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Reasoning without Gold Standards: A Proxy-Judge Theory of Autoformalization
Announce Type: new Abstract: Complex reasoning tasks increasingly require systems to produce outputs whose correctness cannot be judged by exact match against a single reference. Autoformalization (AF) is a representative example; it asks a model to translate informal mathematical or logical reasoning into a formally checkable object, yet expert-validated formalizations do not scale beyond toy cases and a single informal argument can admit many valid formal renderings. Progress therefore...
‘Among those most educated ... ’: Elon Musk flags India’s falling fertility rate
Elon Musk has drawn attention to India’s declining fertility rate after recent data showed the country's Total Fertility Rate (TFR) has fallen below the replacement level. Responding to data shared by AF Post on X, The Tesla and SpaceX CEO Musk wrote, “India’s birth rate has fallen below replacement. Among those most educated, India’s birth rate fell below replacement many years ago.”
Elon Musk reacts to post claiming India's birth rate falls below replacement level
Elon Musk has reacted to a viral post on X (formerly Twitter) that claimed India's fertility rate has fallen below the replacement level for the first time in the country's history. The post, shared by the account America First (AF), has received nearly 13 million views on the platform. It stated that India's total fertility rate (TFR) had declined from 2.3 to 1.9 over the past decade and added that Delhi's fertility rate now stands at 1.2, lower than that of Finland.
Yes! It’s true! Windows 11 is an agentic platform.
In the time zone of the keynote, it's dystopia o'clock. These days, it always is. The fervent CEO prophet strolls around an empty stage, backlit by a giant altar of light on which they display their magic and impart visions of a future that address none of our fears, choosing instead to add to them.
30% Off Canon Promo Codes | June 2026
If you know photography, you know Canon. This super advanced, often pricey gear is made more affordable with the ways to save at Canon we’ve found below. Some of the best ways to save on cameras, printers, accessories, and more is during the Canon holiday sales, with our 10% off Canon promo code, and student discounts on some of the best WIRED-tested cameras, accessories, and office essentials.
Show HN: Nucleus – A security-hardened, Nix-native container runtime
Extremely lightweight, security-hardened, declarative container runtime for agents and production services Nucleus is a minimalist container runtime for Linux. It provides isolated execution environments using Linux kernel primitives without the overhead of traditional container runtimes. For production services, it is designed around a fully declarative model: Nix builds the root filesystem, the NixOS module declares the service, and Nucleus mounts a pinned, reproducible closure at runtime.
SIGMA 60-600mm f/4.5-6.3 DG DN OS Sport lens review
SIGMA 60-600mm f/4.5-6.3 DG DN OS Sport lens review Sigma’s 60-600mm Sport lens is one of the most versatile wildlife lenses around, but can its huge zoom range outweigh the heavy design? The Sigma 60-600mm f/4.5-6.3 DG DN Sport lens boasts one of the most versatile focal ranges on the market and effortlessly produces beautiful wildlife shots. The images are sharp, contrasty and true to life, but for us, the weight is a dealbreaker. - + Image quality is lovely - + Versatile focal length - +...
Communication Security and Sensing Privacy in FMCW-Based ISAC Through Signal Modulation
arXiv:2605.23429v3 Announce Type: replace-cross Abstract: This study proposes a novel radar-centric signaling design and architecture for secure integrated sensing and communication (ISAC) systems. The proposed framework is designed to provide robust physical layer security for data transmission while simultaneously enhancing sensing privacy. It employs index modulation and phase coding over frequency-modulated continuous-wave radar (FMCW) chirps, where index modulation (IM) provides an...
Thruster breakthrough? New 2-in-1 propulsion system is about to get an in-space test
Thruster breakthrough? New 2-in-1 propulsion system is about to get an in-space test "If you can have chemical and electrical propulsion in one small package, it's the best of both worlds." It's hard to fit everything on a small satellite, especially the fuel, but a new propulsion system could make it easier.
ABC boss confirms ex-news director in the dark about replacement hunt
ABC's Hugh Marks confirms former news director did not know replacement was being sought Tue 9 Jun 2026 at 2:03pm In short: ABC managing director Hugh Marks has faced questions from Radio National Breakfast show host Sally Sara over the resignation of former news director Justin Stevens. Mr Marks said he and Stevens had a fundamental disagreement over the future of ABC News, and confirmed reports the process to replace Stevens was underway well before he tendered his resignation. Stevens's...