Technical writing

Articles and engineering notes

Notes from Adrian Zevenster on production problems, design choices, and the trade-offs behind machine learning and AI systems.

Topics

  • Designing isolated, identity-aware generative-media workflows on Google Cloud.
  • Building regression frameworks for stochastic LLM extraction.
  • Separating processing status from business decisions in document verification.
  • Designing extraction systems for large, inconsistent bank statements.
  • Running Gemini extraction across prompts, schemas, parsers, confidence, and observability.
  • Building an analyst agent that validates proposed actions and reports incomplete execution.