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Double Preconditioning (DoPr): Optimization for Test-Time Performance, not Validation Loss
arXiv:2606.06418v1 Announce Type: new Abstract: Many modern applications of deep learning involve training a neural network via a one-step prediction loss (e.g., $L^2$ regression, cross-entropy), but deploy the network by rolling out along its own predictions. Key examples include autoregressive language modeling, flow-based generative modeling, and robot policy learning. It is well-documented that these settings induce a phenomenon we call test-time feedback (TTF): the mismatch between the...
SIRT7 regulates dosage compensation and safeguards the female X chromosome
Abstract Sirtuins are deacetylases implicated in stress responses and longevity in mammals1,2. Although their differential impact on disease for the two sexes has been noted3,4,5,6,7, the underlying reasons are unclear. Here, using Sirt7 as a model in mice, we examine the mechanisms leading to sex differences and find that Sirt7−/− female mice have decreased fitness throughout their lifespan.
SoulsOnly.tff – A font for humans not AI and keyboard firmware to type in it
A font whose rendered glyphs spell readable text while the stored character stream (what copy-paste, HTML/PDF extraction, and scrapers see) is noise. The font is the decoder, applied only at the rendering layer, and the cipher is driven by an ordinary keyboard: you type normal keys, the keyboard emits the noise stream, and only this font renders it back into words. This is a craft and statement project, not a claim of unbreakable security.
AI Has Come for Serif Fonts
As public backlash to the seeming omnipresence of artificial intelligence intensifies, the collective quest to weed out—and reject—telltale signs of its use continues. One of the first casualties, to my dismay, was em dashes—which are a great, and very human form of punctuation, by the way! There's also the “rule of threes,” which is meant to scan as rhythmic, but often comes across predictable, hackish, and stale.
How solar has saved Europe €136 million per day since the start of the Iran war
A new analysis found that Europe’s existing solar fleet has already saved the continent billions in 2026. Solar is helping to rescue Europe from the crippling costs of fossil fuel imports, as the war on Iran continues to keep oil and gas prices sky-high. Brent crude, which is used as the worldwide benchmark for oil prices, remains particularly volatile due to Iran's stranglehold on the Strait of Hormuz, a vital passage which usually carries around one-fifth of global oil supplies.
Gooey: A GPU-accelerated UI framework for Zig
A GPU-accelerated UI framework for Zig, targeting macOS (Metal), Linux (Vulkan/Wayland), and Browser (WASM/WebGPU). Join the Gooey discord Early Development: API is evolving. Example app built with Gooey — chat-zig, an Anthropic Claude client using the Zig 0.16 std.