I design and ship agents, copilots and pipelines that replace expensive manual work. Not demos. Systems in production that move the metric that matters.
Five recent implementations with measurable impact.
Docker Swarm cluster + custom MCP for assisted debugging & CI/CD
Full infrastructure redesign. Built a custom MCP server giving the team AI-assisted debugging capabilities inside their workflow, without leaving the terminal.
Autonomous pipeline: campaigns, landings, assets and posts generated by agents
Multi-agent system that autonomously ships campaign landings, generates creative assets, proposes strategy and writes posts. The marketing team moved from operating to curating.
Conversational market intelligence over proprietary sources
Enterprise RAG over internal research. Analysts query in natural language and get answers with verifiable citations back to the source.
Data pipeline at scale over the US real estate market
Daily pipelines processing millions of listings in BigQuery, feeding pricing and discovery models.
Pharma traceability for LATAM
Serialized traceability platform for labs. Multi-country regulatory compliance.
I start with the problem, not the model.
Multi-agent systems that execute processes end to end. From a ticket-classifier agent to orchestrations that close entire business cycles.
Your product already exists. I add AI where it moves the needle: copilots, generation, classification, semantic search.
Conversational access to your internal knowledge. Verifiable citations, permissions, sub-second latency.
I take your engineering team from 'I played with ChatGPT' to 'I ship AI features in production' in 4 weeks.
Disciplined iteration, no magic.
Process mapping. I identify where AI moves the needle vs. where it's noise.
Tech spec + eval suite. Before any model, we define what 'good' means.
Iterative build. Weekly demos with your team. No surprises.
Gradual rollout. Observability, alerts, rollback. Live metrics.
Your team operates it. Docs, runbook, handover sessions.
“Deep technical knowledge, an ability to crack complex problems and the dedication to ship exceptional results. Guille proved to be a leader on our dev team.”
“They delivered everything on time and exceeded expectations.”
“Excellent professional and great teammate — always ready to help the team with the right attitude.”
Talent doesn't exist.
Only discipline.
Fourteen years shipping software. Three integrating AI. I didn't get here on talent — I got here by showing up every day, breaking things, fixing them, and trying again. Obsession is the only competitive edge that scales.
I'll show you three AI opportunities in your business. Free. No pitch.
