Insights
Thinking out loud.
Technical deep-dives, architectural breakdowns, and decision intelligence from 8 years of delivering production AI and cloud systems. Written for engineers and technical decision-makers — not marketing audiences.
Why your AI project failed before it started — and the infrastructure decisions that would have saved it
Most failed AI projects share a single root cause. It's not the model choice, it's not the data quality, and it's not the team. It's that nobody designed the production infrastructure before the build began.
Cloud to on-prem: the infrastructure decision 5,000 US clinics made — and why it was right
Moving patient data off AWS sounds counterintuitive in 2026. For a healthcare network covering thousands of US clinics, it was the only decision that made financial and compliance sense. Here's the full technical breakdown.
What HIPAA-compliant AI infrastructure actually requires — a technical checklist for healthcare organizations
HIPAA compliance for AI systems is more than a BAA with your cloud provider. Here's what the infrastructure actually needs to look like, based on real healthcare deployments.
Building production RAG on AWS Bedrock: what actually breaks at scale
RAG demos are easy. Production RAG at enterprise scale is a different problem entirely. Here's what we've learned from deploying retrieval-augmented generation systems across multiple regulated industries.
Model Context Protocol in production: integrating AI agents across Google Workspace, Xero, and GitHub
MCP is the most important infrastructure primitive for agentic AI systems in 2026. Here's a detailed breakdown of how we integrated MCP servers across five enterprise tools for a real production deployment.
What SLED agencies actually need from AI vendors in 2026 — and what most vendors miss
State, Local, and Education procurement has specific technical, compliance, and process requirements that commercial AI vendors consistently underestimate. Here's what procurement officers are actually looking for.
Articles launching soon.
Get notified when we publish. No spam — only technical content worth reading.
Get Notified