Business AI
The University of Hawai‘i Institute for Astronomy has released an AI system that reconstructs the Sun’s magnetic field in three dimensions with unprecedented accuracy. The Haleakalā Disambiguation Decoder processes data from the NSF Daniel K. Inouye Solar Telescope to nail down the field’s true direction and height. The algorithm fuses telescope observations with the physics rule that magnetic fields form closed loops, eliminating long-standing measurement gaps. Peer-reviewed tests on calm zones, active regions, and sunspots validate its precision, and the findings appear in the Astrophysical Journal. The sharper 3D maps expose electric currents and other structures that drive solar flares and coronal mass ejections. Researchers say this clarity strengthens space-weather forecasts, buying extra time to shield satellites, power grids, and communications.
A guy just used @AnthropicAI Claude to turn a $195,000 hospital bill into $33,000.
Not with a lawyer. Not with a hospital admin insider. With a $20/month Claude Plus subscription.
He uploaded the itemized bill. Claude spotted duplicate procedure codes, illegal “double billing,” and charges that Medicare rules explicitly forbid. Then it helped him write a letter citing every violation.
The hospital dropped their demand by 83%.
This isn’t just a feel-good story. It’s a preview of what AI will really do next: flatten systems built on opacity.
Hospitals, insurance companies, legal firms—all rely on asymmetry. They win because you don’t have access to the same data, code books, or language.
Claude gave one person the same leverage as a compliance department. That’s a revolution.
We thought AI would replace jobs. Turns out, it’s replacing excuses.