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Eduardo García TimermansEG

Eduardo García Timermans

Senior AI Engineer | Production RAG & Document AI

€450/day
Santa Cruz de Tenerife, ES
3-7 years

Average response time: 1 hour

About Eduardo

AI Engineer building production RAG and document processing
systems for regulated domains.

Current freelance clients:
- US tax/compliance: RAG system over 50+ IRS documents,
100% local Docker deployment, zero cloud (Ollama + Qdrant
+ FastAPI). Reduced manual review 70-85%.
- Spanish legal: automated regulatory form processing via
n8n + LLM extraction, reducing manual work 75-90%.

Open-source portfolio: fastapi-rag-lab (search GitHub:
egtimer/fastapi-rag-lab). Hybrid retrieval benchmarked
Recall@5 0.98 across 9 configurations, RAGAS evaluation
pipeline, 79 integration tests, 6 ADRs.

Tech Lead at Icod Systems: document classification pipeline,
LLM fine-tuning (LoRA/QLoRA, +25-40% accuracy), MLOps on
AWS/GCP.

Stack: Python, FastAPI, Qdrant, Ollama, Docker, n8n,
OpenAI/Claude API, Hugging Face.

Available remotely from Spain. English and Spanish.
  • Spanish

    Native or bilingual

  • English

    Fluent

  • Turkish

    Conversational

Remote only
Primarily works remotely

Experience

  • Icod Systems
    TECH LEADER IN ARTIFICIAL INTELLIGENCE
    May 2025 - Today (1 year and 2 months)
    - Lead a development team specialized in Artificial Intelligence and Machine Learning, driving the creation of innovative solutions for various industries and clients.
    - Design and implement software solutions based on machine learning models.
    - Oversee the full development lifecycle: analysis, design, implementation, testing, and deployment of AI-based products.
    - Develop web and mobile applications that integrate AI components and real-time data analysis.
    - Collaborate closely with cross-functional teams to ensure technical quality, scalability, and project performance.
    Machine learning AI Automation AI Chatbot Python artificial intelligence
  • Nartex Software, S.L.
    FULL STACK DEVELOPER
    March 2023 - May 2025 (2 years and 2 months)
    - Develop modern web applications focused on performance, scalability, and user experience.
    - Implement secure authentication and authorization systems.
    - Work with technologies such as React, TypeScript, JavaScript, Java, Python, and GoLand.
    - Design and integrate APIs for communication between services and front-end.
    - Collaborate across all stages of the software development lifecycle: analysis, development, testing, and deployment.
    - Apply agile methodologies (Scrum/Kanban) for efficient project management.
    software architect Python RAG Java JavaScript

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Education

  • BACHELOR'S IN
    University of Hradec Králové
    BACHELOR'S IN

Certifications

  • OPENAI WITH AZURE
    European Training Center NALLAM
    2024
  • JAVA CERTIFICATE
    Core Networks SL
    2024

Skill set

Categories