Ideas for building AI that works in the real world.
Perspectives on AI engineering, deterministic evaluation, and the practical architectural trade-offs involved in taking stochastic systems into mission-critical production.
Why manual spot-testing leads to silent regressions in production AI systems, and how to build quantitative, automated evaluation harnesses using Pytest and CI/CD gates.
#LLM Evals#Pytest#CI/CD Gates#RAG Triad#Production AI