07 / Journal

Thoughts from buildingreal AI systems.

Notes on LLM and RAG systems, MLOps, data engineering and the craft of shipping software that has to keep working.

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2 articles of 38

Bioinformatics Data Engineering: Genomics to Analytics
Data Analytics11 min read

Bioinformatics Data Engineering: Genomics to Analytics

Build bioinformatics data pipelines with sample identity, reproducible genomics processing, governed analytics and careful ML evaluation from ingestion to release.

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Analytics Engineering: A Metrics Layer and Dashboards Teams Trust
Data Analytics9 min read

Analytics Engineering: A Metrics Layer and Dashboards Teams Trust

Create a metrics layer that preserves business meaning across dashboards. Resolve grain, joins, time windows and ownership before teams compare incompatible numbers.

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