Field notes from 50 agents in production

Fifty agents sounds like a lot until you count the jobs a mid-size team hands off every day.

Memory is the multiplier

Agents that shared memory resolved tasks 31% faster than agents that started cold, even with identical models.

Trust is earned per action

Teams started with approvals on everything and relaxed them action by action as traces proved the agents reliable.