May 2026: Delivered four key items across srdt, cdtn-admin, and code-du-travail-numerique, delivering business value through better user experience and system tuning. Significant achievements include: (1) Enhanced Assistant Response Policy for Simple Questions enabling safe but more helpful answers; (2) Configurable Language Model Selection with kube config map and default model family; (3) Enhanced Employment and Labor Law Entity Suggestions for higher relevance; (4) Search Scoring Tuning to improve relevance by modulating tool boosts. Major fixes included prompt safeguards adjustments, kube-config-based model swapping, labor-law suggestions updates, and search boost tuning. Impact: increased answerability, deployment flexibility, suggestion accuracy, and search precision, enabling faster iterations and improved user satisfaction. Technologies demonstrated: language model orchestration, environment/config management, search ranking, cross-repo collaboration.

April 2026 monthly summary across SocialGouv/cdtn-admin, SocialGouv/code-du-travail-numerique, and SocialGouv/srdt. Focused on delivering business-value enhancements in search relevance, data processing, and performance. Highlights include: improved search with synonyms and Elasticsearch mappings; HTML-to-text data extraction utility; SIRET support and IDCC pattern fixes; theme presearch exact-match bug fix; and an upgrade of the language model backend to ChatGPT with HTML contributions processing and API enhancements. Technologies and skills demonstrated include Elasticsearch tuning, data ingestion and text extraction, LLM integration and orchestration, API design, and cross-repo collaboration.

March 2026: Focused on strengthening legal article support in SocialGouv/srdt with API enhancements and a critical URL recreation fix, delivering improved data integrity and developer experience.

February 2026 monthly summary for SocialGouv repos (srdt, cdtn-admin, code-du-travail-numerique). Focused on delivering data-quality features, scalable deployment tooling, and improved search relevance. Highlights include a URL Validation and Cleaning System (srdt) with Elasticsearch-backed validation to improve data integrity and user experience; CI/CD automation and deployment configuration for the export functionality (cdtn-admin); and enhanced search capabilities (code-du-travail-numerique) with refined query handling and presearch support. Key bugs fixed include API URL parsing/filtering and removal of false cross-reference mentions in responses. Overall impact: higher data quality, faster and more reliable deployments, and more relevant search results, delivering measurable business value and stronger engineering practices across the stack.

January 2026 monthly summary for SocialGouv/code-du-travail-numerique. Key deliverable: Unified Search Result Data Across Interfaces. This feature unifies data retrieval so the presearch modal results align with the actual search results, providing a single source of truth and consistent user experience across search interfaces. Commit 03ba96f9d935bee96d3f3d6721cb33aef7dae656 (feat(search): use same results for presearch modal and actual search (#7061)) with co-authors Rémi Melisson and maxgfr. Impact: improves UX reliability, reduces ambiguity, and facilitates future maintenance. No major bug fixes reported this month. Technologies demonstrated: search data unification, cross-interface consistency, collaborative development, and disciplined version control.

December 2025 monthly summary for SocialGouv development teams. Delivered cross-repo improvements across cdtn-admin, code-du-travail-numerique, and srdt, focusing on data accuracy, search performance, and scalable architecture. Key outcomes include enhancing the Employment Law entity recognition dataset, introducing a dynamic search pathway with expanded presearch capabilities, applying presearch token exclusion to reduce noise, and migrating to Elasticsearch for robust data handling and improved data integrity. These efforts resulted in faster, more accurate search experiences for users and strengthened data pipelines for long-term maintainability.

Summary for 2025-09 for SocialGouv/srdt: Key feature delivery, performance improvements, and improved retrieval capabilities. No major bugs fixed this month; system stability maintained. The work delivered substantial business value through enhanced search relevance and streamlined content retrieval by ID, setting the stage for further ranking and prompt improvements.

Month: 2025-07 — Focused on strengthening data privacy workflows and expanding data ingestion capabilities for SocialGouv/srdt. Key features delivered include an NER-based anonymization workflow using a French spaCy model to replace personal information with standardized tags (replacing previous LLM-based anonymization) and a JSON parsing path for Code du Travail data to ingest and analyze code du travail. These changes enhance privacy, data quality, and analytics capabilities, with robustness improvements in the ingestion pipeline.

June 2025 performance snapshot for SocialGouv/srdt: Delivered IDCC Integration and Search/Reranking, enabling IDCC data source, pyarrow-based data handling, and dedicated API endpoints for searches and reranking. Implemented environment-based feature toggles to control rollout across development, pre-production, and production, along with model/config adjustments to improve ranking relevance. This work enhances discoverability of collective agreements and delivers more relevant results while maintaining safe, incremental rollout.