Hey everyone, Nina here from agntbox.com!

You know, for a while now, I’ve been feeling this low-key frustration about getting AI models into actual products. It’s one thing to train a killer model, another entirely to deploy it efficiently and reliably. Especially when you’re looking at edge devices, or just trying to keep your

5 Vector Database Selection Mistakes That Cost Real Money
I’ve seen 3 production agent deployments fail this month. All 3 made the same 5 vector database selection mistakes, costing their companies time and money as they scrambled to fix issues that should have been avoided. If you’re in the process of selecting a vector database,

Implementing Retry Logic with PydanticAI: A Step-by-Step Tutorial

We’re building a reliable data-fetching service that handles network interruptions like a pro — because nobody wants their app crashing over a simple timeout.

Prerequisites

CLI Tools That Get The Job Done Without The Fuss

So, there I was, sitting in front of my computer, trying to figure out why in the world my fancy new IDE was slower than a snail on a treadmill. You ever been there? That’s when I decided to kick things old school and started exploring

Docker vs Railway: Which One for Side Projects?

Currently, Docker has over 45,000 stars on GitHub, while Railway has about 13,000. But honestly, those stars don’t mean much when you’re in the trenches trying to get your side project off the ground.

Docker vs Railway: Which One for Production?
Docker has a staggering 256,042 GitHub stars while Railway has about 8,828. But let’s be honest, just because something has more stars doesn’t mean it’s better for production. The real question is how well each tool can handle your deployment needs and what trade-offs you’re willing to make.

5 Context Window Optimization Mistakes That Cost Real Money

I’ve seen 3 production agent deployments fail this month. All 3 made the same 5 mistakes. Context window optimization is a trendy topic, yet few seem to get it right, leading to significant losses in potential revenue, efficiency, and user satisfaction. If you’re not aware of