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Notes, ideas, and practical engineering takeaways

Practical architecture guides and operational lessons for building reliable cloud and AI systems.

October 2026

From ChatOps to MCP: A Governed CLI for Cloud and Kubernetes Operations

Designing neossh, a deterministic operations CLI and MCP server with existing AI clients, natural-language requests, centralized execution, explicit approvals, and enforceable governance.

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September 2026

Azure AI Foundry from Zero to Ninja: Models, Policies, Governance, and Real Architecture

A practical path from your first Azure AI Foundry model call to production governance, policies, infrastructure as code, GitHub workflows, and a real-world enterprise architecture.

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July 2026

Building a ChatOps AI Agent for Kubernetes Operations

A practical architecture guide for building a Kubernetes ChatOps AI agent that can inspect clusters, retrieve logs, summarize status, and execute controlled kubectl operations safely.

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July 2026

RAG Is No Longer Just Embeddings: The New AI Document Intelligence Stack

A practical guide to the modern RAG architecture behind production AI systems: document extraction, metadata, hybrid search, reranking, citations, and observability.

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