👑 Atria Dawn Preview is here, built to complete real research and engineering work. 📜 MIT. 🤖 ⚙️ Built on a 744B MoE foundation with a 256K context window. Standard and FP8 weights are available. 🔬 Discovery workflows cover evidence gathering, deep research, experiment design, execution, analysis, and recovery from failure. 🏆 Leads the reported comparison on AutomationBench, BFCL v4, CyberGym, DeepSearchQA, and BrowseComp. Scores include 53.8, 77.0, 86.5, 96.0, and 92.5 respectively. 🧩 Creation and delivery capabilities span software, interactive apps, ML systems, visualizations, reports, and presentations. 🛡 Cybersecurity support covers analysis, vulnerability validation, remediation, and retesting in authorized environments.