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rudolfo-felix/README.md

Hi, I'm Rudolfo Félix 👋

Lead AI Engineer & Architect based in Cascais, Portugal.

I design and build reliable AI systems from agentic pipelines and RAG architectures to full-stack GenAI applications at the intersection of technology, governance, and ecological impact.


🔭 What I work on

  • Agentic AI & LLMOps — LangGraph orchestration, multi-agent systems, structured outputs, observability (LangFuse, MLFlow)
  • RAG pipelines — retrieval optimization, RAGAS evaluation, embeddings, vector databases, knowledge graphs (Neo4j)
  • Cloud & DevOps — AWS (CDK, ECS, Lambda, Bedrock, S3, SQS, DynamoDB, API Gateway, CloudWatch), Docker, CI/CD
  • Full-stack GenAI — Python backends, Svelte/React frontends, real-time and batch AI pipelines
  • Sustainable & ecological AI — decision-making systems for governance, ESG, and regenerative design

🧠 Tech Stack

  • Languages: Python (8+ yrs) TypeScript SQL (6 yrs) Node.js
  • GenAI & Agentic Systems (3+ yrs): LangGraph LangChain LlamaIndex Claude OpenAI
  • LLMOps & Tooling: RAGAS LangFuse Crawl4AI Pydantic
  • Data & Vector Stores (3+ yrs): Neo4j pgvector ChromaDB Supabase
  • Cloud (AWS) & DevOps (4-5 yrs): CDK ECS Lambda Bedrock DynamoDB Docker
  • Frontend Frameworks (6 yrs): Svelte React

📄 Research

First-author publication"Exploring a biocentric LLM-based assistant in environmental decision-making with more-than-human representation of the Tagus Estuary"
Discovery Sustainability, Springer Nature (2026) 1,716+ accesses


🌍 Selected work

  • Capgemini x Volkswagen — Production GenAI commercial electric vehicle sales platform across 10 EU markets, reaching an impacted logistics population of over 150,000. Integrated national lead enrichment registries, multi-language RAG argumentation, and ESG pipelines on 15+ AWS CDK stacks. 95% prompt extraction accuracy; 94% test coverage.
  • ITI / LARSyS — Led solo development of multi-language, multi-modal agentic LLM apps for a 6-country industry-academic consortium. 100+ users, 70+ research participants, Springer Nature paper.
  • Stealth AI Startup (Técnico Lisboa Spin-off) — Sole AI architect; 2 PoCs to production MVP in 6 months; post-pivot MVP achieved strongest commercial traction to date.

📬 Find me

LinkedIn Email

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