Applied AI
I build AI workflows that need structure, guardrails, and enough reliability to be useful outside demos.
Guadalajara, Mexico / applied AI / platforms / hardware-minded software
I build systemsthat have to workin real life.
I like useful software, clear thinking, and technical work with some weight behind it. Most of what I do lives where applied AI, product execution, healthcare, and platform engineering overlap.
- Work
- AI systems, full-stack delivery, technical de-risking
- Background
- BIOS, enterprise platforms, healthcare, product builds
- Off hours
- PCs, electronics, anime, food, and anything worth tuning
Work
The kind of problems I like.
I am usually most useful when the problem is technical, cross-functional, and still not fully defined. I like being close to the implementation without losing sight of the product or the people using it.
Platform Work
My instincts were shaped by firmware, enterprise hardware, CI/CD, and the kind of systems work where details matter.
Execution
I like being dropped into unclear situations, finding the real problem, and getting something solid out the other side.
Chapters
A few stops along the way.
Not the full timeline. Just the chapters that best explain how I ended up combining AI, systems work, and execution.
Now
Healthcare and compliance-heavy AI systems
Recent work has centered on multi-agent workflows, structured outputs, and making LLM-driven systems behave like products instead of experiments.
Before that
Greenfield product work with founders
I have spent time helping early teams turn rough ideas into technical plans, delivery paths, and systems that can survive contact with reality.
Long arc
Intel, BIOS, launches, and enterprise customers
More than a decade around platform launches and customer-facing engineering still shapes how I think about reliability, constraints, and tradeoffs.
Personal
The non-work side still looks a lot like me.
Outside work I am still drawn to the same things: systems with texture, tools with character, and details that make something feel finished instead of merely functional.
That usually turns into some combination of hardware, small electronics problems, coffee gear, setup tuning, anime with strong atmosphere, and keeping track of places that clearly care about what they make.
I especially like objects that make you notice the engineering in them. A good manual coffee grinder, a clean PC build, a case layout that feels intentional, or a tool that solves one narrow problem really well all hit the same part of my brain.
The same thing happens with the fun side too. Somewhere in the mix there is usually Star Wars, One Piece, LEGO, and whatever prop, ship, mech, or build has enough design logic behind it to feel satisfying even before nostalgia kicks in.
- PC builds and setup tuning
- Coffee tools and manual grinders
- Electronics and small repair rabbit holes
- Star Wars, One Piece, and LEGO
- Anime with atmosphere over noise
- Food spots that get the details right
Photos
A few frames that feel like me.
A mix of Instagram and one local photo. Travel, bikes, tools, textures, and the kind of objects or scenes I tend to stop for.
Coffee grinderManual, mechanical, and exactly the kind of tool I like keeping around.
Vía recreactivaBack on the bike after a long time.
Museo SoumayaCDMX at night, with a clean architectural silhouette.
Jocotepec skyOne of those skies that does all the work for you.
MacroSmall things, close up, still interesting.
Contact
If the work or the vibe makes sense, reach out.
Email and LinkedIn are the cleanest ways to get in touch. Instagram is where the more personal side shows up.
Yes, I overengineered this landing page with a static site generator.