
Over 19 months, contributed to the civitai/civitai repository by delivering a wide range of features and stability improvements across backend, frontend, and infrastructure. Focused on scalable API development, robust moderation systems, and high-throughput data processing, the work included implementing advanced caching strategies with Redis, optimizing SQL and ClickHouse queries, and refining user-facing React interfaces. Efforts addressed business needs such as monetization, policy clarity, and operational reliability, while introducing automation for batch jobs and release management. Leveraged TypeScript and Node.js to ensure maintainable, high-performance code, and consistently improved system observability, security, and developer productivity through disciplined release and configuration practices.
May 2026 performance summary for civitai/civitai: Delivered major product features, reliability improvements, and governance enhancements that drive business value while improving developer productivity and platform safety. Key features delivered included version bumps to the 5.0.x series (5.0.1682, 5.0.1700, 5.0.1706–5.0.1708, 5.0.1712) and UX/performance improvements such as increasing the default image feed limit to 100, parallelizing multipart uploads, and locally overriding Flipt flags for development. Notable enhancements included dedicated referrals notifications category, OAuth scoped tokens with per-subject buzz limits, and UI/UX copy refinements. Major bugs fixed addressed critical reliability and consistency issues: removing safety carve-out for Real People training to align with TOS, preventing NaN in per-batch rewards cap, firing referral kickbacks on NowPayments crypto purchases, correcting webhook_token handling, coercing markRead id to bigint, and deduplicating model-version merge rows. The month also delivered operational improvements for blocklists, weekly disposable email domain sync, and moderation/service-status gating, contributing to stability, compliance, and user trust. Technologies/skills demonstrated: TypeScript, Prisma, BigInt handling, zod v4 adjustments, OAuth2.0 server patterns, ClickHouse queries, Redis caching, Flipt flag management, and robust error handling across services.
May 2026 performance summary for civitai/civitai: Delivered major product features, reliability improvements, and governance enhancements that drive business value while improving developer productivity and platform safety. Key features delivered included version bumps to the 5.0.x series (5.0.1682, 5.0.1700, 5.0.1706–5.0.1708, 5.0.1712) and UX/performance improvements such as increasing the default image feed limit to 100, parallelizing multipart uploads, and locally overriding Flipt flags for development. Notable enhancements included dedicated referrals notifications category, OAuth scoped tokens with per-subject buzz limits, and UI/UX copy refinements. Major bugs fixed addressed critical reliability and consistency issues: removing safety carve-out for Real People training to align with TOS, preventing NaN in per-batch rewards cap, firing referral kickbacks on NowPayments crypto purchases, correcting webhook_token handling, coercing markRead id to bigint, and deduplicating model-version merge rows. The month also delivered operational improvements for blocklists, weekly disposable email domain sync, and moderation/service-status gating, contributing to stability, compliance, and user trust. Technologies/skills demonstrated: TypeScript, Prisma, BigInt handling, zod v4 adjustments, OAuth2.0 server patterns, ClickHouse queries, Redis caching, Flipt flag management, and robust error handling across services.
April 2026 focused on delivering business-value features for log investigation, deposit reconciliation reliability, and self-service tooling, while strengthening observability and data integrity across NowPayments flows. Key features include Axiom APL query skill, NowPayments reconciliation redesign with sliding window and retry sweep, self-service deposit reconciliation endpoint, and enhanced observability. Major fixes improved retry safety, ensured deterministic processing, and reduced risk of data loss and stale logs. Demonstrated tech breadth in CLI integration, database integrity, distributed transaction safety, and end-to-end tracing.
April 2026 focused on delivering business-value features for log investigation, deposit reconciliation reliability, and self-service tooling, while strengthening observability and data integrity across NowPayments flows. Key features include Axiom APL query skill, NowPayments reconciliation redesign with sliding window and retry sweep, self-service deposit reconciliation endpoint, and enhanced observability. Major fixes improved retry safety, ensured deterministic processing, and reduced risk of data loss and stale logs. Demonstrated tech breadth in CLI integration, database integrity, distributed transaction safety, and end-to-end tracing.
March 2026 (2026-03) – Civitai/civitai: This month delivered a blend of admin-enabling features, crypto monetization enhancements, and BitDex modernization, paired with reliability and performance improvements that scale for growth. Key initiatives focused on improving admin efficiency, tightening vendor policy controls, expanding crypto membership options, and modernizing data routing and observability. The work emphasizes measurable business value: faster admin access to analytics, safer vendor choices, clearer crypto-related UX, more responsive data pipelines, and better deployment hygiene.
March 2026 (2026-03) – Civitai/civitai: This month delivered a blend of admin-enabling features, crypto monetization enhancements, and BitDex modernization, paired with reliability and performance improvements that scale for growth. Key initiatives focused on improving admin efficiency, tightening vendor policy controls, expanding crypto membership options, and modernizing data routing and observability. The work emphasizes measurable business value: faster admin access to analytics, safer vendor choices, clearer crypto-related UX, more responsive data pipelines, and better deployment hygiene.
February 2026: Focused on delivering measurable improvements to challenges UX, moderation workflow, and data tooling for civitai/civitai. Delivered UTC-aligned date handling, UI badges, personalized challenge feed, filter persistence for moderators, dynamic prize pool on challenge pages, enhanced data retrieval, and infrastructure refinements. These workstreams improved user clarity, moderator efficiency, engagement signals, and data accessibility while maintaining system stability.
February 2026: Focused on delivering measurable improvements to challenges UX, moderation workflow, and data tooling for civitai/civitai. Delivered UTC-aligned date handling, UI badges, personalized challenge feed, filter persistence for moderators, dynamic prize pool on challenge pages, enhanced data retrieval, and infrastructure refinements. These workstreams improved user clarity, moderator efficiency, engagement signals, and data accessibility while maintaining system stability.
January 2026 (2026-01) — Delivered reliability, performance, and data-driven improvements across civitai/civitai, with measurable business impact and reusable patterns for growth. Key outcomes focused on faster data access, safer concurrent processing, and scalable metrics pipelines. Highlights include:
January 2026 (2026-01) — Delivered reliability, performance, and data-driven improvements across civitai/civitai, with measurable business impact and reusable patterns for growth. Key outcomes focused on faster data access, safer concurrent processing, and scalable metrics pipelines. Highlights include:
December 2025 monthly summary highlighting business value and technical achievements for civitai/civitai. This period delivered more accurate usage metrics, standardized naming for better maintainability, clearer SQL for pool participants, enhanced robustness in metadata handling, and a new API for reclaiming membership buzz transactions with dry runs and concurrency controls. These efforts reduce risk, improve analytics reliability, and enable scalable operations while showcasing proficiency in SQL, backend refactoring, API design, and release discipline.
December 2025 monthly summary highlighting business value and technical achievements for civitai/civitai. This period delivered more accurate usage metrics, standardized naming for better maintainability, clearer SQL for pool participants, enhanced robustness in metadata handling, and a new API for reclaiming membership buzz transactions with dry runs and concurrency controls. These efforts reduce risk, improve analytics reliability, and enable scalable operations while showcasing proficiency in SQL, backend refactoring, API design, and release discipline.
November 2025 focused on delivering measurable business value through moderation enhancements, observability, performance optimization, and deployment readiness for civitai/civitai. The team shipped features that improve traceability, data reliability, and creator revenue visibility, while aggressively reducing latency and resource usage. The period also included targeted stability fixes to prevent regressions in daily operations and to strengthen deployment hygiene.
November 2025 focused on delivering measurable business value through moderation enhancements, observability, performance optimization, and deployment readiness for civitai/civitai. The team shipped features that improve traceability, data reliability, and creator revenue visibility, while aggressively reducing latency and resource usage. The period also included targeted stability fixes to prevent regressions in daily operations and to strengthen deployment hygiene.
October 2025 monthly summary for civitai/civitai. Focused on performance, reliability, and data quality improvements across image ingestion, tagging, and batch processing, while simplifying configuration and preparing for upcoming release milestones. Notable outcomes include faster image ingestion, reduced failure risk, more accurate metrics, and scalable batch processing.
October 2025 monthly summary for civitai/civitai. Focused on performance, reliability, and data quality improvements across image ingestion, tagging, and batch processing, while simplifying configuration and preparing for upcoming release milestones. Notable outcomes include faster image ingestion, reduced failure risk, more accurate metrics, and scalable batch processing.
September 2025 highlights for civitai/civitai: delivered domain-specific Terms of Service and policy personalization; expanded payments and gift cards with zkp2p support and UI refinements; introduced automatic high-priority image generation for paid members; launched an experimental image generation mode; implemented Redis-based internal performance/metrics optimization and image metrics caching; refactored image search pre-filter for better access control with pagination/caching; completed release housekeeping across components. Major bug fix: deliver-creator-compensation SQL date-range query issue. Overall impact: improved monetization capabilities, policy clarity, faster and more reliable image generation, stronger observability, and cleaner release processes.
September 2025 highlights for civitai/civitai: delivered domain-specific Terms of Service and policy personalization; expanded payments and gift cards with zkp2p support and UI refinements; introduced automatic high-priority image generation for paid members; launched an experimental image generation mode; implemented Redis-based internal performance/metrics optimization and image metrics caching; refactored image search pre-filter for better access control with pagination/caching; completed release housekeeping across components. Major bug fix: deliver-creator-compensation SQL date-range query issue. Overall impact: improved monetization capabilities, policy clarity, faster and more reliable image generation, stronger observability, and cleaner release processes.
Monthly summary for 2025-08 focusing on key accomplishments, business value, and technical achievements across civitai/civitai. The month delivered major ZKP2P improvements, metrics reliability and performance optimizations, UX and onboarding enhancements, and disciplined release management. Key outcomes include safer and faster payment flows via ZKP2P ramp checks and iframe integrations; more reliable metrics encoding/parameterization with batching optimizations; stabilized release metadata across multiple 5.0.x builds; and UX improvements for gift cards and Buzz purchases, along with essential ToS updates. Key features delivered and major fixes: - ZKP2P Ramp Check and UI Modal Improvements: enhanced ramp check handling for ZKP2P and updated modal UI for a clearer user experience. Commits: 4dae8a8ba8c96e34914175f1a3da37c8ebea80b2; fdc62fe00a237952c072fa702f3250bfd8078b12. - ZKP2P iframe integration: implemented iframe integration with individual payment methods, improvements, and robust postMessage handling; fixes to flow routing and method options. Commits: 6440dcb4d63c8150f2b426936b8e0ac7fbce6180; 8378198891f0a9438d4e91dbae81244de57f980e; e84fd0ebe6adeb0d8e684406b5a9ebae1df6fea5; ac9303845f0cd4279a5557df346d8b93d9863aca. - Metrics encoding, parameterization, and performance: improved query encoding, parameterization, and reduced batch sizes to boost throughput. Commits: a79eb0b5013733ea9ad133cbd1362c3c834e7301; 3862cdbbdf399565c31b9ec561d03e3928cd66e8; 1dec0439c68c87df91bd7436d9e1d98be4ae872a; ddb5b3e096647465f463f3965508d0d4a7f9d7a5. - Metrics performance and tagging: shrink metric batches, simplify collection, and fix tag metrics bugs for more reliable telemetry. Commits: 7717c2cce6e85f904a2169cf613d427244e2ad42; 586675b20c116cf93c654f3084b15339abfe6fbd; 4f0a346dc0aa033ef16dd60bfb851da641c018aa. - Reliability and caches/fetch simplifications: simplified user preference caches and resource review fetching to improve responsiveness and reduce cache churn. Commits: ddad4940ca9b67022653146ee7c17468eca2d051; 533905e276508d7f0dbf2f83f2a78682c0be563b. - Release management and customer-facing features: version bumps across 5.0.x lines (5.0.961–5.0.965) and patch releases 5.0.1001 and 5.0.1002; gifts, buzz UI tweaks, and ToS update. Commits: 72b2a881b988e6e13afd25fcad678987f6509063; 863022fc0e4c0f13eacad91ec5e548b4c58215a9; c38ad1e32985c759c929e5ee5727e7c7e24e6b50; 4fccb2167a7602ca1f076d9f1020cda4c27066d2; 8f93cb843c9d0bf151f2fe243be6f9f472c33392; 924a5d74b11802a1d8613d8bd8e6933ba80ad8cc; 06dcb7a98319c33c9f402c01e9b1a14566d35ef7; 30e7232c3d20c9595419a0d4cf63cc9dbbdb663b; fc5d9a18167fc993e193ba03588f1f35535ea956; 9e3872332ffb45df14afa3928024e72234d7c28d. - Additional improvements: ZKP2P state routing and method options refinements, Buzz purchase UI padding adjustments, and developer mode regional checks fix. Commits: 25c66bf95a56495b4776adbbc4af314bc73575ab; 4166c2c4b2d1e109ddd36b9f4e9a9792405bb0f1; 30e7232c3d20c9595419a0d4cf63cc9dbbdb663b; fc5d9a18167fc993e193ba03588f1f35535ea956; 3ce81a12bc0921539229871a76361bac0084b1eb. - Other operational work: project scaffolding and base UI setup with NextLink migration; vendor promotions planning; integration planning groundwork for upcoming features. Commits: 098165ac94ba194ad9ac591b8604f108c41f8e67; aa1663966bc37e9aa453299cc3b301e49845b26c; 466a3a16cc63c0e7c6966c2aa4c458d2ca2d8b21; 466a3a16cc63c0e7c6966c2aa4c458d2ca2d8b21. Impact and technologies: - Business impact: improved security and user experience for ZKP2P payments, faster metrics-driven decisions due to better telemetry, and more reliable releases for customer-facing features. - Technologies and skills demonstrated: ZKP2P integration patterns, postMessage coordination, metrics encoding/parameterization, batching and caching strategies, Next.js/NextLink migration, versioning discipline, and UI/UX refinement.
Monthly summary for 2025-08 focusing on key accomplishments, business value, and technical achievements across civitai/civitai. The month delivered major ZKP2P improvements, metrics reliability and performance optimizations, UX and onboarding enhancements, and disciplined release management. Key outcomes include safer and faster payment flows via ZKP2P ramp checks and iframe integrations; more reliable metrics encoding/parameterization with batching optimizations; stabilized release metadata across multiple 5.0.x builds; and UX improvements for gift cards and Buzz purchases, along with essential ToS updates. Key features delivered and major fixes: - ZKP2P Ramp Check and UI Modal Improvements: enhanced ramp check handling for ZKP2P and updated modal UI for a clearer user experience. Commits: 4dae8a8ba8c96e34914175f1a3da37c8ebea80b2; fdc62fe00a237952c072fa702f3250bfd8078b12. - ZKP2P iframe integration: implemented iframe integration with individual payment methods, improvements, and robust postMessage handling; fixes to flow routing and method options. Commits: 6440dcb4d63c8150f2b426936b8e0ac7fbce6180; 8378198891f0a9438d4e91dbae81244de57f980e; e84fd0ebe6adeb0d8e684406b5a9ebae1df6fea5; ac9303845f0cd4279a5557df346d8b93d9863aca. - Metrics encoding, parameterization, and performance: improved query encoding, parameterization, and reduced batch sizes to boost throughput. Commits: a79eb0b5013733ea9ad133cbd1362c3c834e7301; 3862cdbbdf399565c31b9ec561d03e3928cd66e8; 1dec0439c68c87df91bd7436d9e1d98be4ae872a; ddb5b3e096647465f463f3965508d0d4a7f9d7a5. - Metrics performance and tagging: shrink metric batches, simplify collection, and fix tag metrics bugs for more reliable telemetry. Commits: 7717c2cce6e85f904a2169cf613d427244e2ad42; 586675b20c116cf93c654f3084b15339abfe6fbd; 4f0a346dc0aa033ef16dd60bfb851da641c018aa. - Reliability and caches/fetch simplifications: simplified user preference caches and resource review fetching to improve responsiveness and reduce cache churn. Commits: ddad4940ca9b67022653146ee7c17468eca2d051; 533905e276508d7f0dbf2f83f2a78682c0be563b. - Release management and customer-facing features: version bumps across 5.0.x lines (5.0.961–5.0.965) and patch releases 5.0.1001 and 5.0.1002; gifts, buzz UI tweaks, and ToS update. Commits: 72b2a881b988e6e13afd25fcad678987f6509063; 863022fc0e4c0f13eacad91ec5e548b4c58215a9; c38ad1e32985c759c929e5ee5727e7c7e24e6b50; 4fccb2167a7602ca1f076d9f1020cda4c27066d2; 8f93cb843c9d0bf151f2fe243be6f9f472c33392; 924a5d74b11802a1d8613d8bd8e6933ba80ad8cc; 06dcb7a98319c33c9f402c01e9b1a14566d35ef7; 30e7232c3d20c9595419a0d4cf63cc9dbbdb663b; fc5d9a18167fc993e193ba03588f1f35535ea956; 9e3872332ffb45df14afa3928024e72234d7c28d. - Additional improvements: ZKP2P state routing and method options refinements, Buzz purchase UI padding adjustments, and developer mode regional checks fix. Commits: 25c66bf95a56495b4776adbbc4af314bc73575ab; 4166c2c4b2d1e109ddd36b9f4e9a9792405bb0f1; 30e7232c3d20c9595419a0d4cf63cc9dbbdb663b; fc5d9a18167fc993e193ba03588f1f35535ea956; 3ce81a12bc0921539229871a76361bac0084b1eb. - Other operational work: project scaffolding and base UI setup with NextLink migration; vendor promotions planning; integration planning groundwork for upcoming features. Commits: 098165ac94ba194ad9ac591b8604f108c41f8e67; aa1663966bc37e9aa453299cc3b301e49845b26c; 466a3a16cc63c0e7c6966c2aa4c458d2ca2d8b21; 466a3a16cc63c0e7c6966c2aa4c458d2ca2d8b21. Impact and technologies: - Business impact: improved security and user experience for ZKP2P payments, faster metrics-driven decisions due to better telemetry, and more reliable releases for customer-facing features. - Technologies and skills demonstrated: ZKP2P integration patterns, postMessage coordination, metrics encoding/parameterization, batching and caching strategies, Next.js/NextLink migration, versioning discipline, and UI/UX refinement.
Concise monthly summary for 2025-07 focused on delivering value through targeted feature work, reliability improvements, and clear user communications in the civitai/civitai repo.
Concise monthly summary for 2025-07 focused on delivering value through targeted feature work, reliability improvements, and clear user communications in the civitai/civitai repo.
June 2025 monthly summary for civitai/civitai: Delivered multiple high-impact features and stability improvements with emphasis on user policy clarity, monetization reliability, and data integrity. Key outcomes include policy messaging enhancements for content uploads and generation; migration of subscription cancellations away from Paddle to an in-app flow with improved timing and email routing; deprecation of outdated AppFooter links to reduce compliance and maintenance overhead; and platform housekeeping alongside substantial backend/data-layer and security enhancements that strengthen data integrity and security posture while enabling smoother future releases.
June 2025 monthly summary for civitai/civitai: Delivered multiple high-impact features and stability improvements with emphasis on user policy clarity, monetization reliability, and data integrity. Key outcomes include policy messaging enhancements for content uploads and generation; migration of subscription cancellations away from Paddle to an in-app flow with improved timing and email routing; deprecation of outdated AppFooter links to reduce compliance and maintenance overhead; and platform housekeeping alongside substantial backend/data-layer and security enhancements that strengthen data integrity and security posture while enabling smoother future releases.
April 2025 monthly summary focused on delivering business value through user engagement improvements, secure and scalable platform operations, and robust tagging and rewards workflows. The team shipped key features, stabilized the platform with critical fixes, and enhanced data quality for discovery and payments.
April 2025 monthly summary focused on delivering business value through user engagement improvements, secure and scalable platform operations, and robust tagging and rewards workflows. The team shipped key features, stabilized the platform with critical fixes, and enhanced data quality for discovery and payments.
In March 2025, civitai/civitai delivered key features focused on revenue accuracy, caching reliability, model data performance, client configurability, and structured release management, while addressing reliability bugs. Business value: more precise forecasts incorporating generator tips, more predictable cache behavior, faster data paths for model tags and image scoring, and flexible deployment via baseUrl override. The team also issued version bumps for 5.0.529, 5.0.530, and 5.0.558 to support staged rollouts. Major bugs resolved include prompt processing reliability and dbKV storage correctness.
In March 2025, civitai/civitai delivered key features focused on revenue accuracy, caching reliability, model data performance, client configurability, and structured release management, while addressing reliability bugs. Business value: more precise forecasts incorporating generator tips, more predictable cache behavior, faster data paths for model tags and image scoring, and flexible deployment via baseUrl override. The team also issued version bumps for 5.0.529, 5.0.530, and 5.0.558 to support staged rollouts. Major bugs resolved include prompt processing reliability and dbKV storage correctness.
February 2025 (2025-02) monthly summary for civitai/civitai. Delivered a broad set of features, reliability improvements, and governance enhancements across model discovery, auditing, compensation pipelines, and Creator Program capabilities. Key achievements include improvements to model visibility and auditing (Featured models adjustment; pass reason to remove image endpoint), data-source refinements for compensation (creator compensation computed from the Jobs table), and major Creator Program expansions (v2 routes/services and jobs orchestration). Performance optimizations were implemented via advanced caching strategies (stale-while-revalidate caching with pipelined locking), WebP adoption for daily challenges, and robust cache invalidation for sharded environments, complemented by multiple incremental releases (5.0.466–5.0.477). Governance and stability updates included fixes to Terms of Service timestamps, safer handling of undefined service tier updates, and fixes for critical reliability issues (CSAM OOM, retroactive blocking reasons). The delivered work enhances user experience, data integrity, and operational reliability while enabling new monetization and governance capabilities.
February 2025 (2025-02) monthly summary for civitai/civitai. Delivered a broad set of features, reliability improvements, and governance enhancements across model discovery, auditing, compensation pipelines, and Creator Program capabilities. Key achievements include improvements to model visibility and auditing (Featured models adjustment; pass reason to remove image endpoint), data-source refinements for compensation (creator compensation computed from the Jobs table), and major Creator Program expansions (v2 routes/services and jobs orchestration). Performance optimizations were implemented via advanced caching strategies (stale-while-revalidate caching with pipelined locking), WebP adoption for daily challenges, and robust cache invalidation for sharded environments, complemented by multiple incremental releases (5.0.466–5.0.477). Governance and stability updates included fixes to Terms of Service timestamps, safer handling of undefined service tier updates, and fixes for critical reliability issues (CSAM OOM, retroactive blocking reasons). The delivered work enhances user experience, data integrity, and operational reliability while enabling new monetization and governance capabilities.
Concise monthly summary for 2025-01: Civitai/civitai delivered core features, stability fixes, and release discipline that strengthen user engagement and platform reliability. Key outcomes include enhancements to the Daily Challenge system, automated cleanup of follows from deleted users, safer media handling, and targeted UI/UX improvements, all backed by backend optimizations and versioned release bumps.
Concise monthly summary for 2025-01: Civitai/civitai delivered core features, stability fixes, and release discipline that strengthen user engagement and platform reliability. Key outcomes include enhancements to the Daily Challenge system, automated cleanup of follows from deleted users, safer media handling, and targeted UI/UX improvements, all backed by backend optimizations and versioned release bumps.
December 2024 for civitai/civitai delivered a broad set of value-centric features, reliability improvements, and performance optimizations across the codebase, enabling faster releases, richer media capabilities, and a better user experience. The work spanned API improvements, data/AI pipeline enhancements, UI polish, and release governance, reinforcing business value and system resilience.
December 2024 for civitai/civitai delivered a broad set of value-centric features, reliability improvements, and performance optimizations across the codebase, enabling faster releases, richer media capabilities, and a better user experience. The work spanned API improvements, data/AI pipeline enhancements, UI polish, and release governance, reinforcing business value and system resilience.
In November 2024, delivered a focused set of security, moderation, data lifecycle, and UX improvements for civitai/civitai, driving safer content, stronger data governance, and better user experience while preserving performance. Key investments included expanding content moderation capabilities, securing unpublished content workflows, and enabling scalable data cleanup with clear user communications.
In November 2024, delivered a focused set of security, moderation, data lifecycle, and UX improvements for civitai/civitai, driving safer content, stronger data governance, and better user experience while preserving performance. Key investments included expanding content moderation capabilities, securing unpublished content workflows, and enabling scalable data cleanup with clear user communications.
October 2024 focused on strengthening rate-limiting controls and performance for civitai/civitai by introducing tier-based limits for comments and articles and optimizing Redis-backed storage. The changes improve user experience under high load and strengthen abuse prevention while maintaining throughput. No critical bugs reported this month; the work lays the foundation for scalable governance and future feature velocity.
October 2024 focused on strengthening rate-limiting controls and performance for civitai/civitai by introducing tier-based limits for comments and articles and optimizing Redis-backed storage. The changes improve user experience under high load and strengthen abuse prevention while maintaining throughput. No critical bugs reported this month; the work lays the foundation for scalable governance and future feature velocity.

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