An introduction to Physical AI

On this page What Physical AI means for practitioners From predictions to physical consequences Why does Physical AI matter? The Physical AI system loop Making generative models spatial Training data for Physical AI Reinforcement learning in Physical AI How W&B fits into the workflow Common challenges in Physical AI Final thoughts Physical AI today involves […]
Computer vision in retail: Use cases, and faster time-to-value with W&B

On this page Using computer vision in retail What computer vision in retail actually means The building blocks behind retail computer vision Why retailers are investing now Retail use cases that matter most Where the ROI usually comes from What leaders need to know about the stack Governance, privacy, and compliance How W&B helps retail […]
Evaluating LLMs in production: From drift detection to continuous monitoring

On this page The silent threat How do you build evaluation sets that stay relevant? Can automated LLM judges replace human evaluation? Example 1: Drift and cascadingfailures Example 2: Implement continuous monitoring What production metrics matter How do you integrate evaluation into your development workflow? Reproducibility and resources Closing The rise of large language models […]
Agentic AI self-correction: How to build systems that fix their own mistakes

On this page Why AI must learn to self-correct The principles of agentic reasoning Architecting a self-correcting system Autonomous reflection loops Overcoming common failures MCP and advanced governance Summing things up The dream of AI has always been autonomy. But true autonomy isn’t just about finishing a task; it’s about recognizing when you’ve taken a […]
Chatbots in finance and banking

On this page Introduction Chatbots in finance: Core concepts How banks are using chatbots Benefits of finance AI chatbots Main types of banking chatbots Rule-based banking chatbots AI chatbots and assistants What leading banks are doing Safety, compliance, and risks Enhancing customer satisfaction How professionals view the future Strategic considerations Conclusion Chatbots have become integral […]
Evaluating autonomous AI agents for performance, oversight, and business value

On this page Understanding autonomous agent frameworks Core agent evaluation dimensions Progressive evaluation by agent autonomy level Component vs end-to-end evaluation Building test suites Common failure patterns Production monitoring Autonomous agent evaluation tools ROI and risk assessment Implementation roadmap The future of autonomous agent evaluation AI agents are rapidly moving into real-world use. A 2024 […]