I build AI products end to end — retrieval pipelines, fine-tuned models and agent systems — on high-availability architectures that have served 3M+ monthly active users.
An engineer who ships. Eighteen years of hands-on work across the stack, now focused on building LLM-powered products that hold up in production.
I've spent 18 years writing the code behind products people actually use — from telecom platforms serving millions of subscribers to AI systems running in production today.
At TheGurúCompany I built the AI microservices architecture behind Utoppia, ChatO and WeWell — embeddings and vector search, retrieval, fine-tuned models, RPA workers and a custom flow builder for agent workflows.
I work across the whole stack: Ruby on Rails, Node.js and Python on the back end, React and Next.js on the front, native mobile when it's called for, deployed on AWS and GCP. I like problems where the hard part is the system design, not the framework.
Writing production code
Shipped to production
RAG, fine-tuning, agents
Served by systems I built
Shipped first production AI SaaS product on a custom LLM stack
Built the platform behind Mexico's first MVNO — 25K+ subscribers
MIT Megacity Logistics Lab contributor, ITESM graduate
The stack I actually build with — LLM and retrieval systems on top of backend services, front-end applications, native mobile and the cloud infrastructure underneath.
Shipping retrieval, fine-tuning and agent systems to production
Chunking, retrieval & context assembly
Embedding storage & similarity search
Task-specific adaptation of open models
Structured prompting with measurable outputs
Multi-step tool-using autonomous systems
Model Context Protocol implementations
n8n workflows and process automation
Complex service integrations
Building robust, scalable server-side solutions
Full-stack web development framework
JavaScript runtime for scalable applications
Distributed system architecture
Cloud infrastructure & services
Resilient system design
Contributing to community projects
Creating engaging user experiences across platforms
Modern component-based development
Ambitious web applications
Full-stack React framework
Complex data visualization
Responsive web design
Customer relationship platforms
Native and cross-platform mobile solutions
Native iOS app development
Legacy iOS applications
Modern Android development
Cross-platform mobile apps
Designing systems that stay up under load
Service boundaries, queues & data flow
AWS & GCP resilient frameworks
System reliability & uptime
Docker, pipelines & automated deploys
Raising the bar on shipped code
Iterative development methodologies
Ensuring robust security and regulatory compliance
Information security management
Security & availability controls
Security vulnerability assessment
Data protection & privacy
Not just the screen users see. The launch story, the conversion system, the admin console, the CRM, the API layer, and the automation that keeps the business moving after launch.
Turn operational drag into intelligent momentum.
Built from the ground up as an enterprise AI platform: a conversion-led product experience backed by intelligent agents, custom automations, and integrations that make complex internal operations feel clear and actionable.
A sales and support team that never leaves the chat.
Created the full product story and operating surface for an AI agent that can qualify leads, manage support, schedule meetings, and hand conversations to people through WhatsApp, Instagram, Web Chat, Zendesk, Salesforce, and more.
Habit-building, designed for the rhythm of real life.
Designed and engineered a calm, human-centered wellness experience around an always-on AI coach. The system connects nutrition, fitness, emotional health, progress tracking, and expert support in one personalized daily journey.
The studio where product, operations, and growth meet.
Built the technical foundation for tailored web and mobile products. From high-converting campaigns to admin tools, REST API backends, and dashboards, each build connected a sharp front end to a system teams could actually run.
18 years of hands-on engineering — from high-traffic web platforms to production LLM systems
Building the LLM stack and services behind three production AI products
Engineered a multi-tenant telecom platform from first subscriber to 3M+ MAU
Shipped web and mobile products on high-availability architectures
BNN
2009-2011 • Digital Agency
Yoyo Button
2008-2009 • Web Product (Australia)
Open to senior AI and full-stack engineering roles, remote. Happy to talk about your stack, your product, or an interesting problem.
Querétaro, MX (UTC−6)
Remote, overlapping US hours
Within 24 hours
Quick and professional replies
Tell me about the role or the problem you're working on.
I typically respond within 24 hours. For urgent matters, feel free to reach out via email directly.