Operations | Monitoring | ITSM | DevOps | Cloud

As your business evolves in an ever-changing economy, your operations team has the chance to drive innovation and unlock new efficiencies. Watch an expert-led demo showcasing the newest features on the Velocity Platform — designed to empower your organization to accomplish better work, faster. In this interactive session, you'll: Explore the latest Velocity Platform updates that work for you. See why Velocity Web is far more than just a browser.

What is physical AI? Physical AI embeds machine learning directly into hardware, enabling algorithms to interact, move, and perform autonomous tasks in the physical world. Traditionally, robots relied on precise, hardcoded coordinates; if an object shifted by a single millimeter, the entire system failed. Today, robotics is moving past rigid automation toward truly adaptive architecture. Neural networks help machines process raw sensor data in real time. Consequently, machines can dynamically reason through the unpredictable physical world.

You're gonna want a cache. Aiven for Valkey's Dev Tier gets you 2 CPUs and 4 GB RAM on a single node, with automated backups, full monitoring (metrics + logs), and basic support included. JSON, Bloom filters, and Search come pre-enabled. AIVEN DATA PLATFORM The Aiven Platform is more than a collection of open source services for streaming, storing and analyzing data. The platform ensures that all services run reliably and securely in the clouds of your choice, are observable, and can easily be integrated with each other and with external 3rd party tools.