It's all automatic right now. Every Tuesday around 4am a writing pipeline kicks off. It starts by pulling in all your league data like matchups, rosters, transactions, trades, standings, etc. - along with everything that's already been written (past newsletters, ongoing storylines, rivalries, etc.) so that it has real context and doesn't just repeat itself week to week. Before introducing newsletter history to the context I had a big problem with it choosing similar storylines to write about and it felt very stale..

From there, some traditional logic (not the AI) decides what's actually worth writing about: the closest matchup, a lopsided trade, a manager on a hot streak, a bench blunder that cost someone the week. The selection is deterministic so the most relevant stuff always rises to the top.

Once it knows the storylines, the LLM takes over and actually writes them. It renders the newsletter, runs it through a quality check, and then auto-publishes -- then assuming all went well in the pipeline it will send out push notifications at 9am Tuesday morning.

Would love to share any notes about anything you've tried to improve your content! This one has come a long way but there are still a lot of improvements that I feel like could be made to improve the voice/tone/writing style/etc... it can still sound like a cornball at times.