mkdev — DevOps and Cloud Native Consulting

Decision Models Like Jev and Clef Are a Game Changer | ✉️ #101

In 101st mkdev dispatch, Kirill explores the emerging world of AI decision models, why they could become an essential part of future LLMs, and how they can make AI applications faster and more efficient. From improving search results and routing requests between models to building real-time game AI, he shares some early experiments and explains why this technology is worth paying attention to.

Illustration for mkdev dispatch 101 with the headline Decision Models Like Jev and Clef Are a Game Changer

What the Hell Happened to IT in the Last 100#? | ✉️ #100

Illustration for mkdev dispatch #100 showing a bearded man with glasses beside the text “What the hell happened to IT in the last 100#?” on an orange and grey paper-plane patterned background.

Grok Bot is a better product than OpenClaw and Hermes Agent

Illustration of a man peeling an apple with a power tool while a confused robot tries to peel another apple, representing the difference between AI capability and good product design.

How GPT-6 Astra Killed My Ruby on Rails App

Robot watches as a toy train derails in front of a surprised developer, illustrating GPT-6 Astra migrating a Ruby on Rails app.

What Is It With AI Models and In-Browser Racing Games? | ✉️ #99

What Is It With AI Models and In-Browser Racing Games? title card

The Agentic Engineering Myth - 1 Year of Coding with AI

The AI Divide Is No Longer About Access to the Internet | ✉️ #98

Illustration of a curly-haired individual gesturing, accompanied by text reading "MKDev Dispatch #98. The AI divide is no longer about access to the internet." A paper plane icon is present on an orange and gray background with repeating plane motifs.