
Scarlet contributed to the MaaAssistantArknights and MaaRelease repositories by engineering features and fixes that enhanced Korean localization, OCR reliability, and navigation logic for regional game automation. Over 16 months, Scarlet delivered and maintained UI modules, asset refreshes, and event-driven features, using C++, Python, and JSON to streamline configuration and data processing. Their work included refactoring navigation flows, implementing template-driven OCR pipelines, and introducing JSON-based configuration for scalable localization. By addressing bugs in build processes and UI recognition, Scarlet improved deployment reliability and user experience. The depth of their contributions reflects a strong grasp of internationalization, code maintainability, and cross-repo coordination.

February 2026 monthly summary for MaaAssistantArknights projects. Delivered KR-focused localization and UI enhancements for AveMujica, introduced a JSON-driven OpenOCR text elements and chapter mapping configuration, and preloaded AveMujica to shorten load times. Fixed a critical template reference in YostarKR Roguelike ChooseOperConfirm. Expanded Honeydew and HoneyFruit mini-games with start/expiry timings, display keys, and player tips, improving scheduling clarity and user guidance. These efforts reduced user friction, improved reliability, and laid groundwork for scalable KR localization and config-driven features.
February 2026 monthly summary for MaaAssistantArknights projects. Delivered KR-focused localization and UI enhancements for AveMujica, introduced a JSON-driven OpenOCR text elements and chapter mapping configuration, and preloaded AveMujica to shorten load times. Fixed a critical template reference in YostarKR Roguelike ChooseOperConfirm. Expanded Honeydew and HoneyFruit mini-games with start/expiry timings, display keys, and player tips, improving scheduling clarity and user guidance. These efforts reduced user friction, improved reliability, and laid groundwork for scalable KR localization and config-driven features.
Concise monthly summary for January 2026 focusing on key accomplishments, major bugs fixed, business value, and technologies demonstrated. Highlights include OCR reliability improvements, Korean localization enhancements, and developer documentation enhancements in MaaAssistantArknights. This month focused on delivering more accurate text recognition, preserving newline handling in OCR pipelines, consolidating Korean localization across user-facing features, and improving localization documentation to accelerate developer onboarding.
Concise monthly summary for January 2026 focusing on key accomplishments, major bugs fixed, business value, and technologies demonstrated. Highlights include OCR reliability improvements, Korean localization enhancements, and developer documentation enhancements in MaaAssistantArknights. This month focused on delivering more accurate text recognition, preserving newline handling in OCR pipelines, consolidating Korean localization across user-facing features, and improving localization documentation to accelerate developer onboarding.
December 2025 — MaaAssistantArknights/MaaAssistantArknights: Focused on enabling Roguelike content for YostarKR, strengthening OCR reliability, and advancing KR localization to drive user engagement and retention. Delivered new features, fixed critical issues, and enhanced localization pipelines to support scalable KR deployments.
December 2025 — MaaAssistantArknights/MaaAssistantArknights: Focused on enabling Roguelike content for YostarKR, strengthening OCR reliability, and advancing KR localization to drive user engagement and retention. Delivered new features, fixed critical issues, and enhanced localization pipelines to support scalable KR deployments.
November 2025 highlights: Delivered Korean localization improvements and navigation term fixes across MaaAssistantArknights and MaaRelease, and added Path of Life rerun event stages with defined timings, drops, and requirements. Fixed KR AD navigation issues to reduce user confusion and improve workflow. Overall impact: clearer KR UX, higher user engagement potential in Korea, and improved readiness for ongoing events. Technologies demonstrated: i18n localization, translations, JSON data updates (tasks.json), event content modeling, and cross-repo collaboration with disciplined commit hygiene.
November 2025 highlights: Delivered Korean localization improvements and navigation term fixes across MaaAssistantArknights and MaaRelease, and added Path of Life rerun event stages with defined timings, drops, and requirements. Fixed KR AD navigation issues to reduce user confusion and improve workflow. Overall impact: clearer KR UX, higher user engagement potential in Korea, and improved readiness for ongoing events. Technologies demonstrated: i18n localization, translations, JSON data updates (tasks.json), event content modeling, and cross-repo collaboration with disciplined commit hygiene.
Month: 2025-10 — Concise monthly summary for MaaAssistantArknights focusing on business value and technical excellence. Delivered a comprehensive UI/assets refresh for YostarKR, accelerated initial load via minigame preloading, and improved localization, OCR/MT processing, and maintainability. Implemented KR-region bug fixes to ensure accurate rewards and squad recognition, enhancing reliability and user satisfaction for KR users. These efforts reduce time-to-value for KR players, improve data accuracy and automation, and set a solid foundation for future KR enhancements.
Month: 2025-10 — Concise monthly summary for MaaAssistantArknights focusing on business value and technical excellence. Delivered a comprehensive UI/assets refresh for YostarKR, accelerated initial load via minigame preloading, and improved localization, OCR/MT processing, and maintainability. Implemented KR-region bug fixes to ensure accurate rewards and squad recognition, enhancing reliability and user satisfaction for KR users. These efforts reduce time-to-value for KR players, improve data accuracy and automation, and set a solid foundation for future KR enhancements.
During September 2025, the MaaRelease project for YostarKR delivered stability and correctness improvements focused on build reliability and ROI reporting. Key changes: 1) BB Rerun Build Process Handling: stabilized the YostarKR build/deploy pipeline to correctly handle rerun scenarios by adjusting build flags and resource paths. Commit 7cc7390cf2a6166e1d3ff8f171ad3cdb0c031863 (chore: YostarKR BB rerun (#456)). 2) ROI Calculation Fix for BBChapterToBB Feature: corrected ROI computation to ensure accurate ROI reporting for BBChapterToBB in YostarKR. Commit 80cc6d3aa38edd16159a6b8e28c0a58c76dba8fd (fix: YostarKR BBChapterToBB roi (#458)). Impact: reduced deployment risk, improved ROI visibility, enabling faster, more reliable releases and clearer metrics for stakeholders.
During September 2025, the MaaRelease project for YostarKR delivered stability and correctness improvements focused on build reliability and ROI reporting. Key changes: 1) BB Rerun Build Process Handling: stabilized the YostarKR build/deploy pipeline to correctly handle rerun scenarios by adjusting build flags and resource paths. Commit 7cc7390cf2a6166e1d3ff8f171ad3cdb0c031863 (chore: YostarKR BB rerun (#456)). 2) ROI Calculation Fix for BBChapterToBB Feature: corrected ROI computation to ensure accurate ROI reporting for BBChapterToBB in YostarKR. Commit 80cc6d3aa38edd16159a6b8e28c0a58c76dba8fd (fix: YostarKR BBChapterToBB roi (#458)). Impact: reduced deployment risk, improved ROI visibility, enabling faster, more reliable releases and clearer metrics for stakeholders.
Monthly work summary for 2025-08 focused on delivering localization quality, UI/UX improvements, navigation enhancements, and developer experience improvements across two repositories (MaaAssistantArknights and MaaRelease). Emphasis on concrete business value: improved localization accuracy, smoother onboarding, fewer downtime events, and clearer internal guidance.
Monthly work summary for 2025-08 focused on delivering localization quality, UI/UX improvements, navigation enhancements, and developer experience improvements across two repositories (MaaAssistantArknights and MaaRelease). Emphasis on concrete business value: improved localization accuracy, smoother onboarding, fewer downtime events, and clearer internal guidance.
July 2025 monthly summary for MaaAssistantArknights and MaaRelease. Focused on delivering user-facing features, stabilizing critical navigation, improving localization and OCR reliability, and optimizing cross-region data handling to drive reliability and performance. Key outcomes include a new BattleQuickFormation UI module, stabilized KR navigation across HS reruns and general routing, cross-region navigation/data refactor with performance gains, Korean localization improvements, and enhanced OCR accuracy for YostarKR.
July 2025 monthly summary for MaaAssistantArknights and MaaRelease. Focused on delivering user-facing features, stabilizing critical navigation, improving localization and OCR reliability, and optimizing cross-region data handling to drive reliability and performance. Key outcomes include a new BattleQuickFormation UI module, stabilized KR navigation across HS reruns and general routing, cross-region navigation/data refactor with performance gains, Korean localization improvements, and enhanced OCR accuracy for YostarKR.
June 2025 highlights for MaaAssistantArknights suite (2 repos). Focused on delivering feature-forward improvements, stability fixes, and localization enhancements that drive business value and user experience for KR content. Key outcomes include navigation and UX overhauls, asset/template refresh with OCR enhancements, localization quality improvements, and robustness fixes that reduce crashes. Key features delivered: - YostarKR EP Navigation Overhaul: refactor navigation for the YostarKR EP section by removing unused items and reordering for clarity and usability. (Commits: 1663df126334617647da6fb502a6b816b22df74f) - YostarKR Image/Template Assets Refresh and OCR Recognition Improvements: refresh image assets and templates, address OCR/template recognition issues, and add new theme assets. (Commits: 8141c9f197db58c821b0067fcbd1dc240391b5ec; 89d16721dfbb35396b45f5937915501af4282908; 4fa9639802c4dd93318a0ac90e3ca6131b0d51f5; 12f165e08d25818dd6da7b5a06249065453b720b; bbe22ea5a262152ab1efa389653aac2ce116191f; 256feb33c77b83a5bcb797a1854f6b83a04cc8bb; bd8a2ee88601611a61d814778b97caf13dccbde7) - Korean Localization Updates for UI and Terminology: improve localization for training infrastructure texts and squad terminology, including removing redundant Chinese characters. (Commits: 625db77e00f21c72e29b93bf946b7b77c30e7322; 3e06cece23b8501a8a5060d9486cc33d0be60b5f) - ResourceUpdater KR Replacement Robustness: fix to skip stages that become empty after removing spaces in KR replacement, preventing crashes. (Commit: 264a27e82b67d0299540911b83c3bde83ee74211) - Fight Settings UI Tooltip Improvement: adjust alignment and opacity of UseRemainingSanityStageTip tooltip for better visual integration. (Commit: c97c525d7482bae581e3ceb512fdb3a41e6485fd) - YostarKR RS Reruns Navigation: updates navigation logic for RS reruns; minor timing adjustments and navigation polish. (Commit: e74603d9668a25d5acf9cbcf04c8d33390c67faf) Major bugs fixed: - YostarKR EP Navigation Bug Fix (MaaRelease): fixes navigation issue in YostarKR EP section to ensure proper routing/display. (Commit: 41762431b21ee1f455fa32067fa6d0bc978e48d3) Overall impact and accomplishments: - Substantial improvement in end-user navigation experience, template reliability, and KR content readiness. Localization improvements reduce cognitive load for Korean users and speed up regional content deployment. Robust handling of KR resource replacements lowers crash risk and support overhead. These deliveries collectively increase platform reliability, user satisfaction, and time-to-value for KR-related features. Technologies/skills demonstrated: - UI/UX refactor and navigation design, asset/template management, OCR/template integration, localization engineering, robust error handling, and navigation logic enhancements.
June 2025 highlights for MaaAssistantArknights suite (2 repos). Focused on delivering feature-forward improvements, stability fixes, and localization enhancements that drive business value and user experience for KR content. Key outcomes include navigation and UX overhauls, asset/template refresh with OCR enhancements, localization quality improvements, and robustness fixes that reduce crashes. Key features delivered: - YostarKR EP Navigation Overhaul: refactor navigation for the YostarKR EP section by removing unused items and reordering for clarity and usability. (Commits: 1663df126334617647da6fb502a6b816b22df74f) - YostarKR Image/Template Assets Refresh and OCR Recognition Improvements: refresh image assets and templates, address OCR/template recognition issues, and add new theme assets. (Commits: 8141c9f197db58c821b0067fcbd1dc240391b5ec; 89d16721dfbb35396b45f5937915501af4282908; 4fa9639802c4dd93318a0ac90e3ca6131b0d51f5; 12f165e08d25818dd6da7b5a06249065453b720b; bbe22ea5a262152ab1efa389653aac2ce116191f; 256feb33c77b83a5bcb797a1854f6b83a04cc8bb; bd8a2ee88601611a61d814778b97caf13dccbde7) - Korean Localization Updates for UI and Terminology: improve localization for training infrastructure texts and squad terminology, including removing redundant Chinese characters. (Commits: 625db77e00f21c72e29b93bf946b7b77c30e7322; 3e06cece23b8501a8a5060d9486cc33d0be60b5f) - ResourceUpdater KR Replacement Robustness: fix to skip stages that become empty after removing spaces in KR replacement, preventing crashes. (Commit: 264a27e82b67d0299540911b83c3bde83ee74211) - Fight Settings UI Tooltip Improvement: adjust alignment and opacity of UseRemainingSanityStageTip tooltip for better visual integration. (Commit: c97c525d7482bae581e3ceb512fdb3a41e6485fd) - YostarKR RS Reruns Navigation: updates navigation logic for RS reruns; minor timing adjustments and navigation polish. (Commit: e74603d9668a25d5acf9cbcf04c8d33390c67faf) Major bugs fixed: - YostarKR EP Navigation Bug Fix (MaaRelease): fixes navigation issue in YostarKR EP section to ensure proper routing/display. (Commit: 41762431b21ee1f455fa32067fa6d0bc978e48d3) Overall impact and accomplishments: - Substantial improvement in end-user navigation experience, template reliability, and KR content readiness. Localization improvements reduce cognitive load for Korean users and speed up regional content deployment. Robust handling of KR resource replacements lowers crash risk and support overhead. These deliveries collectively increase platform reliability, user satisfaction, and time-to-value for KR-related features. Technologies/skills demonstrated: - UI/UX refactor and navigation design, asset/template management, OCR/template integration, localization engineering, robust error handling, and navigation logic enhancements.
May 2025 monthly delivery focused on localization improvements, OCR adaptability, and stability across MaaAssistantArknights and MaaRelease. Highlights include localization updates for Korean players with a new mini-game tip, a configurable OCR replacement pattern to improve BattleStartPre accuracy, and reliability fixes for templates, plus enhancements to MaaRelease rerun configuration and global navigation. These changes deliver tangible business value: improved localization clarity, reduced OCR errors, more reliable automation and cross-repo consistency, enabling smoother release cycles and better user experience.
May 2025 monthly delivery focused on localization improvements, OCR adaptability, and stability across MaaAssistantArknights and MaaRelease. Highlights include localization updates for Korean players with a new mini-game tip, a configurable OCR replacement pattern to improve BattleStartPre accuracy, and reliability fixes for templates, plus enhancements to MaaRelease rerun configuration and global navigation. These changes deliver tangible business value: improved localization clarity, reduced OCR errors, more reliable automation and cross-repo consistency, enabling smoother release cycles and better user experience.
April 2025 performance summary for MaaRelease and MaaAssistantArknights: Delivered cross-platform navigation enhancements for YostarKR GO and PVs (KR and EN), introduced Orundum Activities UI/flow, and stabilized the InfrastReward system in YostarKR. Implemented YostarKR GO navigation with PV preloads to accelerate first-time interactions. Advanced Korean localization and OCR/template robustness, including translations refinements, OCR fixes, and refreshed UI assets to ensure accurate data parsing and consistent visuals. These efforts improved navigation usability, reduced latency in content preload, increased activity participation potential, and improved data reliability for KR users. Technologies demonstrated include cross-platform UI/navigation, internationalization, OCR/data parsing, asset modernization, and incremental release practices. Business value delivered includes smoother user journeys, higher activation potential, more reliable rewards, and better alignment with KR market needs.
April 2025 performance summary for MaaRelease and MaaAssistantArknights: Delivered cross-platform navigation enhancements for YostarKR GO and PVs (KR and EN), introduced Orundum Activities UI/flow, and stabilized the InfrastReward system in YostarKR. Implemented YostarKR GO navigation with PV preloads to accelerate first-time interactions. Advanced Korean localization and OCR/template robustness, including translations refinements, OCR fixes, and refreshed UI assets to ensure accurate data parsing and consistent visuals. These efforts improved navigation usability, reduced latency in content preload, increased activity participation potential, and improved data reliability for KR users. Technologies demonstrated include cross-platform UI/navigation, internationalization, OCR/data parsing, asset modernization, and incremental release practices. Business value delivered includes smoother user journeys, higher activation potential, more reliable rewards, and better alignment with KR market needs.
Month: 2025-03 — Delivered targeted automation, UI/theme assets, and code improvements across MaaRelease and MaaAssistantArknights, focused on YostarKR regional variants. The work enhanced navigation, data extraction reliability, branding assets, and code maintainability, enabling faster regional feature delivery and more stable operations.
Month: 2025-03 — Delivered targeted automation, UI/theme assets, and code improvements across MaaRelease and MaaAssistantArknights, focused on YostarKR regional variants. The work enhanced navigation, data extraction reliability, branding assets, and code maintainability, enabling faster regional feature delivery and more stable operations.
February 2025 monthly summary for MaaAssistantArknights/MaaAssistantArknights. This month focused on delivering the YostarKR Sarkaz Roguelike mode with localization and asset updates, improving OCR and i18n for KR terms, and stabilizing the KR data pipeline. Delivered end-to-end features and fixed region-specific data issues, enhancing user experience and market coverage.
February 2025 monthly summary for MaaAssistantArknights/MaaAssistantArknights. This month focused on delivering the YostarKR Sarkaz Roguelike mode with localization and asset updates, improving OCR and i18n for KR terms, and stabilizing the KR data pipeline. Delivered end-to-end features and fixed region-specific data issues, enhancing user experience and market coverage.
January 2025 monthly summary for MaaRelease: Delivered the Korean Regional Orundum Activities feature, introducing KR-specific events and resource management with localization considerations. This work drives KR player engagement and retention and is designed for easy iteration of future regional campaigns. Implemented via commit 21d592f06f6caaca573f063c5cf8a786ccad1d6d. No major bugs fixed this month. Overall impact: expands KR market readiness, aligns with regional strategy, and demonstrates localization, modular feature design, and discipline in release governance.
January 2025 monthly summary for MaaRelease: Delivered the Korean Regional Orundum Activities feature, introducing KR-specific events and resource management with localization considerations. This work drives KR player engagement and retention and is designed for easy iteration of future regional campaigns. Implemented via commit 21d592f06f6caaca573f063c5cf8a786ccad1d6d. No major bugs fixed this month. Overall impact: expands KR market readiness, aligns with regional strategy, and demonstrates localization, modular feature design, and discipline in release governance.
December 2024 monthly summary: Focused on reliability, maintainability, and cross-repo coordination across MaaRelease and MaaAssistantArknights. No user-facing features released this month; instead we delivered targeted maintenance and bug fixes that improve build stability and rerun reliability. Key changes include a minor tasks.json maintenance in MaaRelease and a navigation state handling fix for YostarKR reruns in MaaAssistantArknights.
December 2024 monthly summary: Focused on reliability, maintainability, and cross-repo coordination across MaaRelease and MaaAssistantArknights. No user-facing features released this month; instead we delivered targeted maintenance and bug fixes that improve build stability and rerun reliability. Key changes include a minor tasks.json maintenance in MaaRelease and a navigation state handling fix for YostarKR reruns in MaaAssistantArknights.
Monthly summary for 2024-11 focusing on reliability of OCR-based automation in MaaAssistantArknights. The key deliverable was fixing OCR recognition for the YostarKR SSSBuffChoose component, which reduced misinterpretation of visual cues and lowered automation failure rates. This work enhances throughput and consistency of automated interactions, with maintainable code changes and clear commit traceability. Technologies demonstrated include OCR/text parsing, debugging, and version-controlled fixes within MaaAssistantArknights.
Monthly summary for 2024-11 focusing on reliability of OCR-based automation in MaaAssistantArknights. The key deliverable was fixing OCR recognition for the YostarKR SSSBuffChoose component, which reduced misinterpretation of visual cues and lowered automation failure rates. This work enhances throughput and consistency of automated interactions, with maintainable code changes and clear commit traceability. Technologies demonstrated include OCR/text parsing, debugging, and version-controlled fixes within MaaAssistantArknights.
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