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Data Transformation

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Essays
ai-ready-etl-pipelines System Blueprints

Building AI-Ready ETL Pipelines: Embeddings, Chunking, and Vector Storage

AI systems need data structured for embeddings and vector storage. Traditional ETL stops at the database. AI-ready ETL continues to the vector store.

Jan 2, 2026 15 min
Production Data Cleaning System Blueprints

Proven Production Data Cleaning Patterns: Avoid These Common Mistakes

Phone numbers arrive in 47 different formats. Dates come as strings or 0000-00-00. These production-tested cleaners handle edge cases that break naive implementations.

Jan 2, 2026 14 min
DECYON

Decisions in Engineering & Complex Y-systems Over Noise

Clarity for complex systems in the age of AI

Sharing what I have learned from two decades of building systems. Not claiming to have all the answers, just sharing the journey.

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