Nice work! And very cool. Can you create Beeminder goals with it too? It looks like it would work a million times better than using ChatGPTās new Operator feature:
(Sadly Beeminderās UI for specifying initial rate hopelessly confused it and got me on the hook for 30 AI notes in the following 5 days 
ā I ended up replacing that goal with one for my new AGI Friday newsletter.)
(Thanks to @clarissalittler who tried that first, apparently with more success.)
Iād say you understand Beeminder as well as anyone, and Claude and ChatGPT are pretty spot on just from their own brains already as well.
Claude just now
Me: can you give me the philosophy of Beeminder in a couple sentences?
Claude: Beeminder is a goal-tracking and behavior change tool that combines commitment contracts with quantified self-tracking. Its core philosophy is that by requiring users to put real money on the line that theyāll forfeit if they go off track (called āderailingā), and by showing clear visual feedback through a āyellow brick roadā graph of their progress, people can overcome akrasia (acting against oneās better judgment) and stay committed to their long-term goals.
(Couldnāt really have said it better myself, other than it not getting the memo about the Bright Red Line.)
I guess context windows arenāt big enough yet to fit all of help.beeminder.com plus the blog archives in?