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.
Good AI
A guy just used @AnthropicAI Claude to turn a $195,000 hospital bill into $33,000.
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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.
Stethoscopes powered by artificial intelligence (AI) could help detect three different heart conditions in seconds, researchers say.
The original stethoscope, invented in 1816, allows doctors to listen to the internal sounds of a patient's body.
A British team conducted a study using a modern version and say they found it can spot heart failure, heart valve disease and abnormal heart rhythms almost instantly.
The tool could be a "real game-changer" resulting in patients being treated sooner, the researchers say - with plans to roll the device out across the UK following a study involving 205 GP surgeries in west and north-west London.
AI in healthcare: what are the risks for the NHS? The device replaces the traditional chest piece with a device around the size of a playing card. It uses a microphone to analyse subtle differences in heartbeat and blood flow that the human ear cannot detect.
It takes an ECG (electrocardiogram), recording electrical signals from the heart, and sends the information to the cloud to be analysed by AI trained on data from tens of thousands of patients.
The study by Imperial College London and Imperial College Healthcare NHS Trust saw more than 12,000 patients from 96 surgeries examined with AI stethoscopes manufactured by US firm Eko Health. They were then compared to patients from 109 GP surgeries where the technology was not used.
Those with heart failure were 2.33 times more likely to have it detected within 12 months when examined with the AI stethoscope, researchers said.