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Blog & Writing

Thoughts on AI engineering, production systems, and technical leadership.

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Building Production-Ready RAG Systems: Lessons from the Field
Jun 1, 2025
2 min read

Building Production-Ready RAG Systems: Lessons from the Field

Key lessons learned from deploying Retrieval-Augmented Generation systems in enterprise environments, covering data pipelines, evaluation, and monitoring.

RAGLLMProductionAI Engineering
The Truth About Enterprise RAG: Why 80% of AI Engineering is Data Orchestration
Apr 26, 2025
4 min read

The Truth About Enterprise RAG: Why 80% of AI Engineering is Data Orchestration

Building a RAG pipeline in a 10-minute tutorial is fun. Building one for a highly regulated enterprise? That's a whole different beast. Here's what they don't teach you in online courses.

RAGLLMEnterprise AIData EngineeringProduction ML