mirror-media/Lilith
Nov 2025 – May 2026
6 Months active
Languages Used
DockerfileGraphQLJSONPrismaSQLTypeScriptJavaScript
Technical Skills
DevOpsDockerGraphQLGraphQL schema designJavaScriptKeystoneJS
ayating
PROFILE
Ayating
Over six months, contributed to the mirror-media/Lilith repository by building and enhancing backend systems focused on content governance, automation, and editorial workflows. Developed features such as RBAC-enabled user management, AI-powered auto-tagging, and an EditLog system for post auditing, leveraging technologies like TypeScript, GraphQL, and PostgreSQL. Integrated Pub/Sub messaging and Cloud Tasks to automate publish workflows and improve reliability across environments. Enhanced data models and schema design to support richer media management and content relationships. Emphasized robust error handling, observability, and memory management, resulting in more resilient, maintainable code and streamlined editorial processes for both developers and editors.
Overall Statistics
Feature vs Bugs
81%Features
Repository Contributions
37Total
Bugs
3
Commits
37
Features
13
Lines of code
4,498
Activity Months6
Your Network
12 peopleShared Repositories
12
Work History
May 2026
3 Commits • 3 Features
May 1, 2026May 2026 performance highlights for mirror-media/Lilith focused on delivering editor-facing features, stabilizing admin workflows, and improving observability. The work emphasized business value through safer preview workflows, leaner data queries, and clearer diagnostics.
3 Commits • 3 Features
May 1, 2026May 2026 performance highlights for mirror-media/Lilith focused on delivering editor-facing features, stabilizing admin workflows, and improving observability. The work emphasized business value through safer preview workflows, leaner data queries, and clearer diagnostics.
May 2026
April 2026
4 Commits • 1 Features
Apr 1, 2026April 2026: Delivered a comprehensive EditLog system for mirror-media/Lilith to record post creation, updates, and deletions with a dedicated log list, change snapshots, and editor-tracking. Added afterOperation hook to capture editor, changed fields, and content snapshots; introduced formatChangedList utility for readable diffs and virtual fields for post previews. Improved accuracy and performance by enabling preSaveSnapshot-based change detection, extending snapshots for delete operations, dynamic query construction to skip unnecessary fields, and simplifying safeParse. Implemented memory-management safeguards with TTL-based cleanup (setInterval + unref) to prevent leaks, and labeled unauthenticated EditLog entries as '系統自動'. This results in auditable, reliable history for debugging and compliance, while preserving system performance.
April 2026
4 Commits • 1 Features
Apr 1, 2026April 2026: Delivered a comprehensive EditLog system for mirror-media/Lilith to record post creation, updates, and deletions with a dedicated log list, change snapshots, and editor-tracking. Added afterOperation hook to capture editor, changed fields, and content snapshots; introduced formatChangedList utility for readable diffs and virtual fields for post previews. Improved accuracy and performance by enabling preSaveSnapshot-based change detection, extending snapshots for delete operations, dynamic query construction to skip unnecessary fields, and simplifying safeParse. Implemented memory-management safeguards with TTL-based cleanup (setInterval + unref) to prevent leaks, and labeled unauthenticated EditLog entries as '系統自動'. This results in auditable, reliable history for debugging and compliance, while preserving system performance.
March 2026
5 Commits • 1 Features
Mar 1, 2026March 2026 Monthly Summary for mirror-media/Lilith: Implemented automated FAQ generation for posts with new configuration options and schema fields, integrated FAQ generation into the post publish/update lifecycle, and fixed a data inconsistency by synchronizing the URL field with YouTube URL on video item updates. Also enhanced configuration reset behavior when auto FAQs are disabled. These changes drive content quality, SEO relevance, and data integrity across posts and videos.
5 Commits • 1 Features
Mar 1, 2026March 2026 Monthly Summary for mirror-media/Lilith: Implemented automated FAQ generation for posts with new configuration options and schema fields, integrated FAQ generation into the post publish/update lifecycle, and fixed a data inconsistency by synchronizing the URL field with YouTube URL on video item updates. Also enhanced configuration reset behavior when auto FAQs are disabled. These changes drive content quality, SEO relevance, and data integrity across posts and videos.
March 2026
January 2026
2 Commits • 2 Features
Jan 1, 2026January 2026 highlights for mirror-media/Lilith: Delivered two feature enhancements that improve data reliability and content discovery: Live Video JSON Regeneration on Publish Status Change and TV Schedule JSON Conversion with DB URL update. No major bugs reported this period. Overall, the work increased data accuracy, reduced manual data synchronization, and streamlined content pipelines, facilitating faster content updates and more reliable video lists. Technologies/skills demonstrated include hook-based architecture (before/afterOperation hooks), JSON transformations, and database URL propagation, with strong commit traceability.
January 2026
2 Commits • 2 Features
Jan 1, 2026January 2026 highlights for mirror-media/Lilith: Delivered two feature enhancements that improve data reliability and content discovery: Live Video JSON Regeneration on Publish Status Change and TV Schedule JSON Conversion with DB URL update. No major bugs reported this period. Overall, the work increased data accuracy, reduced manual data synchronization, and streamlined content pipelines, facilitating faster content updates and more reliable video lists. Technologies/skills demonstrated include hook-based architecture (before/afterOperation hooks), JSON transformations, and database URL propagation, with strong commit traceability.
December 2025
15 Commits • 2 Features
Dec 1, 2025December 2025 monthly summary for mirror-media/Lilith: Delivered AI-powered auto-tagging and publish-workflow enhancements to automate tagging and improve content discoverability. Implemented robust messaging and retry using Pub/Sub and Cloud Tasks with environment-aware routing and type-safe task creation, increasing reliability across environments. Migrated auto-tagging triggers to Cloud Tasks and added safeguards to re-trigger builds after queue resets, ensuring resilient publish flows. Expanded the tagging model with a new tags_algo relationship in External and Tag schemas, supported by GraphQL schema updates, DB migrations, and Prisma model changes. Improved observability and debugging with structured logging and standardized error classification to enable faster issue resolution and more predictable retries. Technologies leveraged include AI tagging, Pub/Sub, Cloud Tasks, GraphQL, Prisma, and DB migrations.
15 Commits • 2 Features
Dec 1, 2025December 2025 monthly summary for mirror-media/Lilith: Delivered AI-powered auto-tagging and publish-workflow enhancements to automate tagging and improve content discoverability. Implemented robust messaging and retry using Pub/Sub and Cloud Tasks with environment-aware routing and type-safe task creation, increasing reliability across environments. Migrated auto-tagging triggers to Cloud Tasks and added safeguards to re-trigger builds after queue resets, ensuring resilient publish flows. Expanded the tagging model with a new tags_algo relationship in External and Tag schemas, supported by GraphQL schema updates, DB migrations, and Prisma model changes. Improved observability and debugging with structured logging and standardized error classification to enable faster issue resolution and more predictable retries. Technologies leveraged include AI tagging, Pub/Sub, Cloud Tasks, GraphQL, Prisma, and DB migrations.
December 2025
November 2025
8 Commits • 4 Features
Nov 1, 2025November 2025 monthly summary for mirror-media/Lilith: This period focused on strengthening governance around content and user data, expanding media capabilities, and stabilizing developer tooling to reduce risk and speed delivery. Key outcomes include secure user management with RBAC, richer media/content data models, and more reliable startup/build processes.
November 2025
8 Commits • 4 Features
Nov 1, 2025November 2025 monthly summary for mirror-media/Lilith: This period focused on strengthening governance around content and user data, expanding media capabilities, and stabilizing developer tooling to reduce risk and speed delivery. Key outcomes include secure user management with RBAC, richer media/content data models, and more reliable startup/build processes.
Activity
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Quality Metrics
Correctness90.4%
Maintainability84.8%
Architecture87.0%
Performance84.8%
AI Usage26.6%
Skills & Technologies
Programming Languages
DockerfileGraphQLJSONJavaScriptPrismaSQLTypeScript
Technical Skills
API integrationDevOpsDockerGraphQLGraphQL schema designJavaScriptKeystoneJSNode.jsPostgreSQLPrismaPub/Sub integrationRedisSQLTypeScriptaccess control
Repositories Contributed To
Overview of all repositories you've contributed to across your timeline