171: "Can Companies with 5 Employees and 50 Digital Employees Thrive?" ft. Justin Coats episode artwork

EPISODE · Jun 9, 2026 · 43 MIN

171: "Can Companies with 5 Employees and 50 Digital Employees Thrive?" ft. Justin Coats

from I Have Some Questions...

Erik and Justin unpack what an “AI orchestration layer” actually means when agents move from experiments into day-to-day operations. They focus on the practical shift from building tools to managing systems: mirroring the org chart with digital agents, defining who maintains them, and creating an auditing layer so leaders can trust performance at scale.🧭 Conversation HighlightsTeams are quickly moving from a handful of agents to managing 5 to 10 agents per person, and that forces org design questions, not just tooling questions.Justin frames the orchestration layer as translating real job responsibilities into AI agents, then stacking the necessary “maintenance” role to keep them current and connected.An agent’s basic structure includes channels (where it can communicate), instructions/persona (its “job description”), skills (step-by-step processes written in plain language), plus memory and accessAuditing is still emerging: some systems show activity and conversational logs, but companies will need better frameworks to measure outcomes, effectiveness, and risk across many agents.💡 Key TakeawaysThe big change is managerial: leaders (and future roles) will oversee two mirrored systems, humans in the physical org chart and agents in the digital one.Maintenance becomes its own discipline because agents rely on specific workflows, skills, knowledge files, tool integrations, and ongoing updates.Agent development can be lower-friction than people expect because “skills” and “instructions” can be described in natural language rather than requiring traditional software engineering.Trust at scale will depend on auditing: what agents did, how well they did it, and whether changes (like tool updates or memory behavior) quietly degrade performance.❓ Questions That MatteredWho should own agent maintenance when one person might end up responsible for dozens of digital entities?What does an agent need in order to operate reliably (channels, instructions, skills, knowledge, memory) and how do those parts change over time?Where does visibility come from today: can you audit outcomes and correctness, not just view that the agent “worked”?How do you measure agent effectiveness in a way that’s actually accountable, like tracking nudges, accept rates, and task completion?🗣️ Notable Quotes“You need to start thinking about how you manage two mirrored org charts where you have for every position 5 to 10 different digital entities.”“What you're talking about is a new job, a new role. It lives sort of in IT, it lives sort of in HR.”“Agents are fairly new. Last year, 2025, the infrastructure for agents to work was being worked on. Now that infrastructure exists.”🔗 Links & ResourcesListen To Other Episodes Co-Hosted With Justin

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Erik and Justin unpack what an “AI orchestration layer” actually means when agents move from experiments into day-to-day operations. They focus on the practical shift from building tools to managing systems: mirroring the org chart with digital agents, defining who maintains them, and creating an auditing layer so leaders can trust performance at scale. 🧭 Conversation Highlights Teams are quickly moving from a handful of agents to managing 5 to 10 agents per person, and that forces org design...

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171: "Can Companies with 5 Employees and 50 Digital Employees Thrive?" ft. Justin Coats

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