The Conversation I Didn’t Want to Have with Myself Using uv with Docker multi-stage builds wasn’t something I planned to do.I need to admit something.For years, my Python Docker images were a mess. They worked, but every time I ran…
AI Orchestration is the reason I completely rethought how I automate work—and why I walked away from traditional workflow automation entirely.I need to have a conversation with myself about the “automation” empire I built over the last five years.It was…
Azure Multi-Agent System architecture helped me move beyond fragile “God Prompts” and build a scalable, reliable AI team using Azure AI Agent Service. I need to have a conversation with myself about the “God Prompt.”You know the one. It’s that…
Azure AI Agent Service completely changed how I think about building AI systems. I need to have a conversation with myself about the time I tried to build a “Super Bot.”I thought I was being clever. I took GPT-4, gave…
Snowflake to Azure Synapse Analytics migration wasn’t something I planned—I was forced into it during one of our monthly “credit burn” meetings, watching Snowflake credits evaporate on a dashboard while the data team stayed silent.For two years, I was a…
Heroku to Azure Container Apps migration was not a sudden decision for me—it was a slow, expensive drift apart. I need to have a conversation with myself about the moment I finally broke up with Heroku. For years, Heroku was…
Auth0 to Azure AD B2C was not a decision I took lightly. This article explains the one feature that forced the switch, reduced identity costs, and unlocked enterprise-level customization.I need to have a conversation with myself about the invoice that…
Jenkins to Azure DevOps CI/CD pipeline comparison Moving from Jenkins to Azure DevOps was not a sudden decision—it was the result of years of fighting fragile pipelines, plugin failures, and security risks.I need to be honest with myself.For years, I…
MongoDB Atlas vs Azure Cosmos DB is a comparison I never expected to make—until real-world latency and global scale forced my hand.I need to have a conversation with myself about the last eighteen months of my architectural life. About why…
Datadog to Azure Monitor was not a migration I planned—but one I was forced into after seeing our monthly monitoring bill.I need to have a conversation with myself about the moment my finance director slacked me a screenshot of our…