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Mohamed BenmansourMB

Mohamed Benmansour

Software Integration & DevOps Engineer

€590/day
Paris, FR
15+ years

Average response time: 1 hour

Freelancer profile translated to English.
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About Mohamed

I am a software integrator / DevOps engineer with over 15 years of experience in telecommunications, test automation, and continuous integration.

Throughout my career, I have supported companies like Bouygues Telecom, Sagemcom, and Cisco in setting up and optimizing their software environments, from development to validation.

=> Added value for your projects:
Reduced time to production through automation.
Improved software quality via robust DevOps processes.
Experience in complex environments (telecom, embedded, cloud).

Based in the Paris region, I work on-site and/or remotely.
  • French

    Native or bilingual

  • Arabic

    Native or bilingual

  • English

    Fluent

Can work on-site
Paris (up to 50km)

Experience

  • Bouygues Telecom
    TEAM LEAD - DEVOPS & Test Automation
    TELECOMMUNICATIONS
    January 2021 - Today (5 years and 7 months)
    Meudon, France
    Team Lead – DevOps & Test Automation
    Bouygues Telecom (Independent) — MDB Project (Box Wall / Bbox)

    Infrastructure & Test Automation:
    • Setup and maintenance of automated test infrastructure for Internet Boxes (Bbox) — real-time Linux environment on a segmented network.
    • VLAN configuration and management to isolate test environments.
    • Automated deployment of development environments using Ansible on team PCs.
    • Orchestration of test campaigns in Docker containers; automatic publication of results on the team's web portal.
    • Automation of tests in Python and Shell on Wi-Fi 802.11ax (IEEE) protocols; log analysis and creation of qualified tickets.

    AI Agent & Log Analysis — Innovation:
    • Design of a multi-level AI agent pipeline for automated analysis of test campaign logs (files ~100 MB).
    • Reading and analysis of log files and intelligent deduplication of errors for massive reduction of LLM tokens.
    • Multi-agent architecture: rapid triage (P0/P1/P2), in-depth analysis of critical errors, code review, detection of cross-campaign patterns.
    • Local LLM Backend: Ollama + Qwen2.5-Coder 32B (NVIDIA Quadro P4000 GPU) — total confidentiality, no data exposed to the internet.
    • Secure cloud fallback: Claude Sonnet (Anthropic API) as a managed alternative.
    • Whitelist of false positives (FP001–FP010), AST resolution of Python dependencies.

    Team Leadership:
    • Technical interface between the validation team and the development team; leadership of quality processes.

    Stack: Python · Selenium · Docker · Ansible · AWS · Raspberry Pi · MongoDB · GIT · Ollama · LLM API · Wireshark · ALM Quality Center · Confluence
    Python Shell Script Gitlab CI/CD Ansible Amazon Web Services
  • SAGEMCOM
    SOFTWARE INTEGRATION / DEVOPS MANAGER
    TELECOMMUNICATIONS
    January 2018 - December 2020 (3 years)
    Rueil-Malmaison, France
    Project: Middleware Integration Manager for the Wi-Fi repeater project for several Telecom operators (British Telecom/Bouygues…)

    Missions:
    - Integration of Wi-Fi functionalities: Datamodel verification, SSID, BSSID, Roaming and Band Steering Management.
    - Generation of official versions delivered to the validation team and then to the client.
    - Participation in defining new processes to improve the quality of deliverables in validation.
    - Continuous Integration: Docker + Jenkins Pipeline (Blue Ocean)/Groovy + Raspberry.
    - Deployment and server configuration with Ansible.
    - Automation of compilation and tests: Compilation in a Docker environment then testing the generated binary by executing Python tests (PyTest).
    - Automatic backup of artifacts on the Nexus server.
    - Automation of changelog retrieval committed in a specific version.
    - Code quality monitoring via klocwork.
    - Kernel and driver integration provided by Broadcom.
    - Configuration and startup of new boards with Sagemcom middleware.
    - Bug investigation.
    - Creation of associated documentation.
    - Testing and validation of functionalities.

    Technical Environment:
    - IEEE 802.11ax, Real-time Linux, OpenWRT project, Ansible, Docker, Broadcom Drivers, pytest,
    - Shell/bash Scripts, Python, Perl, Bugzilla, Confluence,
    - Gitlab, GIT, Nexus, Jenkins, klocwork, Wiki, Wireshark,
    - Ubuntu Linux, Windows.
    Docker Python Git CI/CD Pipelines Debian Linux
  • PRESTATION – CLIENT « BOUYGUES TELECOM »
    EMBEDDED SYSTEM INTEGRATION ENGINEER
    TELECOMMUNICATIONS
    September 2015 - December 2017 (2 years and 4 months)
    Meudon, France
    Project: Middleware Integration for various STBs

    Mission:
    • Integration of functionalities for Legacy, Sensation, and Miami STBs
    • Investigation and bug fixing
    • Ensuring the quality of the deliverable and delivery times, jointly with developers and engineering
    • Monitoring and overseeing continuous integration processes
    • Testing and validation of functionalities

    Technical Environment:
    • Real-time Linux, Intel and ST platforms, Nagra CAK, Verimatrix, Android
    • Shell/bash scripts, Python, Perl
    • Redmine, GIT, SVN, Jenkins, RTC (Rational Team Concert), Wiki, Wireshark
    • Ubuntu Linux, Win
    Python Programming Wireshark Set Top Box Shell Script Jenkins

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Education

  • University Technology Diploma in Systems and Network Administration
    Higher Institute of Computer Science of Tunis, Tunisia
    2005
  • National Engineering Diploma in Networks and Telecommunications
    Higher Institute of Computer Science of Tunis, Tunisia
    2008

Skill set

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