
Over five months, contributed to SocialGouv/srdt by building features that strengthened legal prompt systems and documentation. Established a documentation foundation in Markdown to streamline onboarding and future updates. Developed and iterated on prompt engineering for legal assistants, enforcing strict reliance on external knowledge bases and enhancing compliance with legal standards. Implemented inline citation structures and improved handling of collective agreement data, ensuring contextual accuracy and regulatory alignment. Leveraged TypeScript, Node.js, and frontend development skills to deliver robust, maintainable code. The work emphasized data governance, collaborative development, and traceable version control, resulting in more reliable and auditable legal tech solutions.
April 2026 (SocialGouv/srdt) monthly summary focusing on business value and technical achievements. Key feature: enhanced handling of collective agreements (CC) in prompt generation, with stricter rules on CC data usage and inclusion of CC name and IDCC in prompts, improving compliance and contextual relevance. No other major features or bugs were reported for this repository this month. Overall impact includes improved compliance posture, better prompt quality, and strengthened alignment between model prompts and CC metadata. Technologies demonstrated include prompt engineering, data governance practices, and collaborative code contribution.
April 2026 (SocialGouv/srdt) monthly summary focusing on business value and technical achievements. Key feature: enhanced handling of collective agreements (CC) in prompt generation, with stricter rules on CC data usage and inclusion of CC name and IDCC in prompts, improving compliance and contextual relevance. No other major features or bugs were reported for this repository this month. Overall impact includes improved compliance posture, better prompt quality, and strengthened alignment between model prompts and CC metadata. Technologies demonstrated include prompt engineering, data governance practices, and collaborative code contribution.
Concise monthly summary for 2026-03 focusing on key accomplishments, features delivered, bugs fixed, impact, and skills demonstrated. Business value emphasized with a clear trace to delivered work and repository SocialGouv/srdt.
Concise monthly summary for 2026-03 focusing on key accomplishments, features delivered, bugs fixed, impact, and skills demonstrated. Business value emphasized with a clear trace to delivered work and repository SocialGouv/srdt.
Month 2026-01: Focused delivery of a knowledge-base–driven legal assistant prompt for SocialGouv/srdt, with strict adherence to external KB sources, tightened citation rules, and prohibition of non-sourced URLs. Implemented prompt v2.0, increased tests around KB-only usage, and completed critical fixes to reduce hallucinations and improve compliance with legal standards. Lay groundwork for extended experimentation while enabling safer, more reliable legal guidance.
Month 2026-01: Focused delivery of a knowledge-base–driven legal assistant prompt for SocialGouv/srdt, with strict adherence to external KB sources, tightened citation rules, and prohibition of non-sourced URLs. Implemented prompt v2.0, increased tests around KB-only usage, and completed critical fixes to reduce hallucinations and improve compliance with legal standards. Lay groundwork for extended experimentation while enabling safer, more reliable legal guidance.
2025-12 monthly summary for SocialGouv/srdt. Key feature delivered: External Knowledge Compliance for Prompt System, which enforces that LLM responses are based solely on provided external knowledge documents by restricting the use of internal knowledge. Implemented via a prompt-system update tied to PR/commit referenced below. Impact includes reduced risk of internal knowledge leakage, improved compliance posture, and stronger governance of LLM outputs.
2025-12 monthly summary for SocialGouv/srdt. Key feature delivered: External Knowledge Compliance for Prompt System, which enforces that LLM responses are based solely on provided external knowledge documents by restricting the use of internal knowledge. Implemented via a prompt-system update tied to PR/commit referenced below. Impact includes reduced risk of internal knowledge leakage, improved compliance posture, and stronger governance of LLM outputs.
November 2024 — SocialGouv/srdt: Laid the documentation foundation with an initial README.md, establishing project discoverability and onboarding scaffolding. This early work enables faster contributor onboarding and clearer future documentation (usage, setup, and API references). No major bugs fixed this month in this repo, but the documentation commit sets a baseline for quality and maintainability.
November 2024 — SocialGouv/srdt: Laid the documentation foundation with an initial README.md, establishing project discoverability and onboarding scaffolding. This early work enables faster contributor onboarding and clearer future documentation (usage, setup, and API references). No major bugs fixed this month in this repo, but the documentation commit sets a baseline for quality and maintainability.

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