Ginux shifts to a userspace kernel with a Rocky Linux baseline
Ginux has moved active development from an independent bootable kernel to a userspace kernel that runs as an ordinary Linux process, according to its project documentation.
MOAI preprint reports 52.8% reduction in encrypted transformer evaluation time
Researchers propose MOAI, a framework for running transformer models on encrypted inputs, and report a 52.8% reduction in evaluation time compared with THOR, an existing non-interactive encrypted inference system.
Medical AI training reduces false lesion reports but misses critical external cases
Researchers report in a preprint that training MedScope-4B on images with lesions erased reduced its tendency to report findings absent from an image.
Plumbline preprint reports 61 training problems found across five AI models
Researchers report that Plumbline, a system used in production at Amazon to validate large language model training, found 61 problems across three frameworks and five models. Of those problems, 32 were silent failures.
TimeOmni-o1 combines text reasoning and time series forecasting in one architecture
Researchers report that TimeOmni-o1 combines a language model with a pretrained time series model to interpret text and numerical sequences together and generate both text and forecasts.
Tree-Ising preprint reports cheaper weight repairs that improve math accuracy
Researchers report in a preprint that Tree-Ising repairs language model weights with four forward-pass requests and zero LLM tokens. On Qwen3.5-0.8B, the method scored 54.6% on MATH-500, compared with 51.7% for an earlier agent-generated repair under the same evaluation protocol.
