06 SEP 2026 / WORKING STATE
A workspace should keep more than the conversation.
A follow-up needs the data and code behind the answer. Why VARIANT-1 gives each chat a live Python environment.
Read the noteJOURNAL / DEVELOPMENT NOTES
Notes from
a work in progress.
Why the workspace keeps working state, how tools can change, and what those choices mean in practice.
06 SEP 2026
METHODS
METHODS
002 / METHODS
What changes when a method changes?
From a small Python helper to a revised tool: what changes, what stays, and how to tell whether the result is better.