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Evaluating LLM Output in CI

Retrieval-augmented generation demos beautifully and fails quietly. The gap between a notebook that answers questions about ten PDFs and a system that serves an entire organisation is not model quality — it is retrieval...

7 min read 56
Automation Intermediate

Terraform Module Design That Scales

Terraform makes it easy to create infrastructure and surprisingly hard to keep a large codebase maintainable. The problems show up around the eighteen-month mark: modules nobody dares change, state files that take twenty...

6 min read 4K