/term/order-book-driven-pricing/) Meaning ⎊ Order Book Driven Pricing provides the transparent, high-speed matching framework essential for efficient price discovery in decentralized markets. ⎊ Term ## [Community Governance](https://term.greeks.live/term/community-governance/) Meaning ⎊ Community Governance acts as the decentralized mechanism for protocol management and risk mitigation within autonomous financial systems. ⎊ Term ## [Narrative-Driven Investing](https://term.greeks.live/definition/narrative-driven-investing/) Investment strategy focused on market themes and social sentiment rather than solely on quantitative financial metrics. ⎊ Term ## [Community Driven Governance](https://term.greeks.live/term/community-driven-governance/) Meaning ⎊ Community Driven Governance secures decentralized protocols by replacing centralized authority with transparent, token-based stakeholder consensus. ⎊ Term ## [AI-Driven Security Auditing](https://term.greeks.live/term/ai-driven-security-auditing/) Meaning ⎊ AI-Driven Security Auditing provides continuous, automated validation of protocol logic to mitigate systemic risks in decentralized financial markets. ⎊ Term ## [Community Consensus Building](https://term.greeks.live/term/community-consensus-building/) Meaning ⎊ Community Consensus Building aligns decentralized stakeholder incentives to define risk parameters and protocol logic for complex derivative markets. ⎊ Term ## [Community Sentiment](https://term.greeks.live/definition/community-sentiment/) The collective mood and attitude of stakeholders toward a protocol, influencing governance and market stability. ⎊ Term ## [Data Driven Investment Decisions](https://term.greeks.live/term/data-driven-investment-decisions/) Meaning ⎊ Data driven investment decisions utilize quantitative models and market telemetry to manage risk and optimize capital allocation in decentralized markets. ⎊ Term ## [Community Risk Management](https://term.greeks.live/term/community-risk-management/) Meaning ⎊ Community Risk Management secures decentralized protocols by aligning collective economic incentives with rigorous, data-driven solvency governance. ⎊ Term ## [Community-Led Development](https://term.greeks.live/definition/community-led-development/) A development model where the community collectively drives protocol direction through proposals, funding, and collaboration. ⎊ Term ## [Community Fragmentation](https://term.greeks.live/definition/community-fragmentation/) The breakdown of social cohesion and shared purpose within a protocol's user and developer base. ⎊ Term ## [Community Engagement Scoring](https://term.greeks.live/definition/community-engagement-scoring/) Quantifying active user participation and loyalty to assess the long-term resilience of a project. ⎊ 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": "Community Driven Optimization", "item": "https://term.greeks.live/area/community-driven-optimization/" }, { "@type": "ListItem", "position": 4, "name": "Resource 1", "item": "https://term.greeks.live/area/community-driven-optimization/resource/1/" } ] } ``` ```json { "@context": "https://schema.org", "@type": "FAQPage", "mainEntity": [ { "@type": "Question", "name": "What is the Algorithm of Community Driven Optimization?", "acceptedAnswer": { "@type": "Answer", "text": "⎊ Community Driven Optimization, within cryptocurrency and derivatives, represents a systematic approach to parameter refinement in trading strategies, leveraging aggregated user data and collective intelligence. This differs from purely quantitative models by incorporating behavioral insights and emergent market patterns identified through decentralized networks. The process involves iterative adjustments to model inputs—such as volatility surfaces or optimal order placement—based on observed outcomes and community feedback, aiming to enhance profitability and risk-adjusted returns. Consequently, the efficacy of these algorithms relies heavily on the quality and representativeness of the participating community and the mechanisms for filtering noise from genuine signals." } }, { "@type": "Question", "name": "What is the Adjustment of Community Driven Optimization?", "acceptedAnswer": { "@type": "Answer", "text": "⎊ In the context of options trading and financial derivatives, Community Driven Optimization functions as a dynamic recalibration of strategy parameters in response to evolving market conditions and collective user experience. 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The smooth, layered composition suggests dynamic movement, with elements converging and diverging across the frame." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/blockchain-network-security-community-engagement-strategies/", "url": "https://term.greeks.live/term/blockchain-network-security-community-engagement-strategies/", "headline": "Blockchain Network Security Community Engagement Strategies", "description": "Meaning ⎊ These strategies align participant incentives with protocol security to create resilient, decentralized defense layers against systemic market threats. ⎊ Term", "datePublished": "2026-03-16T21:58:33+00:00", "dateModified": "2026-03-16T21:59:32+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/cross-chain-interoperability-protocol-architecture-facilitating-layered-collateralized-debt-positions-and-dynamic-volatility-hedging-strategies-in-defi.jpg", "width": 3850, "height": 2166, "caption": "A high-resolution, close-up shot captures a complex, multi-layered joint where various colored components interlock precisely. The central structure features layers in dark blue, light blue, cream, and green, highlighting a dynamic connection point." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/event-driven-architecture/", "url": "https://term.greeks.live/definition/event-driven-architecture/", "headline": "Event-Driven Architecture", "description": "A system design where components react to events and state changes, enabling real-time interaction and protocol modularity. ⎊ Term", "datePublished": "2026-03-17T16:07:17+00:00", "dateModified": "2026-03-17T16:08:10+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/visualizing-layered-risk-tranches-and-attack-vectors-within-a-decentralized-finance-protocol-structure.jpg", "width": 3850, "height": 2166, "caption": "A sharp-tipped, white object emerges from the center of a layered, concentric ring structure. The rings are primarily dark blue, interspersed with distinct rings of beige, light blue, and bright green." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/order-book-driven-pricing/", "url": "https://term.greeks.live/term/order-book-driven-pricing/", "headline": "Order Book Driven Pricing", "description": "Meaning ⎊ Order Book Driven Pricing provides the transparent, high-speed matching framework essential for efficient price discovery in decentralized markets. ⎊ Term", "datePublished": "2026-03-17T18:44:00+00:00", "dateModified": "2026-03-17T18:45:49+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/decentralized-volatility-management-mechanism-automated-market-maker-collateralization-ratio-smart-contract-architecture.jpg", "width": 3850, "height": 2166, "caption": "A stylized, futuristic mechanical object rendered in dark blue and light cream, featuring a V-shaped structure connected to a circular, multi-layered component on the left side. The tips of the V-shape contain circular green accents." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/community-governance/", "url": "https://term.greeks.live/term/community-governance/", "headline": "Community Governance", "description": "Meaning ⎊ Community Governance acts as the decentralized mechanism for protocol management and risk mitigation within autonomous financial systems. ⎊ Term", "datePublished": "2026-03-17T22:20:18+00:00", "dateModified": "2026-03-17T22:22:32+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-autonomous-organization-governance-and-automated-market-maker-protocol-architecture-volatility-hedging-strategies.jpg", "width": 3850, "height": 2166, "caption": "Two dark gray, curved structures rise from a darker, fluid surface, revealing a bright green substance and two visible mechanical gears. The composition suggests a complex mechanism emerging from a volatile environment, with the green matter at its center." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/narrative-driven-investing/", "url": "https://term.greeks.live/definition/narrative-driven-investing/", "headline": "Narrative-Driven Investing", "description": "Investment strategy focused on market themes and social sentiment rather than solely on quantitative financial metrics. ⎊ Term", "datePublished": "2026-03-17T23:36:31+00:00", "dateModified": "2026-03-17T23:37:54+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/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/term/community-driven-governance/", "url": "https://term.greeks.live/term/community-driven-governance/", "headline": "Community Driven Governance", "description": "Meaning ⎊ Community Driven Governance secures decentralized protocols by replacing centralized authority with transparent, token-based stakeholder consensus. ⎊ Term", "datePublished": "2026-03-18T02:30:25+00:00", "dateModified": "2026-03-18T02:31:19+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/visualizing-smart-contract-collateral-management-and-decentralized-autonomous-organization-governance-mechanisms.jpg", "width": 3850, "height": 2166, "caption": "A detailed 3D cutaway visualization displays a dark blue capsule revealing an intricate internal mechanism. The core assembly features a sequence of metallic gears, including a prominent helical gear, housed within a precision-fitted teal inner casing." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/ai-driven-security-auditing/", "url": "https://term.greeks.live/term/ai-driven-security-auditing/", "headline": "AI-Driven Security Auditing", "description": "Meaning ⎊ AI-Driven Security Auditing provides continuous, automated validation of protocol logic to mitigate systemic risks in decentralized financial markets. ⎊ Term", "datePublished": "2026-03-18T16:00:07+00:00", "dateModified": "2026-03-18T16:00:32+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-autonomous-organization-architecture-unveiled-interoperability-protocols-and-smart-contract-logic-validation.jpg", "width": 3850, "height": 2166, "caption": "A dark, futuristic background illuminates a cross-section of a high-tech spherical device, split open to reveal an internal structure. The glowing green inner rings and a central, beige-colored component suggest an energy core or advanced mechanism." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/community-consensus-building/", "url": "https://term.greeks.live/term/community-consensus-building/", "headline": "Community Consensus Building", "description": "Meaning ⎊ Community Consensus Building aligns decentralized stakeholder incentives to define risk parameters and protocol logic for complex derivative markets. ⎊ Term", "datePublished": "2026-03-18T17:02:33+00:00", "dateModified": "2026-03-18T17:03:13+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-protocol-architecture-illustrating-collateralized-debt-positions-and-interoperability-in-defi-ecosystems.jpg", "width": 3850, "height": 2166, "caption": "A close-up view reveals a complex, layered structure composed of concentric rings. The composition features deep blue outer layers and an inner bright green ring with screw-like threading, suggesting interlocking mechanical components." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/community-sentiment/", "url": "https://term.greeks.live/definition/community-sentiment/", "headline": "Community Sentiment", "description": "The collective mood and attitude of stakeholders toward a protocol, influencing governance and market stability. ⎊ Term", "datePublished": "2026-03-19T11:35:28+00:00", "dateModified": "2026-03-19T11:36:15+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/interconnection-of-complex-financial-derivatives-and-synthetic-collateralization-mechanisms-for-advanced-options-trading.jpg", "width": 3850, "height": 2166, "caption": "This image captures a structural hub connecting multiple distinct arms against a dark background, illustrating a sophisticated mechanical junction. The central blue component acts as a high-precision joint for diverse elements." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/data-driven-investment-decisions/", "url": "https://term.greeks.live/term/data-driven-investment-decisions/", "headline": "Data Driven Investment Decisions", "description": "Meaning ⎊ Data driven investment decisions utilize quantitative models and market telemetry to manage risk and optimize capital allocation in decentralized markets. ⎊ Term", "datePublished": "2026-03-19T16:59:02+00:00", "dateModified": "2026-03-19T16:59:54+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-execution-of-a-structured-options-derivative-across-multiple-decentralized-liquidity-pools.jpg", "width": 3850, "height": 2166, "caption": "A 3D render displays an intricate geometric abstraction composed of interlocking off-white, light blue, and dark blue components centered around a prominent teal and green circular element. This complex structure serves as a metaphorical representation of a sophisticated, multi-leg options derivative strategy executed on a decentralized exchange." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/community-risk-management/", "url": "https://term.greeks.live/term/community-risk-management/", "headline": "Community Risk Management", "description": "Meaning ⎊ Community Risk Management secures decentralized protocols by aligning collective economic incentives with rigorous, data-driven solvency governance. ⎊ Term", "datePublished": "2026-03-19T21:32:30+00:00", "dateModified": "2026-03-19T21:33:27+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/collateralized-loan-obligation-structure-modeling-volatility-and-interconnected-asset-dynamics.jpg", "width": 3850, "height": 2166, "caption": "A 3D rendered cross-section of a mechanical component, featuring a central dark blue bearing and green stabilizer rings connecting to light-colored spherical ends on a metallic shaft. The assembly is housed within a dark, oval-shaped enclosure, highlighting the internal structure of the mechanism." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/community-led-development/", "url": "https://term.greeks.live/definition/community-led-development/", "headline": "Community-Led Development", "description": "A development model where the community collectively drives protocol direction through proposals, funding, and collaboration. ⎊ Term", "datePublished": "2026-03-21T15:11:21+00:00", "dateModified": "2026-03-21T15:13:29+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/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/definition/community-fragmentation/", "url": "https://term.greeks.live/definition/community-fragmentation/", "headline": "Community Fragmentation", "description": "The breakdown of social cohesion and shared purpose within a protocol's user and developer base. ⎊ Term", "datePublished": "2026-03-21T21:53:38+00:00", "dateModified": "2026-03-21T21:55:22+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/dissection-of-structured-derivatives-collateral-risk-assessment-and-intrinsic-value-extraction-in-defi-protocols.jpg", "width": 3850, "height": 2166, "caption": "A conceptual render displays a cutaway view of a mechanical sphere, resembling a futuristic planet with rings, resting on a pile of dark gravel-like fragments. The sphere's cross-section reveals an internal structure with a glowing green core." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/community-engagement-scoring/", "url": "https://term.greeks.live/definition/community-engagement-scoring/", "headline": "Community Engagement Scoring", "description": "Quantifying active user participation and loyalty to assess the long-term resilience of a project. ⎊ Term", "datePublished": "2026-03-21T23:07:47+00:00", "dateModified": "2026-03-21T23:09:29+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/multi-tranche-risk-stratification-in-options-pricing-and-collateralization-protocol-logic.jpg", "width": 3850, "height": 2166, "caption": "A close-up view presents a highly detailed, abstract composition of concentric cylinders in a low-light setting. The colors include a prominent dark blue outer layer, a beige intermediate ring, and a central bright green ring, all precisely aligned." } } ], "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/algorithmic-high-frequency-trading-bot-for-decentralized-finance-options-market-execution-and-liquidity-provision.jpg" } } ``` --- **Original URL:** https://term.greeks.live/area/community-driven-optimization/resource/1/