Mar 2026
Team memory is the new onboarding
Loopie Research Teams

When the workspace remembers how work gets done, agents can run loops the way your team would — and people can step off sooner.
Onboarding is mostly context transfer: how this team works, where things live, and what 'good' looks like here. Most of that lives in people's heads, which keeps them stuck on the loop.
When the workspace itself holds that memory, an agent can run a loop the way the team would — and onboarding stops being a fresh download for every new arrival.
Memory lives with the work
Decisions, conventions, and context accumulate in the Channels where work happens, so they are available exactly where the next loop needs them.

Agents inherit it too
A new agent does not start cold. It picks up the same team memory a new hire would read, which is what lets it run a loop without a person riding along.
"The fastest way off the loop is a workspace that already remembers how the team works."
Less re-explaining, more building
When the workspace remembers, people spend less time bringing each other up to speed — and less time stuck on loops they could have stepped off.

Loopie Research writes product notes for Offloop, focusing on agent workflows, persistent Channels, and the craft of keeping delegated work inspectable.
