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> we employees should run and re-run the code generation hundreds of times

Well, Anthropic sure thinks that you should. Number go up!

One really has to wonder what their actual margins are though, considering the Claude Code plans vs API pricing

It is accurate though. I even run multiple attempts in parallel. Which is a strategy that can work with human teams too.