Agent Memory Design Checklist: 10 Things Before Going to Production

I’ve seen 3 production agent deployments fail this month. All 3 made the same 5 mistakes regarding memory design. This isn’t just a coincidence; the agent memory design checklist is a fundamental step many developers overlook. When you’re working with agents that need to remember

How to Add Streaming Responses with Claude API (Step by Step)

Streaming responses with the Claude API can dramatically enhance user experiences in real-time applications. Do you want an interactive chat interface that provides outputs as they happen? If so, you’re in the right place. In this article, we’ll build an application that integrates the

10 RAG Pipeline Design Mistakes That Cost Real Money

I’ve seen 10 production agent deployments fail this month alone. All 10 made the same RAG pipeline design mistakes that can easily cost time and money. If you’re not careful, you might as well burn your budget in one go. Mistakes in the Retrieval-Augmented Generation (RAG)

Deploying to Production with Qdrant: A Step-by-Step Guide

We’re deploying an AI-powered search engine using Qdrant that enables fast, efficient retrieval of high-dimensional data, making it a critical piece of modern applications. If you’re considering using Qdrant for production, you’re making a smart choice; with 29,663 stars on GitHub and a solid foundation from its

Hey everyone, Riley here, back on agntkit.net. It’s March 19th, 2026, and I’ve been wrestling with a concept lately that I think many of you, especially those building or managing internal tools, will appreciate. We talk a lot about “toolkits” on this site – what they are, how to build them, why they matter. But

A practical guide to choosing AI toolkits, SDKs, and agent frameworks in 2026 — with actionable tips and real code examples.

Hey everyone, Riley Fox here, back in your inbox (or browser, depending on how you’re reading this) from agntkit.net. It’s March 18th, 2026, and I’ve been wrestling with a particular concept lately that I think many of you, especially the solo operators and small teams out there, can relate to: the ever-expanding universe of ‘starter

Hey everyone, Riley Fox here, back at agntkit.net. Today’s a bit of a departure from my usual deep dives into specific security tools or automation scripts. I want to talk about something more foundational, something that, if you get it right, makes every other project just… easier. We’re talking about your starter kit.

Specifically, I’m