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Engineering Playbook
Opinionated guides on building production ML systems. Not tutorials—lessons learned from shipping AI at scale.
Architecture12 min
Production LLM Architecture Patterns
How I design LLM pipelines that scale—preprocessing, chunking strategies, prompt engineering, and system architecture that survives production.
LLM Patterns8 min
Structured Outputs > Prompting: How I Make LLMs Deterministic
Moving beyond prompt engineering to contract-first design with Pydantic schemas, validation layers, and structured outputs.