About Smail
French
Native or bilingual
Experience
- Nks info devAI Engineering | RAG Systems | MLOpsMay 2018 - Today (8 years and 1 month)Paris, FranceAI Engineer specialized in the design and industrialization of systems based on language models (LLM), with strong expertise in RAG (Retrieval-Augmented Generation) architectures.I work across the entire value chain: data ingestion, vectorization, retrieval, generation, API exposure, and production deployment (Docker, CI/CD, monitoring).My approach combines solid software engineering experience (10+ years) with applied AI skills, enabling the design of robust, scalable, and production-oriented systems.
- ANDRATech Lead / AI Engineering (RAG Systems & Data Pipelines)July 2020 - Today (5 years and 11 months)Technical lead for the integration and evolution of the Lascom PLM (Cigéo project). Design of documentary pipelines, management of critical business data, technical steering.Backend development & PLM data management• • Migration and transformation of Lascom PLM data V12 → Lime (schemas, flows, integrity)• • Development of C#/ASP.NET modules for documentary data management and traceability• • BIM Integration: structuring and leveraging the digital model as a data source• • SQL Server administration, complex queries, stored procedures• • Junior developer supervisionAI Environment: Python, LangChain, FAISS, Sentence Transformers, Mistral, FastAPI, Docker, Azure.NET Environment: C#, ASP.NET, jQuery, SQL Server, Windows Server 2019, Git
- NATIXIS ASSURANCESoftware Engineer – Data & Automation SystemsMarch 2018 - July 2020 (2 years and 4 months)Development and maintenance of end-to-end business tools (Finance, Investment, Steering, Medical Management) with a strong focus on data flows, reporting, and automation.Data pipelines & reporting• • Design and maintenance of a custom ETL for multi-source data integration from IT APIs (C# WPF, MVVM)• • Automated generation of Dutch QRTs (real estate investment regulatory reporting): SSIS pipeline, SSRS reports, SQL Server• • Automation of SI report distribution by email: multi-threading orchestration, EF 6.0, SQL Server• • Consolidation of heterogeneous financial data: VBA Access → C# WPF migration with asynchronous processing• • GDPR compliance on medical data: anonymization and purging via T-SQL proceduresBusiness applications & data management• • Redesign of a banking transaction control and reporting tool (VBA Access → C# WPF, EF 6.3, multi-threading)• • Redesign of the financial instrument management tool (life insurance contracts): C# WPF, MVVM, SQL Server• • Claims and loan application management system: VB.NET, SQL Server• • Cross-functional authentication/authorization library (LDAP, IoC, Repository Pattern)Environment: C#, WPF, MVVM, VB.NET, Entity Framework 6.3, SSIS, SSRS, SQL Server, .NET 4.6
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Education
- Master 2 StatisticsParis Est2003
- Master 2 Probability / Stochastic CalculusÉcole des ponts / Paris Est2002