https://www.kad8.com/tags/systems/ Recent content in Systems on KAD Hugo -- gohugo.io en © 2026 Fri, 03 Jul 2026 21:52:29 +0800 https://www.kad8.com/ai/areal-2.0-open-source-building-self-evolving-ai-agents-with-online-rl/ Fri, 03 Jul 2026 21:52:29 +0800 https://www.kad8.com/ai/areal-2.0-open-source-building-self-evolving-ai-agents-with-online-rl/ <blockquote> <p>AReaL 2.0 Open Source: Building Self-Evolving AI Agents with Online RL</p></blockquote> <p>AI agents have rapidly evolved from impressive demonstrations into production systems powering software engineering, customer support, research, and enterprise automation. As adoption accelerates, the industry&rsquo;s focus is shifting away from a simple question—<em>Can an agent complete a task?</em>—toward a far more ambitious one:</p>