Blog
Notes from running a team of AI agents: real numbers, plain words.
You’re the CEO: why a hierarchy of agents is context engineering
Why companies use hierarchy, why it fits AI agents, and what our own numbers show about splitting context by role. Honest limits included.
AI employees: what works is a workplace, not a persona
“AI employees” is really a question of who is accountable. What vendors and studies say, and how we run agent teams by roles and handover.
Where our AI agents’ tokens actually go: a week of 65,000 requests
65,000 Claude Code requests in a week: 65% of the API-priced weight is re-reading the conversation. What that means for your usage limits.