
Marijn contributed to the deliciousmods/1956_beta repository, delivering new gameplay features, stability improvements, and content expansions over 18 months. He engineered complex AI behavior, focus tree logic, and UI enhancements using Python, Lua scripting, and YAML, addressing both player experience and maintainability. His work included implementing tooltip systems, balancing AI strategies, and refining localization workflows to support diverse scenarios and DLC integrations. Marijn’s technical approach emphasized data-driven design, robust bug fixing, and modular code organization, resulting in improved gameplay depth, reduced edge cases, and streamlined QA. The breadth and consistency of his contributions reflect strong engineering depth.
April 2026 (deliciousmods/1956_beta): Delivered critical bug fixes, expanded decision logic and national focus content, and improvements to localization and UI, delivering smoother gameplay, historical accuracy, and maintainable code. Highlights include targeted fixes to manpower law logic and bookmarks; enhancements to faction templates; expanded Czechoslovakia focus tree with tech bonuses, tooltips, naval focus support, and nuclear development adjustments; UI/localization work to unify naming and add new strings; a visual upgrade for BRA icon; and code maintenance to simplify national focus mechanics.
April 2026 (deliciousmods/1956_beta): Delivered critical bug fixes, expanded decision logic and national focus content, and improvements to localization and UI, delivering smoother gameplay, historical accuracy, and maintainable code. Highlights include targeted fixes to manpower law logic and bookmarks; enhancements to faction templates; expanded Czechoslovakia focus tree with tech bonuses, tooltips, naval focus support, and nuclear development adjustments; UI/localization work to unify naming and add new strings; a visual upgrade for BRA icon; and code maintenance to simplify national focus mechanics.
March 2026 summary for deliciousmods/1956_beta: Key features delivered, bugs fixed, and improvements in data, UI, and localization. Achievements include the New shared bugfixing March 2026 framework merged; critical CTD crash fix; AI/script reliability improvements by undoing IRQ AI edits and correcting variable scoping; and multi-region data/UI updates (Oman/NOR data, VP naming UI texts, Indonesian button rename exception, Dutch rework). Additional progress includes first button UI update, flavor event addition, and data/documentation updates. Release hygiene and DLC compatibility safeguards were strengthened through merge-conflict resolutions, plus SIA.txt documentation updates and April Fools content. Overall impact: higher stability, correctness, localization quality, and player-facing polish that supports ongoing bugfixing and future content releases.
March 2026 summary for deliciousmods/1956_beta: Key features delivered, bugs fixed, and improvements in data, UI, and localization. Achievements include the New shared bugfixing March 2026 framework merged; critical CTD crash fix; AI/script reliability improvements by undoing IRQ AI edits and correcting variable scoping; and multi-region data/UI updates (Oman/NOR data, VP naming UI texts, Indonesian button rename exception, Dutch rework). Additional progress includes first button UI update, flavor event addition, and data/documentation updates. Release hygiene and DLC compatibility safeguards were strengthened through merge-conflict resolutions, plus SIA.txt documentation updates and April Fools content. Overall impact: higher stability, correctness, localization quality, and player-facing polish that supports ongoing bugfixing and future content releases.
February 2026 (2026-02) monthly summary for deliciousmods/1956_beta: Delivered a balanced set of reliability fixes, data updates, and UX enhancements that strengthen stability, data accuracy, and player experience. Key features were introduced to improve system flexibility and UI, while targeted fixes reduced crash risks and logging gaps. The work also included focused data/file management and portrait updates to improve immersion and maintainability.
February 2026 (2026-02) monthly summary for deliciousmods/1956_beta: Delivered a balanced set of reliability fixes, data updates, and UX enhancements that strengthen stability, data accuracy, and player experience. Key features were introduced to improve system flexibility and UI, while targeted fixes reduced crash risks and logging gaps. The work also included focused data/file management and portrait updates to improve immersion and maintainability.
January 2026 monthly development summary for deliciousmods/1956_beta: Delivered key campaign features, corrections, and stability improvements that enhance player experience and campaign realism.
January 2026 monthly development summary for deliciousmods/1956_beta: Delivered key campaign features, corrections, and stability improvements that enhance player experience and campaign realism.
2025-12 Monthly Summary for deliciousmods/1956_beta focused on delivering substantial new content, stabilizing gameplay, and improving usability across localization, UI, and code maintainability. Business value was driven by expanded features, improved player experience, and robust QA practices across the DLC ecosystem.
2025-12 Monthly Summary for deliciousmods/1956_beta focused on delivering substantial new content, stabilizing gameplay, and improving usability across localization, UI, and code maintainability. Business value was driven by expanded features, improved player experience, and robust QA practices across the DLC ecosystem.
November 2025 (2025-11) – Focused on stabilizing core tech, expanding gameplay content, and tightening release readiness for deliciousmods/1956_beta. Key features delivered include: - UI Tooltip: added tooltip support to the user interface (commit 878bdf5c939d18b81dfdbd62e809b2596e8ed190). - Major content and asset updates: CHI characters copied over; WTT_warlord_scripted_effects updated; portrait deletion reversed; credits updated; map and border polish progress; randomized AI for the DLC China tree; RNG historical strategy plan files created/updated. - Warlord/China enhancements: improved war state references and localization for China-related events; PRC core mechanics and balance updates (unified China border, PRC BoP decisions, starting laws for DLC PRC, coal in eco laws, naval dominance values, Chen Du Xiu event gating, added tactic). - UI/Discovery and visuals: Show NCNS in main screen DLC list; port missing GFX assets; fix portrait issues and unwanted overrides. - Localization and docs: English state name updates; faction goals short-term content updates; updated credits and XSM content. - Stability and bug fixes: global bug fixes and stability improvements, including PHI/CTD crash fixes, state reference fixes, and general error cleanup; AI plan error fixes; fix for missing SIK-TNG war; branch cleanup and restoration of removed files. - Maintenance and progress tracking: ongoing WIP updates and progress reporting. Overall impact: Increased stability and reliability, richer content and map polish, improved user experience and discoverability, and stronger foundations for DLC PRC features. Demonstrated capabilities across UI/UX, AI planning, localization, asset pipelines, and rigorous bug fixing.
November 2025 (2025-11) – Focused on stabilizing core tech, expanding gameplay content, and tightening release readiness for deliciousmods/1956_beta. Key features delivered include: - UI Tooltip: added tooltip support to the user interface (commit 878bdf5c939d18b81dfdbd62e809b2596e8ed190). - Major content and asset updates: CHI characters copied over; WTT_warlord_scripted_effects updated; portrait deletion reversed; credits updated; map and border polish progress; randomized AI for the DLC China tree; RNG historical strategy plan files created/updated. - Warlord/China enhancements: improved war state references and localization for China-related events; PRC core mechanics and balance updates (unified China border, PRC BoP decisions, starting laws for DLC PRC, coal in eco laws, naval dominance values, Chen Du Xiu event gating, added tactic). - UI/Discovery and visuals: Show NCNS in main screen DLC list; port missing GFX assets; fix portrait issues and unwanted overrides. - Localization and docs: English state name updates; faction goals short-term content updates; updated credits and XSM content. - Stability and bug fixes: global bug fixes and stability improvements, including PHI/CTD crash fixes, state reference fixes, and general error cleanup; AI plan error fixes; fix for missing SIK-TNG war; branch cleanup and restoration of removed files. - Maintenance and progress tracking: ongoing WIP updates and progress reporting. Overall impact: Increased stability and reliability, richer content and map polish, improved user experience and discoverability, and stronger foundations for DLC PRC features. Demonstrated capabilities across UI/UX, AI planning, localization, asset pipelines, and rigorous bug fixing.
Month: 2025-10 — Delivered a focused set of performance, reliability, visual, localization, and maintenance improvements for deliciousmods/1956_beta. The work emphasizes business value through faster startup, measurable performance gains, richer visuals, stronger localization fidelity, and a cleaner codebase with improved tooling, aligning with player experience and maintainability goals.
Month: 2025-10 — Delivered a focused set of performance, reliability, visual, localization, and maintenance improvements for deliciousmods/1956_beta. The work emphasizes business value through faster startup, measurable performance gains, richer visuals, stronger localization fidelity, and a cleaner codebase with improved tooling, aligning with player experience and maintainability goals.
September 2025 monthly summary for deliciousmods/1956_beta. The month focused on expanding gameplay dynamics through AI-driven decisions and geopolitical scenarios, while stabilizing gameplay with localization and script fixes. Key features delivered include: - Germany - Communist Civil War Decisions: Introduced new decisions enabling interactions with the Soviet Union and expanding gameplay dynamics (commit 4c35686dae91cbcdf6a39798f3a56d28cf440d51). - Colombia joins Allies AI timing: Implemented AI-driven logic for Colombia’s joining conditions with Allies, aligning with historical events and adding an ai_will_do decision block (commit 60d707b9f43d1b9865cdaa2d3a1201cb2bdaf83a). - Iraq AI alignment contingent on Allied action: Modified Iraq AI strategy to prevent joining Axis unless Allies actively fight Axis, increasing strategic realism (commit d2836ee94d1a78d16a485829eb40d40cdf57ccd4). - AI decision performance and balancing: Significant performance improvements for decision triggers and AI political action balancing to reduce excessive civil wars (commits bd2de8787e13f77e138013047d148e86281c1c12, 259e3b3e584b2bf6b5b4d6da79349d85eb0b06e5). - Localization and stability improvements: Fixed China tooltip mechanism and Quebec capitalization, plus overall localization/script hygiene improvements (commits e61ddda76086d53d34db99584e422bcf8f5610d7, db5bdb8731c24b874b6a77e974cecde80b995421). Additional noteworthy work included: Poland Strategy Plan refinements; Belgium AI behavior enhancements; Danemark alignment changes; lootbox seed improvements; and broader localization/script fixes to improve stability and readability.
September 2025 monthly summary for deliciousmods/1956_beta. The month focused on expanding gameplay dynamics through AI-driven decisions and geopolitical scenarios, while stabilizing gameplay with localization and script fixes. Key features delivered include: - Germany - Communist Civil War Decisions: Introduced new decisions enabling interactions with the Soviet Union and expanding gameplay dynamics (commit 4c35686dae91cbcdf6a39798f3a56d28cf440d51). - Colombia joins Allies AI timing: Implemented AI-driven logic for Colombia’s joining conditions with Allies, aligning with historical events and adding an ai_will_do decision block (commit 60d707b9f43d1b9865cdaa2d3a1201cb2bdaf83a). - Iraq AI alignment contingent on Allied action: Modified Iraq AI strategy to prevent joining Axis unless Allies actively fight Axis, increasing strategic realism (commit d2836ee94d1a78d16a485829eb40d40cdf57ccd4). - AI decision performance and balancing: Significant performance improvements for decision triggers and AI political action balancing to reduce excessive civil wars (commits bd2de8787e13f77e138013047d148e86281c1c12, 259e3b3e584b2bf6b5b4d6da79349d85eb0b06e5). - Localization and stability improvements: Fixed China tooltip mechanism and Quebec capitalization, plus overall localization/script hygiene improvements (commits e61ddda76086d53d34db99584e422bcf8f5610d7, db5bdb8731c24b874b6a77e974cecde80b995421). Additional noteworthy work included: Poland Strategy Plan refinements; Belgium AI behavior enhancements; Danemark alignment changes; lootbox seed improvements; and broader localization/script fixes to improve stability and readability.
2025-08 Monthly Summary — deliciousmods/1956_beta Key features delivered: - Focus Tree Condition Enhancements: Added DLC-based and game-rule conditions to Lithuania and Spain focus trees to expand gameplay options. Commits include updates to r56_lithuania.txt and spain.txt. - AI Gameplay Enhancements: Improved AI behavior and surrender options, including a China Warlord AI modifier and re-enabled Finland surrender to diversify gameplay. - Polish Localization and Event Descriptions: Added new event option description for Poland under Molotov-Ribbentrop Pact to improve localization. - Polynesia Focus Tree Layout Improvement: Reorganized the Polynesia focus tree layout for clearer flow and usability. - Road to 56 Mod Expansion: Introduced new features and improvements for the Road to 56 mod, including new abilities, a savegame fixer, and command list. Major bugs fixed: - German Historical Event Trigger Accuracy: Ensure German historical event triggers only when specified conditions are met to improve event accuracy. - China Focus Validation Checks: Add existence and date constraints to China's national focus to prevent invalid or crashing states. - Data Integrity, Cleanup and Localization Maintenance: Cleanup data and localization issues, remove redundancies, fix localization references, and tidy up related files. Overall impact and accomplishments: - Increased gameplay depth and stability across the mod; improved localization quality and data hygiene; enhanced moddability with better maintainability for future releases. Technologies/skills demonstrated: - Scripting and data validation for focus conditions and event triggers; AI tuning and gameplay balancing; localization and text maintenance; data cleanup and repository hygiene; cross-file coordination across multiple commits.
2025-08 Monthly Summary — deliciousmods/1956_beta Key features delivered: - Focus Tree Condition Enhancements: Added DLC-based and game-rule conditions to Lithuania and Spain focus trees to expand gameplay options. Commits include updates to r56_lithuania.txt and spain.txt. - AI Gameplay Enhancements: Improved AI behavior and surrender options, including a China Warlord AI modifier and re-enabled Finland surrender to diversify gameplay. - Polish Localization and Event Descriptions: Added new event option description for Poland under Molotov-Ribbentrop Pact to improve localization. - Polynesia Focus Tree Layout Improvement: Reorganized the Polynesia focus tree layout for clearer flow and usability. - Road to 56 Mod Expansion: Introduced new features and improvements for the Road to 56 mod, including new abilities, a savegame fixer, and command list. Major bugs fixed: - German Historical Event Trigger Accuracy: Ensure German historical event triggers only when specified conditions are met to improve event accuracy. - China Focus Validation Checks: Add existence and date constraints to China's national focus to prevent invalid or crashing states. - Data Integrity, Cleanup and Localization Maintenance: Cleanup data and localization issues, remove redundancies, fix localization references, and tidy up related files. Overall impact and accomplishments: - Increased gameplay depth and stability across the mod; improved localization quality and data hygiene; enhanced moddability with better maintainability for future releases. Technologies/skills demonstrated: - Scripting and data validation for focus conditions and event triggers; AI tuning and gameplay balancing; localization and text maintenance; data cleanup and repository hygiene; cross-file coordination across multiple commits.
July 2025 monthly summary for deliciousmods/1956_beta: Key deliveries include consolidated national focus tree improvements and content clarity across Liechtenstein, Indonesia, Turkey, and Japan, plus critical bug fixes across game data, UI, and localization. The changes improve balance, player UX, and multiplayer reliability, enabling smoother gameplay and easier future tuning. Technologies demonstrated include data-driven balancing, YAML localization updates, and robust commit hygiene.
July 2025 monthly summary for deliciousmods/1956_beta: Key deliveries include consolidated national focus tree improvements and content clarity across Liechtenstein, Indonesia, Turkey, and Japan, plus critical bug fixes across game data, UI, and localization. The changes improve balance, player UX, and multiplayer reliability, enabling smoother gameplay and easier future tuning. Technologies demonstrated include data-driven balancing, YAML localization updates, and robust commit hygiene.
June 2025 monthly summary for deliciousmods/1956_beta: This period focused on delivering gameplay depth, balance refinements, and stability improvements across core features. Key features delivered include: AFG character visibility flag integrated into the focus tree; naval assets control during peace negotiations; AI ideology support balance improvements; unit leader trait system refinements; Panama Canal locks balance adjustments; and an overhauled air raid system. Major bugs fixed include: localization Syria naming restored to neutral terms; multiplayer VP rename spamming protection implemented to gate visibility based on game state. Overall impact: expanded strategic options for players, improved balance and stability in both single-player and multiplayer modes, and stronger localization and QA signals for future releases. Technologies/skills demonstrated: data-driven balance tuning, feature flag integration, focus-tree and UI scripting, localization workflows, and robust commit-based change tracking across features.
June 2025 monthly summary for deliciousmods/1956_beta: This period focused on delivering gameplay depth, balance refinements, and stability improvements across core features. Key features delivered include: AFG character visibility flag integrated into the focus tree; naval assets control during peace negotiations; AI ideology support balance improvements; unit leader trait system refinements; Panama Canal locks balance adjustments; and an overhauled air raid system. Major bugs fixed include: localization Syria naming restored to neutral terms; multiplayer VP rename spamming protection implemented to gate visibility based on game state. Overall impact: expanded strategic options for players, improved balance and stability in both single-player and multiplayer modes, and stronger localization and QA signals for future releases. Technologies/skills demonstrated: data-driven balance tuning, feature flag integration, focus-tree and UI scripting, localization workflows, and robust commit-based change tracking across features.
May 2025 monthly summary for deliciousmods/1956_beta: Delivered feature enrichments, stability improvements, and code maintenance across the repo. Key changes modernized gameplay gating, expanded DLC capabilities, and refined AI behavior, while cleaning up assets and code to reduce debt and speed future iterations.
May 2025 monthly summary for deliciousmods/1956_beta: Delivered feature enrichments, stability improvements, and code maintenance across the repo. Key changes modernized gameplay gating, expanded DLC capabilities, and refined AI behavior, while cleaning up assets and code to reduce debt and speed future iterations.
April 2025 monthly summary for deliciousmods/1956_beta focused on delivering features that improve gameplay balance, reliability, and localization, while stabilizing release workflows. Highlights span feature development, data updates, AI and UI improvements, and extensive bug fixes across the project. The work delivered this month positions the product for stronger beta stability and clearer localization coverage, with data-driven improvements to content and AI behavior.
April 2025 monthly summary for deliciousmods/1956_beta focused on delivering features that improve gameplay balance, reliability, and localization, while stabilizing release workflows. Highlights span feature development, data updates, AI and UI improvements, and extensive bug fixes across the project. The work delivered this month positions the product for stronger beta stability and clearer localization coverage, with data-driven improvements to content and AI behavior.
Concise monthly summary for 2025-03 (deliciousmods/1956_beta): Delivered a blend of stability improvements, feature enablement, and quality fixes across map data, DLC logic, localization, and tooling. The work emphasizes business value: reducing DLC-related risks, improving data quality for faster QA cycles, and enabling richer late-game features while maintaining compatibility with Rt56 and other DLCs. Key outcomes: - Stability and data quality: Map data stabilized and states reordered to vanilla order, reducing tooltip/mismatch issues and improving overall map experience. - Gameplay scaffolding: Enabled gamerules and on_actions to support more predictable late-game behavior and easier testing of governance-related features. - Regional data and localization scope: Added/updated Oman states and improved state names; localization/content updates for Persia and RAJ gamerules; cleanup of obsolete localization resources. - DLC readiness and conflict mitigation: Adjusted DLC content states and decision logic to avoid conflicts with Rt56 content, enabling smoother DLC integration and fewer in-game edge cases. - UI/content polish: Hide non-essential branches, refine references (PAL/MPL alignment in content), and address visual issues to improve user-facing clarity. - Tools and new gameplay features: Introduced a Python tool to update saves from 1.14 to 1.15 and enabled naval co-op for monarchist Germany; added Eden assets and late-game Eden ascension; prepared GoE placeholders for functional portraits. - Misc fixes and reliability: Numerous bug fixes spanning encoding, map errors, France-related issues, startup India fixes, and general polish to improve stability and reduce regression risk. Overall impact: Reduced risk of DLC incompatibilities, improved data integrity and player experience, and expanded capabilities for testing and balancing in future releases. The month also delivered tangible assets (Eden, GoE portraits) and tooling that streamline saves migration and co-op gameplay scenarios.
Concise monthly summary for 2025-03 (deliciousmods/1956_beta): Delivered a blend of stability improvements, feature enablement, and quality fixes across map data, DLC logic, localization, and tooling. The work emphasizes business value: reducing DLC-related risks, improving data quality for faster QA cycles, and enabling richer late-game features while maintaining compatibility with Rt56 and other DLCs. Key outcomes: - Stability and data quality: Map data stabilized and states reordered to vanilla order, reducing tooltip/mismatch issues and improving overall map experience. - Gameplay scaffolding: Enabled gamerules and on_actions to support more predictable late-game behavior and easier testing of governance-related features. - Regional data and localization scope: Added/updated Oman states and improved state names; localization/content updates for Persia and RAJ gamerules; cleanup of obsolete localization resources. - DLC readiness and conflict mitigation: Adjusted DLC content states and decision logic to avoid conflicts with Rt56 content, enabling smoother DLC integration and fewer in-game edge cases. - UI/content polish: Hide non-essential branches, refine references (PAL/MPL alignment in content), and address visual issues to improve user-facing clarity. - Tools and new gameplay features: Introduced a Python tool to update saves from 1.14 to 1.15 and enabled naval co-op for monarchist Germany; added Eden assets and late-game Eden ascension; prepared GoE placeholders for functional portraits. - Misc fixes and reliability: Numerous bug fixes spanning encoding, map errors, France-related issues, startup India fixes, and general polish to improve stability and reduce regression risk. Overall impact: Reduced risk of DLC incompatibilities, improved data integrity and player experience, and expanded capabilities for testing and balancing in future releases. The month also delivered tangible assets (Eden, GoE portraits) and tooling that streamline saves migration and co-op gameplay scenarios.
February 2025 monthly summary for deliciousmods/1956_beta: Consolidated a set of stability, content, and UI improvements across the beta repository. Key progress includes implementing the tooltip system, advancing peacedeal and diplomacy features, and laying groundwork for UN decisions and Rt56 alt-hist gameplay rules. There was substantial progress unlocking Iran content and numerous content/UI cleanup efforts, alongside critical bug fixes in advisor/DLC flows and graphics paths. The work enhances DLC compatibility, gameplay stability, and long-term maintainability while delivering tangible features and performance-oriented refactors.
February 2025 monthly summary for deliciousmods/1956_beta: Consolidated a set of stability, content, and UI improvements across the beta repository. Key progress includes implementing the tooltip system, advancing peacedeal and diplomacy features, and laying groundwork for UN decisions and Rt56 alt-hist gameplay rules. There was substantial progress unlocking Iran content and numerous content/UI cleanup efforts, alongside critical bug fixes in advisor/DLC flows and graphics paths. The work enhances DLC compatibility, gameplay stability, and long-term maintainability while delivering tangible features and performance-oriented refactors.
January 2025 contributions for deliciousmods/1956_beta focused on stability, UX improvements, and localization. Key features delivered include Frontend Main View GUI updates for usability and visuals, and the addition of a Commercial Nuclear Reactor tooltip to enhance in-game guidance. Localization efforts were advanced with MEX English translation updates and cleanup of localization resources. Post-war data adjustments and policy-related updates were implemented, alongside code porting efforts for missing civil war Germany code and NZL branch hiding for streamlined gameplay.
January 2025 contributions for deliciousmods/1956_beta focused on stability, UX improvements, and localization. Key features delivered include Frontend Main View GUI updates for usability and visuals, and the addition of a Commercial Nuclear Reactor tooltip to enhance in-game guidance. Localization efforts were advanced with MEX English translation updates and cleanup of localization resources. Post-war data adjustments and policy-related updates were implemented, alongside code porting efforts for missing civil war Germany code and NZL branch hiding for streamlined gameplay.
December 2024 monthly summary for deliciousmods/1956_beta: Delivered targeted feature updates and a comprehensive bug-fix sweep across the mod, improving stability, data accuracy, and gameplay quality. Highlights include Italy monarchy referendum linkage to focus tree with small post-war Italy expansion; EU formable prerequisites port; Indonesia data update; ship icon porting; NOR.txt and Rwanda/Burundi compliance updates; and cross-country data refinements.
December 2024 monthly summary for deliciousmods/1956_beta: Delivered targeted feature updates and a comprehensive bug-fix sweep across the mod, improving stability, data accuracy, and gameplay quality. Highlights include Italy monarchy referendum linkage to focus tree with small post-war Italy expansion; EU formable prerequisites port; Indonesia data update; ship icon porting; NOR.txt and Rwanda/Burundi compliance updates; and cross-country data refinements.
November 2024 (deliciousmods/1956_beta) focused on stability, data accuracy, and UX improvements across core gameplay, localization, and documentation. Key efforts included extensive bug fixes across gameplay and DLC flows, updates to README/state info generator/Germany data, naval special projects asset images, and targeted balance/cleanup to simplify the tech tree and advisor behavior. Additional fixes ensured proper DLC advisor visibility, air tech year indicator, and Ruthenia referendum outcomes. These changes collectively reduce user friction, improve repeatable QA, and strengthen maintainability across the repository.
November 2024 (deliciousmods/1956_beta) focused on stability, data accuracy, and UX improvements across core gameplay, localization, and documentation. Key efforts included extensive bug fixes across gameplay and DLC flows, updates to README/state info generator/Germany data, naval special projects asset images, and targeted balance/cleanup to simplify the tech tree and advisor behavior. Additional fixes ensured proper DLC advisor visibility, air tech year indicator, and Ruthenia referendum outcomes. These changes collectively reduce user friction, improve repeatable QA, and strengthen maintainability across the repository.

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