THE PRJLAB BLOG

Code has a home. Context does too.

Practical notes on AI-assisted coding: what to keep beside your code, how to write project memory an assistant can use, and how to share the whole picture with the people you work with.

Tagged #developer tools. Clear

Paper-cut illustration of two machines connected by a bridge of note cards and a key, with discarded scraps on one side and neat labeled files on the

AI Coding

Switching AI Coding Assistants Mid-Project Without the Reset

Switching AI coding assistants loses nothing if you split tool habits from project facts first — here's the sorting method and portable file layout.

13 October 2026 · 7 min read

Paper-cut illustration of a folder with threads tracing back through layered notes to a key, symbolizing tracing an AI regression to its root cause.

AI Coding

How to Trace an AI Regression Back to Its Root Cause

Learn how to trace an AI regression past the diff to the session and decision that caused it, so you fix the rule instead of the symptom.

4 October 2026 · 6 min read