How do you know those duplicates are the only errors it made? You weren't aware of the apparently countless human errors before, so how would you be aware of Claude's errors?
replyThis is a very important point.
replyAI makes different types of mistakes to humans. They're harder for us to see because we're not expecting them.
Redundant verification is built into the workflow, both at the agent-instruction level and downstream. Reconciling a monthly bank statement with your account register in QuickBooks, for example, has the benefit of making sure you haven’t omitted transactions or added phantom ones, and once you finish reconciling a period you lock the register to prevent further changes. I supervise mutations closely and can relax my oversight when I know there are redundant checks for correctness downstream.
replyThe class of human errors I’m encountering most often are ones caused by missing context: misfiling of transactions because my bookkeeper didn’t recognize a vendor, didn’t know a transaction needed to be attached to a specific project or client, lacked access to my calendar, didn’t have my login to pull receipts, didn’t have time to understand a spreadsheet. Claude has ready access to all of these has been remarkably adept at synthesizing that to help it come at accounting tasks with a level of detailed-oriented obsessiveness that no human I’ve ever hired has shown.