
Rémi Prebot developed core features for the SocialGouv/srdt repository, focusing on legal tech and AI-driven compliance. He established the project’s documentation foundation in Markdown, enabling clearer onboarding and maintainability. Using TypeScript and prompt engineering, Rémi implemented an external knowledge compliance system that restricts LLM responses to provided documents, reducing internal knowledge leakage and supporting regulatory requirements. He further delivered a knowledge-base–driven legal assistant prompt, enforcing strict citation rules and prohibiting non-sourced URLs to minimize hallucinations. His work demonstrated depth in AI development, natural language processing, and legal compliance, resulting in safer, more reliable legal guidance and improved project governance.
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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