Throw up a hand if you can remember when the Packers played some home games every year in Milwaukee.

I just got the draft of my 2025 tax return - it says I owe $117,360 of tax. On top of what I already paid. Oof. But it didn't feel right to me. I asked ChatGPT Astra to do a secondary review, ticking and tying every number to source documents. Max effort. It ran for 90 minutes. Output - a 15 page report. It says I'm actually due a $191,173 REFUND. I reviewed Astra's work line by line with my accountant. He agreed, the LLM is correct. I was about to send Uncle Sam $117,360. Instead, I'm getting back $191,173. That's a swing of $308,533 (!!!!!!) The LLM couldn't have done my tax return from scratch - I still need my accountant. But for massively complex detail oriented work, and LLM is the best thought partner you can have. Connect a frontier LLM to your email and file storage, then ask it to review your past tax returns. You never know what it might find. My prompt is in the next tweet.

It's a brave new world. I built an agent that connects to my accounting software through an API, reads everything and tells me what doesn't match within a matter of seconds. When you run more than one company (or even one), the problems hide in boring places. A vendor gets paid twice, or a payment gets booked to the wrong account for a year and nobody notices, because nobody has time to go through every statement line by line. An outside bookkeeper can cost $1,000+ monthly and has no context. My AI assistant does. It goes through the bank statements, the books and the email threads (it's connected to email with an API too) and tells me where the numbers don't line up. This morning it found that a year of contractor payments had all been dumped into one account, with marketing and landscaping mixed in with staff. It's rarely ever wrong, and it keeps learning how my business works. I think this is where most small business owners will get real value from AI first. It's the work that used to need a full-time bookkeeper. I've now saved myself $12K per year and have a real-time agent that can answer any financial question I have about my company. Please tell me what agents you're running that I can automate and build next.

Shane Gillis should do a joke about how parents are not efficient in the school drop off line so we can finally have a national conversation about that.

Sources: The College Football Playoff is nearing a deal to expand to 24 teams, per sources. The new format will start in 2027 and is expected to come together in the near future, pending final approvals.