code validation

How can a deterministic local AI harness prevent false confidence and cross-repository breakage?

I'm designing a local CLI harness for agent-assisted development with OpenCode across distributed repositories, Java services, Kafka contracts, and shared Ansible deployment code. The goal is not an…

How Can I Prevent AI Tools from Messing Up My Code Architecture?

I've been using AI coding assistants like Copilot and Cursor a lot lately, and while they do help me be more productive, I'm running into a serious issue:…

What's the Best Way to Check If a String is Valid TCL Code in Python?

I'm working on a project where I need to automatically identify the programming language of a given string. Specifically, I want to find a straightforward method to check…