Synthreo Blog

Technical deep-dives, practical guides, and real-world AI insights from the team building enterprise AI for MSPs and businesses.

MSP Security Shadow AI AI Security MSP Cybersecurity AI Governance

Shadow AI Just Grew Hands: Why the Mexico AI Breach Should Terrify Every MSP

A single attacker used Claude and ChatGPT to steal 195 million government records from Mexico. The same AI safety failures that made it possible are running on your clients' networks right now.

Callen Sapien · March 11, 2026

Technical Deep Dive RAG AI Machine Learning Embeddings

Beyond the Buzzwords: What a REAL RAG System Looks Like Under the Hood

Learn how Retrieval-Augmented Generation actually works—from embeddings and chunking strategies to similarity search and the engineering that separates basic from enterprise-grade RAG systems

Synthreo Team · January 27, 2025