MATE, a deterministic post-retrieval memory adaptation procedure, achieved task success rates of 81.3% and 93.3% on 134 ALFWorld tasks with Qwen2.5-14B and 72B while using roughly one-tenth of the tok…
Researchers introduced MATE (Mutually Adversarial self-Training with Evolving data), a reinforcement-learning post-training framework that has the generation and understanding branches of a unified mu…
YSERVER, a modern X11 server written in Rust with AI assistance from Claude Code, has released version 1.3 with new features including FreeBSD support, Xinerama extension, direct mode VT switching, an…
A 10-year-old remote code execution vulnerability (CVE-2026-46529) was discovered in the Linux PDF viewers XReader, Evince, and Atril, which share the same codebase. The flaw, found with the assistanc…