advisory

Go security team warns about CVE-2026-98432, a use-after-free bug in Linux kernel IPv4 TCP handling enabling RCE (exploit demonstrated by Anthropic via MPTCP listeners), recommending a patched kernel upgrade and detailing how to disable MPTCP defaults in Go programs.

This paper introduces Agri-SAGE, a closed-loop framework that integrates multi-agent LLM reasoning with biophysical simulation (APSIM) to generate and validate context-aware agricultural advisories. The framework outperforms static baselines in retrospective analysis, with Tree-of-Thoughts achieving peak yields and Reflexion reducing computational cost via episodic memory.