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10 stories of the day: AI, technology, business and simply interesting discussions — recapped and unpacked.
The test set was built to be hard: 100 lesions that should stay under care and 100 safe to discharge, every one confirmed by biopsy. On the 30 melanomas the margin is thin: the old network got 13 right, the chatbots 8 and 11.
The thread's sharpest question was whether the network was simply tuned to this benchmark.
The top HN threads: facts from the discussions, both sides, insider voices. Email, Telegram, or RSS.
The author's favorite explanation is not generosity. Models are now swappable through routers like OpenRouter, and 29 hosts already serve one open DeepSeek model.
The thread's most practical answer came from a team that left for cheaper models over refusals.
Double Sided Media, a small Eugene outlet, asked for misconduct records on Peckels from 2018 to 2026. The city said it could not narrow where to search and would have to look through every current and former employee's files.
Commenters traded their own wait times: a school district in 8 monthly installments, the NSA at over a year, New York City at three years.
Borcherds told the Daily Californian the system is "not a very good system," but that he has no alternative for now. The thread's first move was to question what grading homework ever meant at a big research university.
Its second was to ask who pays for the graders.
Brazil's electoral court ordered Meta to apply identical criteria to both campaigns, with a fine of R$500,000 a day. Watchdog groups filed new screenshots as evidence.
The thread split the exhibits into laughable ones and one that a commenter said was real.
Thinkrail is built around the pi coding agent and keeps specs in SPEC.md files beside the code. It is Apache 2.0 licensed and ships for macOS, Windows and Linux.
Veteran JetBrains users in the thread were less interested in the README than in whether they still need an IDE.
The method needs no training: a manager instance writes a plan to disk and fresh worker instances pick up pieces.
A commenter's objection: the benchmark is old enough that contamination is likely.
According to Blast, Prime Minister Sébastien Lecornu asked the four operators to be ready to cut access, and the operators voiced doubts in the meeting afterward. The article notes the same measure was used in New Caledonia in 2024 and was later overturned by the Conseil d'État.
Commenters outside France argued about whether blocking apps stops riots or just removes the witnesses.
The photographer says he used AI only in post-processing to help visualize features in grayscale images. Nikon found he broke the rules and handed the top spot to a roundworm video by Nguyen Nam Nhat.
In the thread, the debate was where the line sits between 'assisted' and 'generated'.
Xbox says it has "record-breaking interest in our I.P." and points to upcoming Minecraft and Diablo animated series with Netflix. Gears of War, The Elder Scrolls and Sea of Thieves are reportedly being pitched.
A commenter who works through deal terms said the headline number says almost nothing.
