Real-world lobby data is dirty and unpredictable. Here is how we combined AWS Textract OCR with fuzzy matching to turn driver's license scans into clean database records.
Physical paper tolerates human chaos that relational databases reject. How we mapped messy analog clipboards into strict, deterministic XML and PostgreSQL schemas.
How I built a zero-rent, file-system-based Retrieval-Augmented Generation (RAG) system using Obsidian and Git—and why vector databases are completely over-engineered for personal AI context.
How Applicant Tracking Systems (ATS) act as a broken, rigid security firewall for hiring—and how I use an agentic "Inquisitor Node" to audit and patch my CV against specific job descriptions before submitting.
Building enterprise architecture solo is a psychological battle. Here is why I built a specialized AI swarm node dedicated entirely to stopping me from making desperate decisions.
Relying on AI doesn't mean you don't know the answer. It means you are operating as a Cybernetic Architect, using AI as an externalized cognitive processor to map infinite variations at hyper-speed.
Agentic AI isn't just an external tool; it is a digital mirror. Here is how I configured a Digital Twin of my own architectural mind — and how it became the engine behind Aura hOS.
Hi, I'm Ramon Rios Jr. I'm a Systems Architect who loves turning complex technical challenges into clean, automated solutions. With a background that spans from hands-on hardware to modern cloud infrastructure, I build resilient systems that help organizations run smarter, not harder. Currently, I'm proud to lead the technical architecture for the Humanos Foundation, where we're building secure, scalable technology designed to make a real-world impact.