#Production
3 articles on Production. Practical notes, patterns, and lessons from building software.
LLM Evaluation and Guardrails in Production
How to test prompts, catch regressions, score outputs, and defend against prompt injection — with a small eval harness you can ship this week.
AILLMTesting
Integrating AI into Production Applications: A Practical Guide
A comprehensive guide to integrating LLMs and AI models into production applications, covering architecture patterns, cost optimization, fallback strategies, prompt engineering, RAG systems, monitoring, and critical considerations.
AIMachine LearningProduction
Real-Time Data Pipelines: Lessons From Production
Real-time data pipelines sound simple: ingest data, process it, serve results. In production with gigabytes per second, every architectural decision compounds. These are the lessons learned the hard way.
Data EngineeringReal-timeProduction