the data resident

Lucas

Applied AI | Enterprise Delivery

I build AI and data platforms that ship into enterprise production. 12 years designing ML architectures, deploying agentic AI solutions, and driving adoption across complex organizations.

Barcelona, Spain--
Lucas, Applied AI engineer

About

I build AI and data platforms that ship into enterprise production, and I own the outcome end-to-end. From designing ML architectures on AWS SageMaker to deploying agentic AI solutions on multi-cloud infrastructure to governing $1M+ professional services delivery.

I started in data engineering and data science at HP, building pipelines and predictive models for enterprise sales. Then I joined Autodesk as the first data science hire in EMEA Sales. Over the years I built forecasting systems, experimentation frameworks, and ML models that shipped into Salesforce and Anaplan for thousands of reps globally.

I grew into managing a global team of data scientists and ML engineers across three regions. Designed production ML architectures on AWS SageMaker. Then got promoted to Senior Business Partner, owning delivery governance for a 200-person Professional Services and Customer Success organization. I lead technical discovery with stakeholders, architect cloud-native data and AI solutions, and drive adoption across complex organizations.

I also co-founded an AI-powered GTM intelligence platform from zero. Ran discovery with pilot customers, scoped proof-of-value projects, built the full stack from scratch: Flask, React, PostgreSQL, LLM-powered scoring, CRM integrations. I keep building to explore agentic AI, fine-tuning, and RAG, and I write about the process.

French. Fluent in English and Spanish. Based near Barcelona.
Engineering degree from ENSIMAG (Grenoble INP), postgraduate in Big Data from UPC Barcelona.

Projects

Things I build. Each one has a blog series.

Sherpa

shipped

AI GTM Intelligence Platform

Co-Founder & CTO

Python/FlaskReactPostgreSQLLLM scoring
Read the series →

Steep

active

AI-Powered SDR for E-commerce

Builder

Flaskpgvectorfine-tuned Mistral 7BTogether.ai
Read the series →

Honest Analyst

scoping

Open-Source Agentic BI

Builder

Python MCPLLM SQL generation
Read the series →

Cortex

active

My Claude Code AI Dev Team on a VPS

Builder

Claude CodePostgreSQL/pgvectorMCP25 agents
Read the series →