Blog
No hype, no listicles — just how we actually think about RAG, agents, model selection, and running AI in production.
Retrieval-augmented generation is the difference between an AI that guesses and one that knows your business. Here's how it actually works, and when it's the wrong tool.
Chat is a conversation. Agents are a system that reads, decides, and acts — which means the engineering bar, and the failure modes, are completely different.
Leaderboards tell you which model is smartest in a vacuum. Shipping software tells you which model is cheapest, fastest, and most consistent for your exact task — a different question entirely.
Getting a demo working is the easy 20%. Here's what separates a prototype from something you can trust running unattended in front of customers.