πŸ€– AI

Azure AI & OpenAI at Scale

Azure OpenAI pricing, AI Foundry implementation, RAG patterns, and the future of AI-assisted Azure operations.

AI Won't Replace Azure Admins β€” It Will Reveal Who's Actually Good At Their Job

The AI panic: Azure admins worry that AI will eliminate their jobs. The reality is more nuanced: AI will automate the tasks bad admins rely on (clicking through the portal, copy-pasting from Stack Overflow) while amplifying what good admins already do (understanding systems, debugging complex issues, architecting solutions).

After implementing Azure OpenAI and AI Foundry in production, I've learned that enterprise AI requires three layers Microsoft doesn't emphasize:

  • Cost reality first β€” Azure OpenAI looks cheap until you hit production scale. $50K/month AI bills are common without proper governance.
  • RAG complexity β€” Retrieval-Augmented Generation isn't "just add a vector database." It's data governance, chunk strategies, and embedding model selection.
  • Role transformation β€” AI creates new roles (AI Admin, Prompt Engineer, RAG Architect) while eliminating manual work from existing ones.

This hub contains the Azure OpenAI pricing models, AI Foundry implementation patterns, and career guidance I've learned from deploying AI at enterprise scale. Real costs, real patterns, and real career advice.

1. Azure OpenAI Cost Reality

Understand Azure OpenAI pricing before your $50K bill arrives.

2. AI Foundry & RAG Implementation

Deploy Azure AI Foundry with Terraform and implement RAG patterns that work in production.

3. AI-Assisted Azure Operations

Use AI to enhance Azure administration without eliminating the human.

4. Career & Future of Azure Admin

How AI changes Azure administration roles and what to learn next.

The AI Admin: Stop Being a Human API Wrapper

The AI Admin: Stop Being a Human API Wrapper

2025-11-18

Traditional Azure administration is becoming AI-assisted automation. Here's how to position yourself as an AI Admin instead of a human ticket processor - whether you're managing 40,000 resources or bootstrapping your first deployment.

azure AI Career
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GitHub Resources

Production-ready code and tools

Azure AI Foundry Terraform Module
Complete Terraform module for deploying Azure AI Foundry with proper governance.
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  • βœ“ The queries AI assistants can't write because they don't understand your Azure environment
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