Architecture Notes

Articles on Healthcare AI & System Architecture

Practical writing on building AI systems that survive compliance reviews, production traffic, and real clinicians.

IAI REGULATION

Is Your Clinical AI Feature a Medical Device? The FDA CDS Exemption, Explained for Architects

The four criteria that decide whether your clinical decision support feature is FDA-regulated — and the architecture decisions that keep you on the right side of the line.

SAI REGULATION

Shipping Model Updates Under FDA Rules: What a PCCP Demands of Your Architecture

FDA's Predetermined Change Control Plan lets you update an AI-enabled medical device without a new submission — if your platform can prove every change followed the plan.

HAWS

How a Single Configuration Change on Azure Broke Hundreds of Services — And How You Can Prevent It

On October 29, 2025, thousands of businesses around the world woke up to an unsettling reality: Microsoft Azure — the backbone of the…

FLLM

Fine-tuning vs Pre-training: Choosing the Right Approach

⚡GCP

⚡ Serverless AI: When and Why to Use

️GENERATIVE-AI-TOOLS

️ Designing for High Availability in AI Systems

GSYSTEMS-THINKING

Generative AI Trends 2025: What’s Next for Intelligence

Multi-Cloud Architecture for Resilience: Lessons from the AWS US-East-1 DNS & Load-Balancer Failure

Multi-Cloud Architecture for Resilience: Lessons from the AWS US-East-1 DNS & Load-Balancer Failure

⚖AI

⚖️ Ethical Considerations in AI Architecture

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☁CLOUD-COMPUTING

☁️ AI in Cloud Infrastructure: How Intelligence Is Redefining Scalability

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DAI

Data Pipelines in AI System Design