AI agent behavior is non-deterministic by definition, so a single prompt change can degrade response quality even when standard metrics show no errors, and without full trace visibility, diagnosing why an agent took an unexpected path becomes guesswork. AWS's new CloudWatch Omni captures every step in a structured timeline with built-in evaluations for correctness, coherence and tool selection, aiming to give teams a unified view regardless of how the agent was built. Read more about how AWS is approaching agent observability: buff.ly/guZrSxm #AWS #Observability #AIAgents

AI ambition is easy. Turning it into measurable value is where the real work begins. Join @RedHat’s virtual event, 𝘛𝘩𝘦 𝘈𝘐 𝘍𝘢𝘤𝘵𝘰𝘳𝘺: 𝘍𝘳𝘰𝘮 𝘝𝘪𝘴𝘪𝘰𝘯 𝘵𝘰 𝘝𝘢𝘭𝘶𝘦, for a practical look at how open architecture, accelerated computing and a strong partner ecosystem can support enterprise AI in production. The agenda brings together perspectives from @RedHat, @nvidia, @Dell and @TechstrongGroup on: 🔹 The current state of enterprise AI 🔹 Building an open foundation while keeping technology choices flexible 🔹 The AI Factory in action with Red Hat, NVIDIA and Dell Technologies 🔹 AI sovereignty and maintaining control 🔹 Partner solutions designed for real-world AI workloads 📅 October 15, 2026 🕦 11:30 a.m.–2:30 p.m. SGT 💻 Virtual event See how organizations can connect AI strategy with the infrastructure, platforms and ecosystem needed to deliver measurable outcomes. Register here: bit.ly/3TlaoqX #EnterpriseAI #AIInfrastructure #RedHat #NVIDIA