blog & projects

real ai projects, mlops pipelines, production systems. learn from code that actually works, not tutorials.

aiops
12 min

AIOps: Monitoring AI Systems in Production

Comprehensive guide to monitoring, alerting, and maintaining AI systems in production environments.

aiops
monitoring
observability
production
prod-mgmt
15 min

RAG Production Patterns: What Actually Works

Real-world patterns for building production RAG systems: chunking strategies, retrieval optimization, reranking, and the mistakes everyone makes.

rag
production
patterns
llm
prod-mgmt
18 min

LLM Observability: What to Monitor in Production

Complete guide to monitoring LLM applications: latency, quality, costs, errors, and building dashboards that actually help you improve your system.

observability
monitoring
llm
production
mlops