Hi, I'm Christophe!

I'm currently working as a freelancer / fractional worker, specializing in Cybersecurity and AI.

During my career, I have held various positions:

  • Unix sysadmin
  • Cybersecurity engineer
  • Network engineer
  • Pentester
  • Business continuity consultant
  • Solopreneur in the wellness industry
  • Software engineer

Also, I have lived off the grid (with fiber 🚀) for over 15 years.

About

I've been passionate about AI since college, my research project focused on multi-agent systems.

NLP (Natural Language Processing) in particular is a topic that has always fascinated me.

During spring-summer 2023, I created a creative writing tool using generative AI, based on multi-agents.

Then I worked on the MVP of a specialized assistant, in a professional setting, using RAG (Retrieval Augmented Generation) and fine tuning (QLoRA).

I created this site at the end of 2023 because my co-workers were interested in learning more about LLM (Large Language Model), and didn't know how to start.

I started writing an organized course, but the field of AI evolved so fast, the direction I had taken didn't make much sense after a few months.

So I restarted this site a year later, keeping the content that still makes sense, and leaving aside the idea of doing an organized course.

I decided to use this site as a personal website, the old-fashioned way, where I share technical knowledge, and depending on my mood, my thoughts on the tech world.

Experience & Skills

Relevant Experience (detailed - recent years)

2024 - Present Software Engineer @ Freelance for P1 Security

Backend engineer on a telecom network intrusion detection system (IDS), to reduce false positives, improve detection accuracy, and fix critical bugs.

PythonDjangopytestLuaCRedisElasticSearchVirtualBoxJenkinsSIGTRANDiameterGTP

Built a high-throughput anti-smishing API designed to handle large-scale URL screening with minimal latency.

RustActixPostgreSQLSQLRedisKubernetesPrometheusGrafanaGoogle WebRisk API

Worked on a pentest report generation tool, enabling structured report authoring with automated PDF document output.

PythonQuartSQLiteSQLodfpyDocker

2022 - 2024 Software / AI Engineer @ P1 Security

Backend engineer on a telecom security assessment platform, with additional frontend contributions.

PythonpytestRuby on RailsCapybaraAngularMariaDBSQLDockerJenkinsAnsibleSIGTRANDiameterGTP

Led end-to-end development of a domain-specific telecom chatbot, leveraging Mistral (open-source LLM) with Retrieval-Augmented Generation and QLoRA fine-tuning for context-aware, domain-accurate responses.

PythonFlaskJavaScriptMongoDBQdrantMistralTransformersNLTKS-BERTQLoRADocker

2023 - Present Software / AI Engineer @ Indie Hacking project

Designed and built an LLM-powered creative writing tool. Features a chatbot assistant for world-building and plot development, a structured world-bible database for automatic prompt generation, and a paragraph-level instruction system that turns the writing process into an interactive, branching narrative experience, with full manual override at any point.

GolangGinTypeScriptSvelteMariaDBSQLMongoDBQdrantDockerOpenAI API

Earlier Experience (condensed)

2009 - 2022 Wellness Blogger @ Self-employed

Online courses, content creation, SEO, and digital marketing. Built and managed a wellness blog with custom theme and plugin development.

WordPressPHPMySQLSQLSEOContent MarketingCopywritingA/B Testing

2008 - 2009 Cybersecurity Consultant @ Adenium

Penetration testing and business continuity planning. Built a security reporting web application.

PHPMySQLSQLApacheWindowsBacktrack Linux (Kali)MetasploitBusiness Continuity Planning

2004 - 2007 Network Engineer @ Logica (mission for SFR)

Network administration and monitoring. Built an intranet portal for asset management and centralized backup.

PHPMySQLSQLApacheSolarisNagiosCisco routersNortel switchesAlcatel switches

2001 - 2003 Security Engineer @ Exodus Communications - GlidePath

Firewall and IDS management. Built a customer extranet for viewing security policies and logs.

PHPMySQLSQLApacheLinuxCisco PIXCheck Point FW1Nokia IPSONetScreenFortinetSnortRealSecure/ISSNessusQualys

1998 - 2001 Unix Engineer @ Steria (various missions)

System administration, scripting, and monitoring.

AIXSolarisHPUXTru64LinuxShell scriptingBMC Patrol

Education

1996 - 1997 Master's Degree in Computer Science @ Blaise Pascal University

Research project at INRA (French National Institute of Agricultural Research): simulated sheep grazing behavior using multi-agent systems to assess its impact on biodiversity. Deepened expertise in agent-based modeling of complex, dynamic interactions.

Multi-Agent SystemsDiscrete-event simulationC++Research writing

Contact

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