5+ hour, 17+ min ago  (1337+ words) 2026.04 " Pebblous Data Communication Team Reading time: ~12 min " " The AgentDS competition (arXiv:2603.19005), designed by the University of Minnesota and Cisco Research, is the first systematic benchmark to pit AI agents against human data scientists on identical real-world tasks. Across six industries,…...

4+ day, 6+ hour ago  (608+ words) AI modifying itself is already a known concept. But Meta FAIR's HyperAgents goes a step further " it modifies the mechanism that does the modifying. We analyze what this recursive self-improvement loop means for the future of autonomous data operating systems....