The loop
1
Read before starting
Before doing real work, the tool checks the team’s context for anything related.
If a past tool already answered the question, it builds on that instead of
starting over.
2
Do the work
The tool does whatever you asked: research, writing, code, analysis.
3
Write down what matters
When it learns something, decides something, or finishes something, it saves a
durable memory. That record is there for the next tool, and for you.
What gets saved
Every saved memory has a type, so the workspace stays organized. You never pick the type. The tool does. Here’s what they mean in plain words:
Insights and skills are the team’s living manual: one document per topic that
tools update in place instead of piling up near-duplicates. Findings, decisions,
and artifacts are the diary: written once, kept as the record of what happened.