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Agentic AI: Complete Guide to AI Agents in 2025
Discover how agentic AI is transforming automation in 2025. Learn what AI agents are, how they work, and how to build your own autonomous systems.
Agentic AIAI Agents
AI & ML Consultant · Based in Spain
Most AI projects fail. I make sure yours doesn't.
Strategy. Architecture. Hands-on engineering. For companies that want AI that ships — not slides.
Available for new projects
Replies within 24hTrusted by teams at
THE REALITY
Most AI projects fail. Not because the tech is wrong — because the approach is.
You've seen the demos. Your team bought licenses. Six months later, nothing is in production.
Consultants hand you a strategy deck, then disappear. You're left with slides, not systems.
Your engineers are brilliant, but nobody has shipped a RAG pipeline or fine-tuned an LLM at scale before.
You don't need more AI hype. You need someone who's done this before.
WHAT I DO
From 'where do we start?' to 'it's in production.'
Three ways I help companies stop wasting money on AI that doesn't ship.
01
AI Strategy & Roadmap
Not every problem needs AI. I help you find the ones that do — then build a plan to get there. No buzzwords, no bloated scope. Just a clear path from where you are to where AI makes a real difference.
5x faster
customer analysis with custom NLP
02
RAG Systems & AI Assistants
Your data, not generic answers. I build document Q&A systems, internal knowledge bases, and chatbots that actually know your business — grounded in your data, not hallucinations.
40+ hrs/mo
saved on data queries per team
03
ML Pipelines & Predictive Systems
End-to-end machine learning that runs reliably in production, not just in Jupyter notebooks. I build the infrastructure so your models keep delivering value long after I leave.
90% fewer
manual tasks through automation
TRACK RECORD
0+
Years delivering AI & ML solutions
0+
Users on RAG systems I built
0
Industries: Gaming, Aerospace, Energy, Tech
“Juan Luis transformed how we work with data. He delivered a RAG system that over 200 team members now use daily. Pragmatic, technically solid, and always focused on business outcomes.”
Carlos Mendoza
Director of Data & Analytics · Energía Global S.A.
ABOUT
7 years of getting AI into production.
I'm Juan Luis — a Senior Data Scientist and ML Engineer based in Spain. I've spent my career at the intersection of data science and software engineering, because models that don't ship don't matter.
From Airbus to Betfred, from aerospace analytics to real-time gaming predictions, I've built and deployed systems that handle millions of queries. I led the AI adoption program at Betfred, integrating LLMs into production workflows when most companies were still experimenting.
I work best with companies that have real problems and real data — not those chasing the latest trend. If you want someone who'll tell you when AI isn't the answer, we'll get along.
PythonGCPAWSLangChainRAGMLflowDockerBigQuery
WRITING
Thinking out loud about AI, ML, and data.
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Let's figure out if we're a good fit.
I work with 2-3 clients at a time so I can go deep. If you have a project in mind, let's talk — no commitment, no pitch deck.