this might be the most important visual you see today.
everyone is obsessed with bigger context windows.
almost nobody is asking what deserves to enter them.
the real work happens before the model starts:
> select what matters
> order it correctly
> compress without losing the lesson
> pin the rules that cannot move
> cache what every agent will need
now zoom out one level.
your company has the same problem.
every decision, correction, example, and workflow is fighting for attention across dozens of private chats.
a Company Brain assembles the right context before the work begins and makes what the team learns available to the next person and the next agent.
the full build is in the article below: