Agents read a company's own job ads and pull out the tasks people are hired to do, each with the sentence it came from. You correct the list. Then every task is sorted: what a fixed rule can do, what a model can draft for a person to check, and what stays with people.
The reader follows the careers link and takes job ads from the sitemap the company publishes. About one company in three lists its ads that way.
The text of one ad, or a few lines on what a team does all week. German or English.
The automation is rarely the hard part. The hard part is the rules around each task: who signs off, what the model may see, and what happens when it is wrong. That is the work I help companies with.
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