This week I’m going solo to talk about the pattern underneath almost everything your business does: receive, execute, hand off. Handing work to the next person or AI agent isn’t enough, because they also need the context to continue it, and I show why with an AI customer success agent named Maya and a customer success leader named Sarah.
We get into why access to your CRM, Slack, and email is not the same as context, how Sarah’s call with an at risk customer creates new context that has to travel back to Maya, and why a handoff and true continuity are two different standards. I also connect it to infrastructure architecture, the third pillar of the AI labor architecture framework, and close with an exercise you can run on one handoff this week. If you’re an operator or investor designing a workforce of people and AI agents, this one is for you.
Episode Timeline & Highlights
[0:00] – Almost all work follows one cycle: receive, execute, hand off
[1:31] – Meet Maya, an AI customer success agent who spots a customer at serious risk of leaving
[2:35] – Maya hands the at risk customer to Sarah, a customer success leader, with no background
[3:35] – Sarah has to rebuild the story from the CRM, support system, billing, email, and Slack
[4:54] – Why context is not more information, a bigger context window, or access to everything
[6:20] – Access to the CRM is not the same as context, only the raw materials to build it
[7:32] – The better question: what does this worker need to understand to execute this responsibility?
[8:06] – Sarah calls the customer and creates new context: a business change and a promise by Friday
[9:31] – When the work returns to Maya, a CRM status change is not the same as context
[11:45] – This isn’t an AI problem, it’s a work problem: meaning gets left behind every time work moves
[12:13] – Why so much context lives between your systems or inside your people’s heads
[14:14] – Good infrastructure gives each worker the right context for their bounded responsibility
[16:37] – Infrastructure architecture as the third pillar of the AI labor architecture framework
[18:37] – The difference between a handoff and continuity
[19:39] – The exercise: pick one handoff and stand in the shoes of the worker receiving it
[21:30] – People inside your business have become part of the infrastructure, compensating for the friction
5 Key Takeaways
Links & Resources
If this made you think about how work changes hands in your own business, pick one handoff this week and stand in the shoes of the person receiving it. You’ll probably find someone quietly carrying context around in their head. More high-signal conversations coming next.