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Yohan GoncalvesYG

Yohan Goncalves

AI Developer | Python FastAPI LLM RAG MCP Agents

€750/day
Paris, FR
8-15 years

Average response time: 1 hour

Freelancer profile translated to English.
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About Yohan

Looking for a generative AI developer?

From POC to production, generative AI projects rarely fail at the start... but often at the end.

A Python, FastAPI, LangChain, LangGraph, RAG, Agents, and MCP expert with a strong DevOps background.

I will support you in your generative AI adventure, regardless of your maturity level, with best practices for industrialization: testing, monitoring, scalability, and security.

✨ What I bring:
- Architecture and development of tailor-made LLM applications
- Application of my DevOps experience to your generative AI projects
- Reliable and scalable deployment (Docker, K8s, Cloud)
- Real-time monitoring: costs, latency, response quality
- Automated testing of your AI Agents and quality assurance
- Product approach: feature flags, A/B testing, rapid iterations
- Clean, documented, and maintainable code for your teams
- Solid experience in designing and deploying AI solutions in large groups and startups

📊 Concrete results:
→ A POC for 40 users industrialized: +1000 users/day today
→ Processing of funding applications: from 15 min to 3 min (-80%)
→ Operational solutions for over 3 years in production

💬 Have a project in mind?

Let's talk! I am available to discuss your needs:

📱
💼 Malt Message
💶 Approved CII (Innovation Tax Credit) provider.
📅 Or book 30 min directly:
  • English

    Fluent

  • French

    Native or bilingual

Remote only
Primarily works remotely

Experience

  • BPIFRANCE
    Technical Lead
    January 2023 - Today (3 years and 5 months)
    As Tech Lead at Bpifrance, the French public investment bank, dedicated to supporting companies by providing financing, guidance, and investment solutions to foster innovation and growth.

    Our team was organized with 6 people: 4 developers, 1 Product Owner, and 1 Scrum master.

    Within this team, I designed and deployed a conversational AI platform. This platform, centered around an intelligent chatbot, offers centralized access to a variety of language models through a dedicated proxy. By using RAG and function calling techniques, the chatbot can draw from a vast internal and external knowledge base to provide precise and contextual answers to employees.

    Chatbot ~1000 daily users
    Proxy ~30 consuming teams

    My responsibilities:

    - Building the project architecture
    - Developing the chatbot (Chainlit, Python)
    - Developing the RAG API (FastAPI, Python)
    - Developing the agents (LangChain, LangGraph, FastAPI)
    - Developing CI/CD pipelines (Jenkinsfile, Jenkins, GitLab)
    - Unit testing (Pytest, RAGAS)
    - Ensuring technical quality of deliverables (Pair review, SonarQube)
    - Production deployment (Helm, Kubernetes)
    - Implementing observability (Datadog)

    Technical context: Python, FastAPI, PostgreSQL, Kafka, Langfuse, Langchain, LangGraph, RAG, PyTest, RAGAS, Jenkins, Gitlab, AWS, Azure, Kubernetes, Helm, Flux, Datadog
    Python (Programming Language) FastAPI LangGraph RAG Kubernetes
  • BPIFRANCE
    DevOps Engineer
    November 2021 - January 2023 (1 year and 2 months)
    Maisons-Alfort, France
    As a DevOps Engineer, I worked at Bpifrance, the French public investment bank, dedicated to supporting companies by providing financing, guidance, and investment solutions to foster innovation and growth.

    My role was within a team of 8 people, consisting of 6 DevOps engineers, 1 Product Owner, and 1 Scrum Master.

    In this context, I contributed to the design and deployment of DevOps solutions, with a particular focus on improving development and continuous integration practices. One of my major achievements was the design and development of an application for measuring DORA (DevOps Research and Assessment) metrics, aimed at tracking the adoption of DevOps principles within different project teams.

    My responsibilities included:

    - Assisting teams in adopting and implementing DevOps practices
    - Optimizing the Git workflow (Git, GitLab)
    - Designing and implementing CI/CD pipelines, accelerating the delivery cycle and enhancing code quality (Jenkinsfile, Jenkins, GitLab, SonarQube)
    - Developing an application to measure DORA metrics to monitor DevOps adoption (Java, AWS Lambda, MongoDB)
    - Unit testing (JUnit)
    - Production deployment (Helm, Kubernetes)
    - Implementing observability (Datadog)

    Technical context: Java, PostgreSQL, MongoDB, AWS, Kafka, Kubernetes, Helm, Flux, Jenkins, GitLab, Terraform, Atlantis
    Cloud AWS Kubernetes FluxCD Jenkins/Sonar Terraform Cloud
  • Mind7 Consulting
    Tech Lead
    June 2020 - October 2021 (1 year and 4 months)
    Paris, France
    As Tech Lead at Mind7 Consulting for Colissimo, within a team of 8 people including 1 Scrum Master.

    My primary role was the design and development of Scala applications, particularly for consuming and producing Kafka messages, related to parcel delivery. I was also responsible for developing unit and integration tests to ensure the robustness and reliability of the applications.

    My responsibilities:

    - Development of Scala applications consuming/producing Kafka messages for parcel delivery
    - Data integration via Spark, Scala, mainly with MySQL, PostgreSQL, and Cassandra
    - Processing of parcel delivery events, with database integration via Kafka and Spark (60M events)
    - Unit testing
    - Implementation of observability
    - Application deployment via Jenkins in production

    Technical context: Scala, Kafka, Spark, MySQL, PostgreSQL, Cassandra, Jenkins, Kubernetes, ElasticSearch, Prometheus, Grafana
    Scala Apache Kafka Apache Spark Apache Cassandra Kubernetes

Recommendations

Matthieu VagnonMV
Luc EbertLE
Lilian AlvarezLA
Matthieu Vagnon and 2 other people have recommended Yohan

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Education

  • BEP Electronics
    Lycée de la mare carrée, Moissy-cramayel
    2006
  • BAC STI Electronics
    Lycée La Fayette, Champagne-sur-seine (1st year) + Lycée Edmond Michelet, Arpajon (Last year)
    2010

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