About

I'm Pablo, Head of AI & Technology at Champions UK. I build AI systems for production environments. Retrieval pipelines, model serving infrastructure, and the monitoring that keeps it all running.

Before this role, I worked across the stack. Kubernetes cluster management, frontend development, everything in between. The common thread has always been taking complex systems and making them work reliably.

What I Do Now

My current work sits at the intersection of three areas:

  • AI systems engineering. Designing RAG pipelines, model evaluation frameworks, and ML platforms that operate at enterprise scale
  • LLM security testing. Red-teaming language model applications, identifying prompt injection vulnerabilities, and building automated security scanners
  • Technical publishing. Reviewing AI/ML titles for Packt Publishing, ensuring technical accuracy and practical relevance

How I Work

I prefer building to planning. Most of my best work has come from shipping something small, measuring it, and iterating. I write about the decisions, the trade-offs, and the things that surprised me.

I'm sceptical of hype and allergic to vague claims. When I write about a technology, I've built with it. When I review a book, I've tested the code.

Packt Technical Reviewer

I review AI and machine learning titles for Packt Publishing, focusing on technical accuracy, code quality, and practical applicability. This includes books on LLMs, MLOps, and applied machine learning.

LLM Security Research

Active in the LLM security space. Red-teaming applications, contributing to bug bounty programmes, and building tools for automated vulnerability detection. I focus on prompt injection, tool-use abuse, and data exfiltration risks.

Let's build something together

I'm always interested in hearing about new projects, particularly around AI systems, security, and infrastructure.