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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 1 post

Reviewing retrieval metrics on a dashboard

AI / LLMs 6 min read

Vectorless RAG: when you do not need embeddings

Vector databases became the default answer for retrieval. For a lot of enterprise knowledge work, they are more machinery than the problem deserves.

28 Jul 2026 Read