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 #session-management. Clear

Paper-cut illustration of an open folder with layered notes, a hidden key, and scissors trimming one note loose.

Guides

Secrets in Session Transcripts: Find and Redact Them Fast

Secrets in session transcripts hide in pastes, tool output, and assistant echoes. Learn the 6-pass scrub to catch them before you push.

16 October 2026 · 6 min read

Paper-cut illustration of a cluttered stack of overlapping notes giving way to a single clean folder and key, joined by a thin thread.

AI Coding

When to Start New AI Coding Session (Not Push Harder)

Learn exactly when to start new AI coding session instead of fighting context rot, plus a two-minute harvest routine that saves your reasoning.

4 October 2026 · 5 min read