Topic
collection
SkillsVote Framework Governs Agent Skills Lifecycle from Collection to Evolution
SkillsVote is a lifecycle-governance framework for Agent Skills that addresses redundancy, quality, and environment sensitivity in open skill ecosystems. It profiles a million-scale open source corpus, decomposes trajectories into skill-linked subtasks, and admits only successful reusable discoveries to evidence-gated updates. Experiments on Terminal-Bench 2.0 and SWE-Bench Pro show performance improvements on challenging agentic coding benchmarks.
MASCOT-Android: Automated Pipeline and Curated Dataset for Android Malware Source Code Discovery
Researchers introduce MASCOT-Android, a curated dataset of Android malware source code and an automated collection framework. The key finding is that repository-level documentation alone provides a strong signal, enabling a LinearSVC classifier to achieve 96.28% accuracy with a 1.06% false positive rate. The model outputs confidence scores for threshold adjustment, making it practical for real-world malware source code collection.
Business GST Collection Growth Slows to 3.2%, Lowest in Six Months
India's GST collection growth decelerated to 3.2% in May, marking the slowest pace in six months. The total collection stood at Rs 1,94,184 crore, with domestic revenue declining by 2.6%. Adjusted for a one-time telecom payment, the growth would have been 9%.