psitbdUser

Easy Deployment of Vertex AI Agent Engine with vaiae

Introducing vaiae https://github.com/toyama0919/vaiae vaiae is a tool that makes it easy to deploy and manage Google Cloud Vertex AI Agent Engine from the command line. Define your configuration in a YAML file and deploy with a single command. Key features: Declarative deployment with YAML configuration files Profile management for multiple environments (dev/prod, etc.) Interactive messaging…

Read More

Context-Optimized APIs: Designing MCP Servers for LLMs

We reduced 60 tools to 9. Same functionality. 85% less context overhead. REST conventions work brilliantly for human developers who read documentation once and remember endpoints forever. But your API consumer isn’t human anymore. It’s an LLM with a 200k context window that re-reads every tool description on every turn. And it’s paying per token….

Read More

Guide to Mitsuki Repositories: From Zero to Full CRUD

Introduction The data access layer is the foundation of web applications, sitting at the bottom of the layered architectures that power enterprise code. Mitsuki’s data layer, centered around the @CrudRepository decorator, is designed to help you prototype in early stages as well as orchestrate more complex queries down the line, maximizing your time to focus…

Read More

Why Docker Is Not Truly Native on Windows and macOS

Docker isn’t truly native outside Linux, and here’s why. If you’re using Docker on Windows or macOS, your containers aren’t running directly on those operating systems. They run inside a small Linux virtual machine, created by Docker Desktop using technologies like WSL2, Hyper-V, or a hypervisor. Docker was originally built only for Linux because containerization,…

Read More