Bessouat40

Data Scientist

https://www.opentalent.in/bessouat40

Software Engineer

FranceMember since June 21, 2026

Key Strengths

Strong foundational knowledge in Python for AI/ML development, evidenced by multiple projects.
Experience with Retrieval-Augmented Generation (RAG) frameworks and LLM orchestration.
Demonstrated ability to work with various AI/ML related tools and concepts (e.g., anomaly detection, medical image analysis).
Familiarity with containerization (Docker) and database integration (PostgreSQL, SQLAlchemy).

Cultural & Operational Fit

Cultural Fit Analysis

The candidate's projects show a strong inclination towards personal, experimental AI/ML development, which could indicate a proactive and self-driven individual. However, the projects are predominantly personal and lack explicit team collaboration or large-scale system integration, which might be a gap for roles requiring extensive teamwork or enterprise-level contributions. The focus on RAG and LLM agents aligns well with modern AI trends.

Soft Skills & Operational Fit

Insufficient data to assess soft skills and operational fit. The psychometric test score is 0, indicating no assessment was completed.

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Evaluating your skill match against the job requirements…

Assessing your cultural and operational fit

Projects

dumbo-rs

April 2, 2026 – Present

A simple tool to ingest code files into a single text file for LLM context.

View Project

TreeThinkerAgent

October 16, 2025 – Present

TreeThinkerAgent is a lightweight orchestration layer that turns any LLM into an autonomous multi-step reasoning agent. It supports multi-step planning, tool execution, and final synthesis while exposing the entire reasoning process as a tree you can explore.

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coding-assistant

April 16, 2025 – April 16, 2025

AI Coding Assistant powered by MCP server : it reads your code locally to provide truly context-aware help, explanations, and suggestions directly related to your files. Code smarter, locally or using external API..

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rag-scientific-papers

February 9, 2025 – March 9, 2025

Automated pipeline that daily fetches, stores, and indexes arXiv research papers in MinIO.

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RAGLight

December 12, 2024 – Present

RAGLight is a modular framework for Retrieval-Augmented Generation (RAG). It makes it easy to plug in different LLMs, embeddings, and vector stores, and now includes seamless MCP integration to connect external tools and data sources.

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exe-generation-tutorial

March 16, 2024 – March 16, 2024

Tutorial for exe generation

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macos-performance-analysis-widget

December 24, 2023 – December 26, 2023

A macos widget for performance analyze.

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python-ai-explainability

December 9, 2023 – January 5, 2024

A python project to find anomaly in an Xray image.

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docker-postgres-sqlalchemy

January 15, 2023 – January 26, 2024

Postgresql database connect to sqlalchemy.

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nginx-reactjs-fastapi-pneumonia-detection

November 22, 2022 – January 8, 2024

Pneumonia Detection Software with Database

View Project

Key Strengths

Strong foundational knowledge in Python for AI/ML development, evidenced by multiple projects.
Experience with Retrieval-Augmented Generation (RAG) frameworks and LLM orchestration.
Demonstrated ability to work with various AI/ML related tools and concepts (e.g., anomaly detection, medical image analysis).
Familiarity with containerization (Docker) and database integration (PostgreSQL, SQLAlchemy).

Cultural & Operational Fit

Cultural Fit Analysis

Soft Skills & Operational Fit

Insufficient data to assess soft skills and operational fit. The psychometric test score is 0, indicating no assessment was completed.

Bessouat40

Key Strengths

Cultural & Operational Fit

Top Skills

Skills

Projects

Key Strengths

Cultural & Operational Fit