#AI

Label a Linear issue FullAuto and walk away. It comes back merged, or parked with a reason. Three sharp edges stood between that plan and a container I trusted.

A Claude Code driver that takes a ticket from first commit to merge unattended. How it fails safely, and when you shouldn't hand it the keys.

Setting up a self-hosted, Linear-driven AI coding agent on my own server, and the two things that took actual work: keeping the bill sane and not handing it too much access.

Forget the perfect prompt - mastering context management is the real secret to productive AI-assisted development.

AI-powered translation keeps your Java message bundles in sync across languages without manual translation work.

Explore AWS Bedrock API, a direct competitor to OpenAI with Generative AI LLMaaS, and the implications of its Signature v4 authentication method. This article delves into the complexities and potential developer challenges posed by AWS's security-focused approach, highlighting the importance of simplicity and documentation in developer adoption.