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Notes from building AI and automation systems in production — retrieval architectures, agentic workflows, and the delivery pipelines that get them shipped.

All API Design Agentic AI Architecture Automation Azure DevOps CI/CD Cloud Distributed Systems Evaluation Governance LLM Prompt Engineering RAG Rate Limiting Redis 2 posts

Azure DevOps CI/CD flow: developer pushes to Azure Repos, the build pipeline packages artifacts, and the release pipeline deploys to Dev, QA and a production slot swap.

Cloud & DevOps 9 min read

An end-to-end CI/CD pipeline on Azure DevOps

From a local commit to a zero-downtime production release — repos, build artifacts, service connections, gated approvals and slot swaps, in the order you actually build them.

12 Aug 2026 Read

AI / LLMs 7 min read

Agentic workflows that do not go rogue

Autonomy is not the goal. Reliable outcomes are. A look at the guardrails that make multi-step agents safe enough to put in front of a business process.

14 Jun 2026 Read