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Loïc VinetLV

Loïc Vinet

AI & DevOps Architect | Agents, Pipelines, k8s

€650/day
Bessancourt, FR
15+ years

Average response time: 1 hour

Freelancer profile translated to English.
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About Loïc

I design digital platforms as sustainable and scalable systems, intended for industrialization, automation, and transformation support. My approach is future-oriented: using AI and automation as levers for efficiency and productivity, while maintaining human oversight and coordination.

I focus on structuring cross-functional automated pipelines — development, CI/CD, infrastructure, operations, support, and marketing — to streamline processes, reduce operational load, and accelerate platform evolution. AI is integrated in a controlled manner, serving reliability and performance, with humans remaining at the center of decisions and steering.

For over ten years, I have been assisting local authorities, institutions, media groups, and companies in designing and industrializing proven SaaS solutions in business contexts. My approach is primarily functional and strategic: structuring the core business, securing data flows, clarifying responsibilities, and avoiding architectures that hinder evolution.

The foundations I design are API-first, modular, and interoperable, independent of interfaces, and capable of powering multiple ecosystems. User management, access, payments, organizations, rights, and data form a coherent core, designed to last.

On the technical level, I rely on solid expertise in Drupal (versions 7 to 11) and service-oriented architectures, with mastery of complex environments: demanding SEO and accessibility, integration of third-party services (payment, marketing, SSO), and modern deployments (Docker, Kubernetes, cloud).

I position myself as an architect and strategic partner, ensuring sound and lasting structural choices.

My commitment: to build robust, scalable, and controlled SaaS solutions where automation and AI enhance efficiency without ever replacing human responsibility.
  • French

    Native or bilingual

Can work on-site
Bessancourt (up to 50km), Paris (up to 30km)

Experience

  • Pantagram
    Effective Digital Project Scoping
    March 2026 - March 2026
    I am committed to structuring your digital projects to ensure their success. A detailed specifications document is not always enough. Often, a clear vision and a well-defined strategy are missing. I help you clarify your product vision, precisely target your audience, and define a differentiating value proposition. Scoping is a strategic lever, not a mere administrative formality.

    I work with you to identify key user journeys, anticipate friction points, and define a suitable business model. My approach involves establishing clear priorities, securing your budget, and aligning technical decisions with a long-term vision. This helps avoid functional creep and create a simple, relevant product that encourages adoption.

    Contact me to give your project the structure it needs to succeed. Together, we will lay the solid foundations for a robust and scalable platform.
    digital project scoping discovery phase Product Scoping Amazon Marketplace Software as a Service (SaaS)
  • Pantagram
    AI Deployment: Strategy and Structure
    March 2026 - March 2026
    I work to transform AI into a sustainable capability for businesses, going beyond mere experimentation. Modern AI projects require thoughtful architecture, whether through OpenWebUI to unify model access or by choosing between SaaS, open-source, or hybrid solutions. OpenWebUI centralizes access and separates the user interface from the AI engine, facilitating model changes without complete redesign. I ensure the chosen strategy aligns with your cloud strategy and sovereignty requirements.

    My role goes beyond simply deploying models. With vLLM, we implement private LLMs by optimizing infrastructure to avoid cost explosions. The choice of an open-source model like GPT-OSS must be guided by a thorough understanding of the implications in terms of responsibility and infrastructure cost. I assist clients in defining priority use cases, deploying private LLMs, and setting up hybrid and sovereign architectures. Rigorous data governance is essential to prevent AI projects from becoming a risk.

    If you are ready to integrate AI as a strategic component rather than just a tool, I am here to support you in this transformation. I help you build an AI architecture that is coherent with your strategy and constraints, to truly integrate AI at the heart of your organization.
    LLMs openwebui vllm gpt-oss Marketing
  • Pantagram
    Transform Your Web Production
    March 2026 - March 2026
    At Pantagram, I leverage AI orchestration to enhance your projects, multiplying efficiency without replacing humans. By coordinating specialized AI agents, every aspect of your production pipeline is optimized. Imagine an agent that generates your component architecture in no time, another that writes your unit tests before the code is even written, or an agent that checks GDPR compliance and WCAG accessibility. These agent chains are not science fiction but a reality I operate daily.

    The real added value lies in the quality and consistency of the code produced. AI knows your codebase, your naming conventions, and your architectural choices, allowing it to generate code that adheres to your standards. By integrating these agents into your CI/CD pipeline, performance regressions are detected, security issues identified, and documentation updated automatically, reducing code review back-and-forth and catching bugs much earlier.

    Opting for a hybrid approach means combining the best of human and machine. I am committed to offering you shorter development cycles, consistent code quality, and optimized costs. Would you like to explore how AI orchestration can transform your project? Let's talk.
    ai-orchestration AI Agents Task Automation Productivity Web development

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Education

  • BTS Management Information Systems
    Montmorency JJ Rousseau
    2006
    Formation initiale complétée par plus de 15 ans d’expérience terrain en développement web, architecture applicative, gestion de projet et accompagnement client. Apprentissage continu par la pratique, l’évolution technologique et la conduite de projets complexes.

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