// Production ML Insights

Practical lessons from building AI systems that actually ship. No hype, just patterns that work.

When Agents Fail: The $1.2M Customer Service Meltdown

Case study: How our AI customer service agent went rogue, offered everyone refunds, and what we learned from the most expensive 47 minutes of my career.

2025 Predictions: AI Agents in Production

The year of boring AI. Why 2025 will be about making agents reliable, not revolutionary. My take on what's coming for production systems.

The $200/mo AI SaaS: Architecture That Scales

Complete architecture breakdown of a profitable AI SaaS running on $200/month infrastructure. Caching strategies, smart routing, and cost optimization.

Why Your AI Agent Needs a Cache

How we reduced inference costs by 95% with smart caching strategies. Real patterns from production systems handling millions of requests.