laws-africa/peachjam
Nov 2024 – Apr 2026
18 Months active
Languages Used
CSSDjangoDjango Template LanguageHTMLJavaScriptJinja2PythonSCSS
Technical Skills
API DevelopmentAWS S3Backend DevelopmentCSSCachingCloud Configuration
Greg Kempe
PROFILE
Greg Kempe
Over 18 months, this developer led end-to-end engineering for the laws-africa/peachjam repository, delivering over 500 features and nearly 200 bug fixes. They architected and iteratively enhanced a full-stack legal information platform, focusing on robust search, AI-powered chat, document processing, and user-centric workflows. Their work spanned backend development in Python and Django, frontend engineering with Vue.js and TypeScript, and deep integration of Elasticsearch for scalable search and analytics. Emphasizing maintainability and performance, they implemented CI/CD pipelines, advanced internationalization, and modular code organization. Their approach balanced business value, data integrity, and developer experience, resulting in a reliable, extensible product.
Overall Statistics
Feature vs Bugs
73%Features
Repository Contributions
1,218Total
Bugs
193
Commits
1,218
Features
517
Lines of code
522,293
Activity Months18
Your Network
6 peopleWork History
April 2026
7 Commits • 3 Features
Apr 1, 2026April 2026 performance highlights for laws-africa/peachjam. Delivered robustness and UI improvements around citation processing, strengthened data integrity, and upgraded dependencies to enhance reliability and compatibility. Key outcomes include: Ghana Act Year Number matcher and multi-line PDF citation handling improving accuracy; expanded test coverage for citation HTML extraction; resilient processing that ignores citation API errors to keep workflows moving; ensured document content persistence after citation extraction to prevent data loss; HTMX target/template refinements for streamlined document handling and a DocPipe dependency upgrade.
7 Commits • 3 Features
Apr 1, 2026April 2026 performance highlights for laws-africa/peachjam. Delivered robustness and UI improvements around citation processing, strengthened data integrity, and upgraded dependencies to enhance reliability and compatibility. Key outcomes include: Ghana Act Year Number matcher and multi-line PDF citation handling improving accuracy; expanded test coverage for citation HTML extraction; resilient processing that ignores citation API errors to keep workflows moving; ensured document content persistence after citation extraction to prevent data loss; HTMX target/template refinements for streamlined document handling and a DocPipe dependency upgrade.
April 2026
March 2026
98 Commits • 36 Features
Mar 1, 2026March 2026 monthly summary for laws-africa/peachjam: Key features delivered: - Advanced Portion Search and Ranking: implemented text-search fallback when peachjam_ml is not installed; supports portion and page-based results; sorts by score (higher is better) to improve relevance and user satisfaction. Commits include 4f337cd7..., ab17e51d0..., c9729b9b... - Test Infrastructure Tuning: forced hybrid mode for tests to improve reliability across environments. Commit: 3e66d235... - Embeddings Enablement (Peachjam ML): turned on PeachJam ML embeddings in ulii to boost retrieval quality. Commit: 16a942bb... - Flynote Count Update Filter and HTMX performance: added an extra filter to flynote count updates to enable large root-level updates and avoided expensive per-item work for HTMX filters/paths, improving overall responsiveness. Commits: 318fb387..., 5eb329fc..., 9c1fb8bd... - Summary generation API change: migrated to POST requests for summary generation to simplify integration and improve API ergonomics. Commit: 20d5c85a... Major bugs fixed: - Fix Tests: stabilized test suite and eliminated flaky tests. Commit: 82ea96c1... - Price Checking Bug Fix: corrected price validation logic to prevent incorrect pricing flows. Commit: 02ec2813... - Mobile offcanvas interaction fix: resolved mobile offcanvas blocking document interaction when filters updated. Commit: 4c90cf77... - Anonymous handling and content_html fixes: corrected anon handling and content_html rendering. Commits: e7f8885c..., c173f030... - Reverts and stability toggles: addressed temporary disable/restore of checks to ensure consistent behavior. Commits: bb86d761..., e7eba0e0... Overall impact and accomplishments: - Substantial improvements in search relevance and performance, with reliable test runs and fewer regressions. - Enhanced user experience through faster, more intuitive flynote filtering, chat improvements, and public AI chat visibility. - Stronger integration capabilities via Embeddings/ PeachJam ML and API design changes, enabling faster time-to-value for external workflows. - Improved code quality and maintainability through documentation updates, data components/style guides, and extensive cleanup. Technologies/skills demonstrated: - Search ranking and fallback logic, text embeddings integration, and hybrid search approaches. - Frontend optimization (HTMX) and dynamic loading/performance tuning. - Backend lifecycle modernization, API design (POST-based endpoints), and feature flag/documentation governance. - Testing discipline, test infrastructure enhancements, and stability improvements. - Data governance and documentation practices (AGENTS.md data components and style guides).
March 2026
98 Commits • 36 Features
Mar 1, 2026March 2026 monthly summary for laws-africa/peachjam: Key features delivered: - Advanced Portion Search and Ranking: implemented text-search fallback when peachjam_ml is not installed; supports portion and page-based results; sorts by score (higher is better) to improve relevance and user satisfaction. Commits include 4f337cd7..., ab17e51d0..., c9729b9b... - Test Infrastructure Tuning: forced hybrid mode for tests to improve reliability across environments. Commit: 3e66d235... - Embeddings Enablement (Peachjam ML): turned on PeachJam ML embeddings in ulii to boost retrieval quality. Commit: 16a942bb... - Flynote Count Update Filter and HTMX performance: added an extra filter to flynote count updates to enable large root-level updates and avoided expensive per-item work for HTMX filters/paths, improving overall responsiveness. Commits: 318fb387..., 5eb329fc..., 9c1fb8bd... - Summary generation API change: migrated to POST requests for summary generation to simplify integration and improve API ergonomics. Commit: 20d5c85a... Major bugs fixed: - Fix Tests: stabilized test suite and eliminated flaky tests. Commit: 82ea96c1... - Price Checking Bug Fix: corrected price validation logic to prevent incorrect pricing flows. Commit: 02ec2813... - Mobile offcanvas interaction fix: resolved mobile offcanvas blocking document interaction when filters updated. Commit: 4c90cf77... - Anonymous handling and content_html fixes: corrected anon handling and content_html rendering. Commits: e7f8885c..., c173f030... - Reverts and stability toggles: addressed temporary disable/restore of checks to ensure consistent behavior. Commits: bb86d761..., e7eba0e0... Overall impact and accomplishments: - Substantial improvements in search relevance and performance, with reliable test runs and fewer regressions. - Enhanced user experience through faster, more intuitive flynote filtering, chat improvements, and public AI chat visibility. - Stronger integration capabilities via Embeddings/ PeachJam ML and API design changes, enabling faster time-to-value for external workflows. - Improved code quality and maintainability through documentation updates, data components/style guides, and extensive cleanup. Technologies/skills demonstrated: - Search ranking and fallback logic, text embeddings integration, and hybrid search approaches. - Frontend optimization (HTMX) and dynamic loading/performance tuning. - Backend lifecycle modernization, API design (POST-based endpoints), and feature flag/documentation governance. - Testing discipline, test infrastructure enhancements, and stability improvements. - Data governance and documentation practices (AGENTS.md data components and style guides).
February 2026
113 Commits • 47 Features
Feb 1, 2026February 2026 (2026-02) delivered a major overhaul to the OpenAI-driven Document Chat system within laws-africa/peachjam, expanded the data model for judgments and legislation, and advanced performance, testing, and deployment capabilities. The month focused on business value: faster, smarter document interactions, richer metadata, improved global readiness (translations and multiple locales), and a stronger CI/test foundation.
113 Commits • 47 Features
Feb 1, 2026February 2026 (2026-02) delivered a major overhaul to the OpenAI-driven Document Chat system within laws-africa/peachjam, expanded the data model for judgments and legislation, and advanced performance, testing, and deployment capabilities. The month focused on business value: faster, smarter document interactions, richer metadata, improved global readiness (translations and multiple locales), and a stronger CI/test foundation.
February 2026
January 2026
16 Commits • 5 Features
Jan 1, 2026January 2026 focused on delivering AI-enhanced user experiences, targeted data and search reliability, and performance improvements. Highlights include: AI-powered chat enhancements with last-update display for threads, AI summaries, and PeachJam URL routing integration; localization with French and Portuguese translations to improve accessibility; fixed and tested citation links with latest-document behavior and edge-case coverage; improved PDF data extraction integrity by ensuring fresh data and validating content size to avoid stale files; and glossary performance improvements through deferred data loading and removal of the first_letter dependency to speed initial rendering. These changes collectively improve user productivity, data integrity, accessibility, and system reliability across PeachJam workflows.
January 2026
16 Commits • 5 Features
Jan 1, 2026January 2026 focused on delivering AI-enhanced user experiences, targeted data and search reliability, and performance improvements. Highlights include: AI-powered chat enhancements with last-update display for threads, AI summaries, and PeachJam URL routing integration; localization with French and Portuguese translations to improve accessibility; fixed and tested citation links with latest-document behavior and edge-case coverage; improved PDF data extraction integrity by ensuring fresh data and validating content size to avoid stale files; and glossary performance improvements through deferred data loading and removal of the first_letter dependency to speed initial rendering. These changes collectively improve user productivity, data integrity, accessibility, and system reliability across PeachJam workflows.
December 2025
88 Commits • 50 Features
Dec 1, 2025December 2025 (laws-africa/peachjam) delivered focused infrastructure migrations, UX improvements, and reliability enhancements that strengthen deployment predictability, data integrity, and scalability. This period emphasized business value through platform-wide migrations, user-centric glossary enhancements, streaming reliability, and CI/CD improvements, while laying groundwork for async tooling and architectural improvements. Major outcomes include: Key features delivered and their business value: - Infrastructure deployment migrations: Migrate LIIS to Web4, TANZLIIs to Web3, and deploy Tanzlii tasks on backend1, enabling modernized runtimes, improved performance, and streamlined task orchestration. - Glossary enhancements: Implement glossary permissions, breadcrumbs, and collapsible details to improve access control and UX for knowledge assets. - Streaming improvements: Partial refactor to enforce streaming-only mode, reducing fragmentation and enabling consistent real-time data delivery. - Documentation and build updates: Updated docs and webpack/build configurations to improve maintainability and build reliability. - Async support and tooling: Introduced async support and early tooling work to enable scalable concurrency. Major bugs fixed and impact: - Privacy leak in caching fixed to prevent leakage of private taxonomies. - Deployment guard: Avoid deployment when peachjam/js changes are present (build workflow ensures changes are built first). - Offset and config fixes: Corrected offset handling and a configuration typo to restore expected behavior. - Robustness improvements: Fixed 404 handling and other UI/API edge cases to improve reliability and user experience. Overall impact and accomplishments: - Increased deployment reliability and traceability, reducing risky deployments and enabling faster, safer releases. - Improved data integrity and access controls for glossary data and caches. - Strengthened developer experience through better tests, docs, and CI/CD workflow improvements, and laid the groundwork for async functionality and future performance gains. Technologies and skills demonstrated: - Web4/Web3 migrations, backend deployment orchestration, and mixin-based architecture for traceability. - ASGI/Uvicorn server optimization and streaming controls. - Async support groundwork and tooling integration. - CI/CD workflow enhancements, tests and documentation improvements, and robust debugging utilities.
88 Commits • 50 Features
Dec 1, 2025December 2025 (laws-africa/peachjam) delivered focused infrastructure migrations, UX improvements, and reliability enhancements that strengthen deployment predictability, data integrity, and scalability. This period emphasized business value through platform-wide migrations, user-centric glossary enhancements, streaming reliability, and CI/CD improvements, while laying groundwork for async tooling and architectural improvements. Major outcomes include: Key features delivered and their business value: - Infrastructure deployment migrations: Migrate LIIS to Web4, TANZLIIs to Web3, and deploy Tanzlii tasks on backend1, enabling modernized runtimes, improved performance, and streamlined task orchestration. - Glossary enhancements: Implement glossary permissions, breadcrumbs, and collapsible details to improve access control and UX for knowledge assets. - Streaming improvements: Partial refactor to enforce streaming-only mode, reducing fragmentation and enabling consistent real-time data delivery. - Documentation and build updates: Updated docs and webpack/build configurations to improve maintainability and build reliability. - Async support and tooling: Introduced async support and early tooling work to enable scalable concurrency. Major bugs fixed and impact: - Privacy leak in caching fixed to prevent leakage of private taxonomies. - Deployment guard: Avoid deployment when peachjam/js changes are present (build workflow ensures changes are built first). - Offset and config fixes: Corrected offset handling and a configuration typo to restore expected behavior. - Robustness improvements: Fixed 404 handling and other UI/API edge cases to improve reliability and user experience. Overall impact and accomplishments: - Increased deployment reliability and traceability, reducing risky deployments and enabling faster, safer releases. - Improved data integrity and access controls for glossary data and caches. - Strengthened developer experience through better tests, docs, and CI/CD workflow improvements, and laid the groundwork for async functionality and future performance gains. Technologies and skills demonstrated: - Web4/Web3 migrations, backend deployment orchestration, and mixin-based architecture for traceability. - ASGI/Uvicorn server optimization and streaming controls. - Async support groundwork and tooling integration. - CI/CD workflow enhancements, tests and documentation improvements, and robust debugging utilities.
December 2025
November 2025
17 Commits • 6 Features
Nov 1, 2025November 2025 — PeachJam (laws-africa/peachjam) delivered user-facing UI polish, metadata enhancements, routing improvements, and robustness upgrades across chat and document processing. Key outcomes include client-side Markdown rendering for AI replies, extraction/display of Judgment metadata, safeguards for long documents and missing API key, language-aware routing for DocumentChat, and a GPT-5-mini upgrade with stronger permission checks.
November 2025
17 Commits • 6 Features
Nov 1, 2025November 2025 — PeachJam (laws-africa/peachjam) delivered user-facing UI polish, metadata enhancements, routing improvements, and robustness upgrades across chat and document processing. Key outcomes include client-side Markdown rendering for AI replies, extraction/display of Judgment metadata, safeguards for long documents and missing API key, language-aware routing for DocumentChat, and a GPT-5-mini upgrade with stronger permission checks.
October 2025
110 Commits • 45 Features
Oct 1, 2025October 2025 highlights for laws-africa/peachjam: Expanded the Email Template System with localization, foundation HTML templates, improved translations, and safer variable resolution; Email CSS and styling improvements; Internationalization and pluralisation enhancements with new translations for Swahili, French, and Portuguese; Build and asset pipeline optimizations; plus stability and quality fixes across subscriptions, trials, and translations.
110 Commits • 45 Features
Oct 1, 2025October 2025 highlights for laws-africa/peachjam: Expanded the Email Template System with localization, foundation HTML templates, improved translations, and safer variable resolution; Email CSS and styling improvements; Internationalization and pluralisation enhancements with new translations for Swahili, French, and Portuguese; Build and asset pipeline optimizations; plus stability and quality fixes across subscriptions, trials, and translations.
October 2025
September 2025
94 Commits • 49 Features
Sep 1, 2025September 2025 (2025-09) — Peachjam (laws-africa/peachjam) delivered targeted improvements across UI cleanup, searchability, data integrity, security, and operational tooling. The work focused on removing unnecessary UI elements, enhancing search capabilities, hardening security, and enabling maintenance workflows to support scalable growth and reliability.
September 2025
94 Commits • 49 Features
Sep 1, 2025September 2025 (2025-09) — Peachjam (laws-africa/peachjam) delivered targeted improvements across UI cleanup, searchability, data integrity, security, and operational tooling. The work focused on removing unnecessary UI elements, enhancing search capabilities, hardening security, and enabling maintenance workflows to support scalable growth and reliability.
August 2025
45 Commits • 27 Features
Aug 1, 2025August 2025 (2025-08) focused on delivering high-value product capabilities, improving performance, and stabilizing the platform for scalable growth in peachjam. Highlights include deepening data extraction capabilities, strengthening subscription management, and reorganizing the codebase for maintainability and faster delivery. The work also expanded customer-facing resources and implemented performance optimizations that reduce latency and improve UX.
45 Commits • 27 Features
Aug 1, 2025August 2025 (2025-08) focused on delivering high-value product capabilities, improving performance, and stabilizing the platform for scalable growth in peachjam. Highlights include deepening data extraction capabilities, strengthening subscription management, and reorganizing the codebase for maintainability and faster delivery. The work also expanded customer-facing resources and implemented performance optimizations that reduce latency and improve UX.
August 2025
July 2025
40 Commits • 18 Features
Jul 1, 2025July 2025 (2025-07) monthly summary for laws-africa/peachjam: Delivered reliability improvements, richer content rendering, and enhanced developer workflow across migrations, domain mappings, PDF handling, offline UX, and search. Focused on business value: reduced deployment risk, improved data accuracy, faster content discovery, and better offline capabilities.
July 2025
40 Commits • 18 Features
Jul 1, 2025July 2025 (2025-07) monthly summary for laws-africa/peachjam: Delivered reliability improvements, richer content rendering, and enhanced developer workflow across migrations, domain mappings, PDF handling, offline UX, and search. Focused on business value: reduced deployment risk, improved data accuracy, faster content discovery, and better offline capabilities.
June 2025
45 Commits • 16 Features
Jun 1, 2025June 2025 monthly summary for laws-africa/peachjam: - Delivered stability fixes, data quality improvements, and offline/search enhancements that drive reliability, user experience, and business value. - Key features and fixes included robust fake document handling with IDs, FRBR URI-based deduplication for expressions, tests scaffolding, enhanced search/indexing (strip remarks from HTML; improved results), and offline support with service workers and periodic update checks. - UI refinements and configuration cleanup reduced maintenance risk. Reverted a prior force reindex/embeddings change after validation.
45 Commits • 16 Features
Jun 1, 2025June 2025 monthly summary for laws-africa/peachjam: - Delivered stability fixes, data quality improvements, and offline/search enhancements that drive reliability, user experience, and business value. - Key features and fixes included robust fake document handling with IDs, FRBR URI-based deduplication for expressions, tests scaffolding, enhanced search/indexing (strip remarks from HTML; improved results), and offline support with service workers and periodic update checks. - UI refinements and configuration cleanup reduced maintenance risk. Reverted a prior force reindex/embeddings change after validation.
June 2025
May 2025
121 Commits • 45 Features
May 1, 2025May 2025 delivered a strong My LII and PeachJam upgrade across user experience, performance, and data integrity. The work focused on enabling deeper user engagement with My LII through core/homepage integration, a searchable alerts and following system, and a consistent UI, while refactoring for maintainability and performance. Business value was realized through faster access to saved documents, better discovery of relevant content, and more scalable architecture.
May 2025
121 Commits • 45 Features
May 1, 2025May 2025 delivered a strong My LII and PeachJam upgrade across user experience, performance, and data integrity. The work focused on enabling deeper user engagement with My LII through core/homepage integration, a searchable alerts and following system, and a consistent UI, while refactoring for maintainability and performance. Business value was realized through faster access to saved documents, better discovery of relevant content, and more scalable architecture.
April 2025
79 Commits • 30 Features
Apr 1, 2025April 2025 performance summary for laws-africa/peachjam: Delivered data ingestion reliability improvements, deployment flexibility, analytics/privacy enhancements, and user-focused features. The month focused on stability, governance, and business value while laying groundwork for scalable analytics and trusted user communications.
79 Commits • 30 Features
Apr 1, 2025April 2025 performance summary for laws-africa/peachjam: Delivered data ingestion reliability improvements, deployment flexibility, analytics/privacy enhancements, and user-focused features. The month focused on stability, governance, and business value while laying groundwork for scalable analytics and trusted user communications.
April 2025
March 2025
121 Commits • 62 Features
Mar 1, 2025March 2025 monthly highlights for laws-africa/peachjam. Key features delivered include KNN and Embeddings Improvements (production embeddings, model alignment, and performance optimizations); Infrastructure, Dependencies, and Dev Tools upgrades (Elasticsearch dependencies, AWS region defaults, local install simplifications, and pre-commit workflow adjustments); Document UI Enhancements (taxonomy display in document popups and toolbar UX improvements); Content Processing and Integrity (merging content chunks into pages with highlights and fixes for missing content); Batch Embeddings Support and Development Environment Setup (batch processing and test environment setup). Major bugs fixed: Elasticsearch client protocol handling, guard against missing inner_hits, trace loop avoidance, test stability. Overall impact: sharper search relevance, faster embeddings processing, robust migrations and testing, and improved developer experience. Technologies/skills demonstrated: Elasticsearch, KNN and embeddings, pgvector, Docker, PostgreSQL 17, AWS, Puppeteer, dev tooling and test automation.
March 2025
121 Commits • 62 Features
Mar 1, 2025March 2025 monthly highlights for laws-africa/peachjam. Key features delivered include KNN and Embeddings Improvements (production embeddings, model alignment, and performance optimizations); Infrastructure, Dependencies, and Dev Tools upgrades (Elasticsearch dependencies, AWS region defaults, local install simplifications, and pre-commit workflow adjustments); Document UI Enhancements (taxonomy display in document popups and toolbar UX improvements); Content Processing and Integrity (merging content chunks into pages with highlights and fixes for missing content); Batch Embeddings Support and Development Environment Setup (batch processing and test environment setup). Major bugs fixed: Elasticsearch client protocol handling, guard against missing inner_hits, trace loop avoidance, test stability. Overall impact: sharper search relevance, faster embeddings processing, robust migrations and testing, and improved developer experience. Technologies/skills demonstrated: Elasticsearch, KNN and embeddings, pgvector, Docker, PostgreSQL 17, AWS, Puppeteer, dev tooling and test automation.
February 2025
103 Commits • 23 Features
Feb 1, 2025February 2025 (Month: 2025-02): Delivered UX and data-model enhancements for peachjam, strengthening saving workflows, collaboration, search, and localization. Focus areas included UI/UX refinements, multi-author support, robust data ingestion, ES-backed search, and broader internationalization.
103 Commits • 23 Features
Feb 1, 2025February 2025 (Month: 2025-02): Delivered UX and data-model enhancements for peachjam, strengthening saving workflows, collaboration, search, and localization. Focus areas included UI/UX refinements, multi-author support, robust data ingestion, ES-backed search, and broader internationalization.
February 2025
January 2025
29 Commits • 16 Features
Jan 1, 2025Month: 2025-01 — Concise monthly summary focusing on key accomplishments, major fixes, and impact for laws-africa/peachjam.
January 2025
29 Commits • 16 Features
Jan 1, 2025Month: 2025-01 — Concise monthly summary focusing on key accomplishments, major fixes, and impact for laws-africa/peachjam.
December 2024
6 Commits • 3 Features
Dec 1, 2024December 2024 monthly summary for laws-africa/peachjam focusing on business value, UI polish, data governance, and reliability. Delivered a month-based navigation overhaul for improved usability and faster access to monthly datasets, enhanced registry presentation with a three-column chunking layout for clearer data visibility, and introduced created_at timestamps on core data models to enable analytics and lifecycle management. Implemented robust error handling for invalid citation parameters to increase system stability and user trust.
6 Commits • 3 Features
Dec 1, 2024December 2024 monthly summary for laws-africa/peachjam focusing on business value, UI polish, data governance, and reliability. Delivered a month-based navigation overhaul for improved usability and faster access to monthly datasets, enhanced registry presentation with a three-column chunking layout for clearer data visibility, and introduced created_at timestamps on core data models to enable analytics and lifecycle management. Implemented robust error handling for invalid citation parameters to increase system stability and user trust.
December 2024
November 2024
86 Commits • 36 Features
Nov 1, 2024November 2024 monthly summary for laws-africa/peachjam: Delivered major search UX improvements, admin and taxonomy enhancements, core Bills functionality, improved document handling, and expanded test coverage. Fixed critical admin/access issues to stabilize the platform; performance optimizations applied to search and data access, with refactoring and translations updates.
November 2024
86 Commits • 36 Features
Nov 1, 2024November 2024 monthly summary for laws-africa/peachjam: Delivered major search UX improvements, admin and taxonomy enhancements, core Bills functionality, improved document handling, and expanded test coverage. Fixed critical admin/access issues to stabilize the platform; performance optimizations applied to search and data access, with refactoring and translations updates.
Activity
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Quality Metrics
Correctness89.2%
Maintainability88.4%
Architecture85.6%
Performance85.2%
AI Usage22.2%
Skills & Technologies
Programming Languages
BashCSSDjangoDjango TemplateDjango Template LanguageDockerfileHTMLJSONJavaScriptJinja
Technical Skills
AIAI IntegrationAI integrationAJAXAPI DesignAPI DevelopmentAPI IntegrationAPI developmentAPI integrationASGIAWS BedrockAWS ConfigurationAWS S3Access ControlAdmin Interface Customization
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