For automated agents, assume users stay logged in and refresh session cookies on a schedule instead of building complex login code. If a login page appears, alert the operator. This frees developers to focus on data extraction and analysis rather than authentication mechanics.
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Instead of figure out how to log in, you have confidence it's going to come in a logged in state. And if it doesn't come in a logged in state, you can just sort of tell the agent, hey, and by the way, if this looks like it's a login page, go, go ping me because I got to go clean that up again. But for a lot of these things, as long as you log in once every day or two, it's fine. So if you have a process of running daily, it will sort of be able to keep on using the existing login. You know, it re-updates the cookie as part of its usual process and sort of kicks the, kicks the ball forward. Which then makes the amount of work you need to do in terms of articulating, you know, the job to be done much, much simpler, right? And then you can be focusing your question, just like what you're saying, on the harder part of let's extract the data and then let's do the work of processing it into meaning.