Retros get archived instead of used. An agent that watched the whole campaign writes an evidence-linked record and resurfaces the lesson at the moment of decision.
The governance questions to settle before AI touches hiring: decision gates, written reasoning, owned requirements, candidate disclosure, and a plan for the bad week.
A function by function look at how one solo founder runs support, back office ops, and GTM with AI agents, and the escalation rules that make it safe.
What hiring analytics looks like when an agent posts a weekly pipeline digest in the recruiting channel: what moved, a plausible why, and who should look.
A 30-day real estate closing told as a countdown, where an AI transaction coordinator chases docs, dates, and lenders while the humans keep the judgment calls.
One new hire's first week with an onboarding agent: provisioning, policy Q&A, and scheduling handled by the agent, so HR's humans do the human work.
A superintendent spends hours a day answering questions whose answers already exist. An AI agent in the project channel ends the status chase and gives the deck back.
Five serious objections to AI agents in on-call, taken honestly, and the design rules that answer them: named owners, two lists, evidence attached, drills.
Walk through one interview loop rebuilt around agents: prep packets that build on earlier rounds, evidence backed scorecards, and a debrief that starts from facts.
