# On Chain Execution Scalability ⎊ Area ⎊ Greeks.live --- ## What is the Execution of On Chain Execution Scalability? On chain execution represents the direct settlement of financial contracts via blockchain infrastructure, eliminating traditional intermediaries and associated operational overhead. This paradigm shift directly impacts the speed and cost of derivative transactions, particularly options, by automating processes like collateral management and payout calculations. Scalability within this context refers to the system’s capacity to handle increasing transaction volumes without substantial increases in latency or gas fees, a critical factor for institutional adoption. Efficient execution is paramount for arbitrage strategies and maintaining price discovery in decentralized markets. ## What is the Capacity of On Chain Execution Scalability? The inherent capacity of a blockchain network dictates the throughput achievable for on-chain derivatives, influencing the feasibility of high-frequency trading and complex strategies. Layer-2 scaling solutions, such as rollups, are actively developed to augment base-layer capacity, addressing limitations in transaction processing speed. Optimizing block size and gas limits are also crucial considerations, though they introduce trade-offs between scalability and decentralization. Ultimately, network capacity directly correlates with the potential market depth and liquidity available for on-chain financial instruments. ## What is the Algorithm of On Chain Execution Scalability? Algorithmic efficiency is central to on chain execution scalability, particularly in the design of smart contracts governing derivative products. Optimized code minimizes gas consumption, reducing transaction costs and enabling more complex financial logic to be deployed on-chain. Automated market makers (AMMs) leverage algorithms to provide liquidity and price discovery, but their scalability is constrained by factors like impermanent loss and front-running. Continuous algorithmic refinement is essential for improving the performance and resilience of on-chain derivatives platforms. --- ## [Governance Proposal Executors](https://term.greeks.live/definition/governance-proposal-executors/) Automated systems that enact the results of community governance votes on-chain to update protocols and manage funds. ⎊ Definition ## [Governance System Scalability](https://term.greeks.live/term/governance-system-scalability/) Meaning ⎊ Governance System Scalability enables decentralized protocols to manage complex financial operations at scale without sacrificing consensus integrity. ⎊ Definition ## [DeFi Protocol Scalability](https://term.greeks.live/term/defi-protocol-scalability/) Meaning ⎊ DeFi Protocol Scalability provides the necessary throughput for real-time derivative settlement and secure, high-frequency margin management. ⎊ Definition ## [On-Chain Execution Modules](https://term.greeks.live/definition/on-chain-execution-modules/) Automated technical components that execute approved governance decisions while enforcing time-locks for user protection. ⎊ Definition ## [Financial Protocol Scalability](https://term.greeks.live/term/financial-protocol-scalability/) Meaning ⎊ Financial Protocol Scalability ensures the throughput and capital efficiency required for decentralized derivatives to operate at global market scales. ⎊ Definition ## [Verification Scalability](https://term.greeks.live/definition/verification-scalability/) The ability of a network to increase transaction validation speed and capacity without sacrificing security or decentralization. ⎊ Definition ## [On-Chain Vs Off-Chain Voting](https://term.greeks.live/definition/on-chain-vs-off-chain-voting/) Comparing direct blockchain-based voting versus off-chain signaling mechanisms for protocol decision-making. ⎊ Definition ## [Decentralized Order Book Design and Scalability](https://term.greeks.live/term/decentralized-order-book-design-and-scalability/) Meaning ⎊ Decentralized order book design provides transparent, non-custodial price discovery, scaling through modular architectures for high-frequency efficiency. ⎊ Definition ## [Oracle Network Scalability](https://term.greeks.live/term/oracle-network-scalability/) Meaning ⎊ Oracle network scalability provides the essential throughput and data integrity required for reliable settlement in decentralized derivative markets. ⎊ Definition ## [Scalability Challenges](https://term.greeks.live/term/scalability-challenges/) Meaning ⎊ Scalability challenges dictate the throughput limits of decentralized derivatives, directly influencing margin stability and systemic risk management. ⎊ Definition ## [Network Scalability Solutions](https://term.greeks.live/term/network-scalability-solutions/) Meaning ⎊ Network scalability solutions provide the essential throughput and latency improvements required for high-velocity decentralized financial markets. ⎊ Definition ## [Network Scalability](https://term.greeks.live/definition/network-scalability/) The capacity of a network to handle increased transaction volume while maintaining performance and security. ⎊ Definition ## [Scalability Constraints](https://term.greeks.live/definition/scalability-constraints/) The fundamental technical limits that restrict a system's ability to increase transaction volume or user base capacity. ⎊ Definition ## [Blockchain Network Scalability](https://term.greeks.live/term/blockchain-network-scalability/) Meaning ⎊ Blockchain Network Scalability enables high-frequency decentralized financial activity by expanding transaction throughput without sacrificing security. ⎊ Definition ## [Throughput Scalability](https://term.greeks.live/definition/throughput-scalability/) The capacity of a blockchain network to increase transaction volume and speed as demand grows. ⎊ Definition ## [Order Book Scalability](https://term.greeks.live/term/order-book-scalability/) Meaning ⎊ Order Book Scalability is the essential technical foundation enabling high-throughput, low-latency price discovery in decentralized derivative markets. ⎊ Definition ## [Decentralized Protocol Scalability](https://term.greeks.live/term/decentralized-protocol-scalability/) Meaning ⎊ Decentralized Protocol Scalability enables high-performance derivative markets by balancing rapid transaction throughput with secure, trustless settlement. ⎊ Definition ## [Blockchain Scalability Challenges](https://term.greeks.live/term/blockchain-scalability-challenges/) Meaning ⎊ Blockchain scalability challenges dictate the performance limits and risk profiles of decentralized financial instruments within global markets. ⎊ Definition ## [Blockchain Scalability Issues](https://term.greeks.live/term/blockchain-scalability-issues/) Meaning ⎊ Scalability constraints determine the operational speed and cost efficiency of decentralized financial systems and derivative settlement mechanisms. ⎊ Definition ## [Decentralized Finance Scalability](https://term.greeks.live/term/decentralized-finance-scalability/) Meaning ⎊ Decentralized Finance Scalability enables high-throughput, secure financial transactions necessary for the maturation of global derivative markets. ⎊ Definition ## [Exchange Scalability](https://term.greeks.live/definition/exchange-scalability/) The ability of a trading platform to grow its capacity and handle higher volumes without losing performance. ⎊ Definition ## [Execution Certainty](https://term.greeks.live/definition/execution-certainty/) Confidence level regarding the successful completion of a trade in terms of agreed price and full volume. ⎊ Definition ## [Valid Execution Proofs](https://term.greeks.live/term/valid-execution-proofs/) Meaning ⎊ Valid Execution Proofs utilize cryptographic attestations to ensure decentralized trades adhere to signed parameters, eliminating intermediary trust. ⎊ Definition ## [Off-Chain Computation On-Chain Verification](https://term.greeks.live/term/off-chain-computation-on-chain-verification/) Meaning ⎊ OCOC separates high-performance execution from decentralized settlement by using cryptographic proofs to verify external calculations on-chain. ⎊ Definition ## [Off Chain Execution Finality](https://term.greeks.live/term/off-chain-execution-finality/) Meaning ⎊ Off Chain Execution Finality provides the deterministic certainty required for high-speed derivative trading by decoupling execution from L1 latency. ⎊ Definition ## [Non-Linear Execution Costs](https://term.greeks.live/term/non-linear-execution-costs/) Meaning ⎊ Non-linear execution costs represent the accelerating price impact and slippage encountered when transaction size exhausts available liquidity depth. ⎊ Definition ## [Zero-Knowledge Execution](https://term.greeks.live/term/zero-knowledge-execution/) Meaning ⎊ Zero-Knowledge Execution utilizes cryptographic proofs to ensure valid financial settlement while maintaining total privacy of sensitive trade data. ⎊ Definition ## [Non-Linear Execution Cost](https://term.greeks.live/term/non-linear-execution-cost/) Meaning ⎊ Non-Linear Execution Cost is the accelerating financial friction where trade size outpaces liquidity depth and network resource availability. ⎊ Definition ## [Non-Linear Execution Price](https://term.greeks.live/term/non-linear-execution-price/) Meaning ⎊ The Non-Linear Execution Price, quantified as Gamma Slippage Horizon, measures the systemic cost of options trading imposed by dynamic re-hedging and market impact on the underlying asset. ⎊ Definition ## [Zero Knowledge Execution Proofs](https://term.greeks.live/term/zero-knowledge-execution-proofs/) Meaning ⎊ Zero Knowledge Execution Proofs provide mathematical guarantees of correct financial settlement while maintaining absolute data confidentiality. ⎊ 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": "On Chain Execution Scalability", "item": "https://term.greeks.live/area/on-chain-execution-scalability/" } ] } ``` ```json { "@context": "https://schema.org", "@type": "FAQPage", "mainEntity": [ { "@type": "Question", "name": "What is the Execution of On Chain Execution Scalability?", "acceptedAnswer": { "@type": "Answer", "text": "On chain execution represents the direct settlement of financial contracts via blockchain infrastructure, eliminating traditional intermediaries and associated operational overhead. 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The core structure features a deep blue base and a light cream-colored external frame, with a bright blue element interwoven and a vibrant green section extending from the side." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/decentralized-protocol-scalability/", "url": "https://term.greeks.live/term/decentralized-protocol-scalability/", "headline": "Decentralized Protocol Scalability", "description": "Meaning ⎊ Decentralized Protocol Scalability enables high-performance derivative markets by balancing rapid transaction throughput with secure, trustless settlement. ⎊ Definition", "datePublished": "2026-03-13T13:01:54+00:00", "dateModified": "2026-03-13T13:02:15+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/cross-chain-interoperability-protocol-facilitating-atomic-swaps-between-decentralized-finance-layer-2-solutions.jpg", "width": 3850, "height": 2166, "caption": "A detailed mechanical connection between two cylindrical objects is shown in a cross-section view, revealing internal components including a central threaded shaft, glowing green rings, and sinuous beige structures. This visualization metaphorically represents the sophisticated architecture of cross-chain interoperability protocols, specifically illustrating Layer 2 solutions in decentralized finance." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/blockchain-scalability-challenges/", "url": "https://term.greeks.live/term/blockchain-scalability-challenges/", "headline": "Blockchain Scalability Challenges", "description": "Meaning ⎊ Blockchain scalability challenges dictate the performance limits and risk profiles of decentralized financial instruments within global markets. ⎊ Definition", "datePublished": "2026-03-13T11:01:04+00:00", "dateModified": "2026-03-13T11:01:35+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-facilitating-atomic-swaps-between-decentralized-finance-layer-2-solutions.jpg", "width": 3850, "height": 2166, "caption": "A detailed mechanical connection between two cylindrical objects is shown in a cross-section view, revealing internal components including a central threaded shaft, glowing green rings, and sinuous beige structures. This visualization metaphorically represents the sophisticated architecture of cross-chain interoperability protocols, specifically illustrating Layer 2 solutions in decentralized finance." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/blockchain-scalability-issues/", "url": "https://term.greeks.live/term/blockchain-scalability-issues/", "headline": "Blockchain Scalability Issues", "description": "Meaning ⎊ Scalability constraints determine the operational speed and cost efficiency of decentralized financial systems and derivative settlement mechanisms. ⎊ Definition", "datePublished": "2026-03-13T02:48:22+00:00", "dateModified": "2026-03-13T02:49:41+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/structured-derivatives-portfolio-visualization-for-collateralized-debt-positions-and-decentralized-finance-liquidity-provision.jpg", "width": 3850, "height": 2166, "caption": "A stylized 3D representation features a central, cup-like object with a bright green interior, enveloped by intricate, dark blue and black layered structures. The central object and surrounding layers form a spherical, self-contained unit set against a dark, minimalist background." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/decentralized-finance-scalability/", "url": "https://term.greeks.live/term/decentralized-finance-scalability/", "headline": "Decentralized Finance Scalability", "description": "Meaning ⎊ Decentralized Finance Scalability enables high-throughput, secure financial transactions necessary for the maturation of global derivative markets. ⎊ Definition", "datePublished": "2026-03-12T20:22:13+00:00", "dateModified": "2026-03-12T20:22:46+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/detailed-view-of-on-chain-collateralization-within-a-decentralized-finance-options-contract-protocol.jpg", "width": 3850, "height": 2166, "caption": "A close-up view depicts an abstract mechanical component featuring layers of dark blue, cream, and green elements fitting together precisely. The central green piece connects to a larger, complex socket structure, suggesting a mechanism for joining or locking." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/exchange-scalability/", "url": "https://term.greeks.live/definition/exchange-scalability/", "headline": "Exchange Scalability", "description": "The ability of a trading platform to grow its capacity and handle higher volumes without losing performance. ⎊ Definition", "datePublished": "2026-03-12T19:01:50+00:00", "dateModified": "2026-03-12T19:02:50+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/complex-layer-2-smart-contract-architecture-for-automated-liquidity-provision-and-yield-generation-protocol-composability.jpg", "width": 3850, "height": 2166, "caption": "A complex, futuristic structural object composed of layered components in blue, teal, and cream, featuring a prominent green, web-like circular mechanism at its core. The intricate design visually represents the architecture of a sophisticated decentralized finance DeFi protocol." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/execution-certainty/", "url": "https://term.greeks.live/definition/execution-certainty/", "headline": "Execution Certainty", "description": "Confidence level regarding the successful completion of a trade in terms of agreed price and full volume. ⎊ Definition", "datePublished": "2026-03-09T15:46:11+00:00", "dateModified": "2026-03-09T15:49:38+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/advanced-algorithmic-trading-system-visualizing-dynamic-high-frequency-execution-and-options-spread-volatility-arbitrage-mechanisms.jpg", "width": 3850, "height": 2166, "caption": "A futuristic, high-tech object with a sleek blue and off-white design is shown against a dark background. The object features two prongs separating from a central core, ending with a glowing green circular light." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/valid-execution-proofs/", "url": "https://term.greeks.live/term/valid-execution-proofs/", "headline": "Valid Execution Proofs", "description": "Meaning ⎊ Valid Execution Proofs utilize cryptographic attestations to ensure decentralized trades adhere to signed parameters, eliminating intermediary trust. ⎊ Definition", "datePublished": "2026-03-07T13:51:50+00:00", "dateModified": "2026-03-09T13:08:07+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/algorithmic-execution-and-multi-asset-hedging-strategies-in-decentralized-finance-protocol-layers.jpg", "width": 3850, "height": 2166, "caption": "A close-up view reveals a stylized, layered inlet or vent on a dark blue, smooth surface. The structure consists of several rounded elements, transitioning in color from a beige outer layer to dark blue, white, and culminating in a vibrant green inner component." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/off-chain-computation-on-chain-verification/", "url": "https://term.greeks.live/term/off-chain-computation-on-chain-verification/", "headline": "Off-Chain Computation On-Chain Verification", "description": "Meaning ⎊ OCOC separates high-performance execution from decentralized settlement by using cryptographic proofs to verify external calculations on-chain. ⎊ Definition", "datePublished": "2026-03-04T12:01:16+00:00", "dateModified": "2026-03-04T12:02:04+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/decentralized-finance-asset-collateralization-smart-contract-lockup-mechanism-for-cross-chain-interoperability.jpg", "width": 3850, "height": 2166, "caption": "A high-angle, close-up view shows a sophisticated mechanical coupling mechanism on a dark blue cylindrical rod. The structure consists of a central dark blue housing, a prominent bright green ring, and off-white interlocking clasps on either side." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/off-chain-execution-finality/", "url": "https://term.greeks.live/term/off-chain-execution-finality/", "headline": "Off Chain Execution Finality", "description": "Meaning ⎊ Off Chain Execution Finality provides the deterministic certainty required for high-speed derivative trading by decoupling execution from L1 latency. ⎊ Definition", "datePublished": "2026-02-26T16:00:02+00:00", "dateModified": "2026-02-26T16:00:02+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/visualizing-algorithmic-execution-of-decentralized-options-protocols-collateralized-debt-position-mechanisms.jpg", "width": 3850, "height": 2166, "caption": "A detailed close-up view shows a mechanical connection between two dark-colored cylindrical components. The left component reveals a beige ribbed interior, while the right component features a complex green inner layer and a silver gear mechanism that interlocks with the left part." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/non-linear-execution-costs/", "url": "https://term.greeks.live/term/non-linear-execution-costs/", "headline": "Non-Linear Execution Costs", "description": "Meaning ⎊ Non-linear execution costs represent the accelerating price impact and slippage encountered when transaction size exhausts available liquidity depth. ⎊ Definition", "datePublished": "2026-02-13T11:34:06+00:00", "dateModified": "2026-02-13T11:41:37+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/interlocking-decentralized-finance-protocol-architecture-non-linear-payoff-structures-and-systemic-risk-dynamics.jpg", "width": 3850, "height": 2166, "caption": "An abstract digital rendering presents a complex, interlocking geometric structure composed of dark blue, cream, and green segments. The structure features rounded forms nestled within angular frames, suggesting a mechanism where different components are tightly integrated." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/zero-knowledge-execution/", "url": "https://term.greeks.live/term/zero-knowledge-execution/", "headline": "Zero-Knowledge Execution", "description": "Meaning ⎊ Zero-Knowledge Execution utilizes cryptographic proofs to ensure valid financial settlement while maintaining total privacy of sensitive trade data. ⎊ Definition", "datePublished": "2026-02-10T17:11:47+00:00", "dateModified": "2026-02-10T17:15:49+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/blockchain-architecture-components-illustrating-layer-two-scaling-solutions-and-smart-contract-execution.jpg", "width": 3850, "height": 2166, "caption": "A high-resolution, close-up view of a complex mechanical or digital rendering features multi-colored, interlocking components. The design showcases a sophisticated internal structure with layers of blue, green, and silver elements." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/non-linear-execution-cost/", "url": "https://term.greeks.live/term/non-linear-execution-cost/", "headline": "Non-Linear Execution Cost", "description": "Meaning ⎊ Non-Linear Execution Cost is the accelerating financial friction where trade size outpaces liquidity depth and network resource availability. ⎊ Definition", "datePublished": "2026-02-08T20:03:58+00:00", "dateModified": "2026-02-08T20:05:07+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/algorithmic-volatility-arbitrage-strategy-in-decentralized-derivatives-market-architecture-and-smart-contract-execution-logic.jpg", "width": 3850, "height": 2166, "caption": "A smooth, organic-looking dark blue object occupies the frame against a deep blue background. The abstract form loops and twists, featuring a glowing green segment that highlights a specific cylindrical element ending in a blue cap." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/non-linear-execution-price/", "url": "https://term.greeks.live/term/non-linear-execution-price/", "headline": "Non-Linear Execution Price", "description": "Meaning ⎊ The Non-Linear Execution Price, quantified as Gamma Slippage Horizon, measures the systemic cost of options trading imposed by dynamic re-hedging and market impact on the underlying asset. ⎊ Definition", "datePublished": "2026-02-05T10:01:08+00:00", "dateModified": "2026-02-05T10:14:16+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/nonlinear-price-action-dynamics-simulating-implied-volatility-and-derivatives-market-liquidity-flows.jpg", "width": 3850, "height": 2166, "caption": "This abstract composition features smooth, flowing surfaces in varying shades of dark blue and deep shadow. The gentle curves create a sense of continuous movement and depth, highlighted by soft lighting, with a single bright green element visible in a crevice on the upper right side." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/zero-knowledge-execution-proofs/", "url": "https://term.greeks.live/term/zero-knowledge-execution-proofs/", "headline": "Zero Knowledge Execution Proofs", "description": "Meaning ⎊ Zero Knowledge Execution Proofs provide mathematical guarantees of correct financial settlement while maintaining absolute data confidentiality. ⎊ Definition", "datePublished": "2026-02-04T10:51:09+00:00", "dateModified": "2026-02-04T10:52:14+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/futuristic-decentralized-derivative-protocol-structure-embodying-layered-risk-tranches-and-algorithmic-execution-logic.jpg", "width": 3850, "height": 2166, "caption": "A visually striking render showcases a futuristic, multi-layered object with sharp, angular lines, rendered in deep blue and contrasting beige. The central part of the object opens up to reveal a complex inner structure composed of bright green and blue geometric patterns." } } ], "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" } } ``` --- **Original URL:** https://term.greeks.live/area/on-chain-execution-scalability/