AI Tools Field Guide

Open edition · no CAC needed

Advanced — Build with it

Parent Full conversation Child Fresh context Task out Summary back
Only a summary comes back to the parent.

Sessions, hand-offs, and what survives

Material New turn New session Compaction
Chat Re-sent Fresh Summary
Project Available Available Durable
Files Durable Durable Durable
Memory Re-sent If supplied Lossy
You want to… Do this
Keep a fact safe across a long session Write it to a file or project. The transcript compacts; files don't.
Resume tomorrow Resume the session if the tool supports it, and expect the early turns to be summarized. Re-supply anything critical.
Try two approaches Fork the session where the tool supports it, so each attempt starts from the same history.
Hand off to another person or agent Hand off the file, not the chat. Written state travels; a remembered one does not.

What to do with this

Next time a long job spans two days, write the state to a file at the end of day one and start day two from the file, not from the chat. Then read what running the model from code changes: What an API is.