MARKROX.DEV™Technology, Innovation, & Insight by Mark Roxberry
Disclaimer: The opinions expressed herein are my own personal opinions and do not represent my employer’s view in any way.

Prototyping AI Voice Orchestration with Azure Communication Services and Azure AI Voice Live

posted on September 29, 2025 | tags: [ AI, Azure, Voice, MCP, Orchestration, Prototype ]
Prototyping AI Voice Orchestration with Azure Communication Services and Azure AI Voice Live
Exploring how Azure Communication Services, Azure AI Voice Live, and an orchestration layer built on FastAPI can reshape operations at scale.

GPT-5 is here, GPT-4.1 Deprecation & What Comes Next in Generative AI

posted on August 8, 2025 | tags: [ AI, architecture, security ]
GPT-5 is here, GPT-4.1 Deprecation & What Comes Next in Generative AI
OpenAI has **retired GPT-4.1 and older models**. If your systems rely on these—via OpenAI API, Azure AI Foundry, or local integration—you need to act now.

Enterprise AI Maturity Model

posted on July 24, 2025 | tags: [ AI, architecture, security ]
Enterprise AI Maturity Model
A practical model to guide your organization’s AI journey—measured, secure, and sustainable.

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