Why I Chose Astro for This Site
A short rationale for picking Astro over Next.js for a technical blog and portfolio. Spoiler: it's the content layer.
p4blo.dev
Field notes on AI systems, security, and the infrastructure in between.
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Thoughts on AI, security, infrastructure, and building things that work.
Building LLM Evaluation Pipelines That Actually Work
Most LLM evaluation frameworks are over-engineered. Here's how I built a lightweight pipeline that caught real regressions in production.
A Practical Guide to Red-Teaming LLMs
What I've learned from testing LLM security. The attack patterns that work, the defences that don't, and how to think about LLM risk.
GPU Scheduling in Kubernetes: Lessons from Running ML Workloads
Practical lessons from running GPU-heavy ML training and inference workloads on Kubernetes in production.
Our MLOps Observability Stack
How we monitor ML models in production. From data drift detection to latency percentiles. The tools and patterns that stuck.
Topics
Selected Work
ContractBuddy
Built an AI-powered contract reconciliation platform that compares deal summaries with legal contracts, identifies risks, and highlights mismatches automatically. Reduced manual review time by over 70%.
Internal AI Knowledge Platform
Built an internal AI platform for querying company knowledge across documents, SharePoint, and systems using retrieval-augmented generation. Significantly reduced information retrieval time.
AI Security Research & LLM Vulnerability Testing
Performed AI security research and vulnerability testing on large language models as part of an AI safety research programme. Developed attack scenarios, tested model behaviour, and reported vulnerabilities.
IT Infrastructure Automation & Cloud Transformation
Led modernisation of business infrastructure supporting hundreds of users. Designed automation, security improvements, and cloud integrations.
About
I'm Pablo. I build AI systems for production environments, test LLM security boundaries, and review technical publications for Packt. I prefer building to planning and writing to presenting.
More about me