AI saves the average knowledge worker 11 hours a week and then takes back six of them in checking, fixing and rerunning. That second number has no owner, no pay band and no line in the job description — which is why your 2027 scope audit will miss the fastest-growing part of your job.
AI saves the average knowledge worker 11 hours a week and then takes back six of them in checking, fixing and rerunning. That second number has no owner, no pay band and no line in the job description — which is why your 2027 scope audit will miss the fastest-growing part of your job.
‘There will still be a human in the loop’ is how companies claim to govern AI. But presence is not oversight. As AI takes the execution, the 2027 job is to own the decision — with the authority to halt, the time to judge and the funded competence to be accountable, not to absorb the blame.
‘There will still be a human in the loop’ is how companies claim to govern AI. But presence is not oversight. As AI takes the execution, the 2027 job is to own the decision — with the authority to halt, the time to judge and the funded competence to be accountable, not to absorb the blame.
Episode eight follows Jackson’s budget-ask and hiring-risk pieces plus Olivia’s clinic on delegated exposure, then uses From the Notes to name the design debt hiding underneath all three.
