What is Knowledge? What does it mean from an agentic context?

Knowledge is rather abstract and philosophical. So what does it mean from an agentic context? How does providing the right knowledge at the right time to an agent increase its accuracy, task completion, and cost efficiency far above and beyond a frontier model alone? Watch the video to see it in action, and if you’d like to learn more, check out the blog post: https://www.pinecone.io/blog/pinecone-nexus-generally-available/?utm_source=youtube&utm_medium=organic-social&utm_campaign=nexus_launch&utm_content=youtube Nexus creates a governed knowledge layer that compiles information scattered across your business, so AI agents can retrieve trusted, relevant context directly—leading to more accurate, reliable, and cost-efficient outcomes. The results speak for themselves: 📈 On Sierra's τ-Knowledge benchmark: • GPT-5.2 + Nexus achieved 12% higher accuracy while reducing cost per task by 80%. • GPT-5.5 maintained the same accuracy while lowering cost per task by 77%. Pinecone Nexus is now generally available, making it easier for enterprises to move beyond AI demos and build production-ready agentic applications powered by their own knowledge. Watch the video to hear our Product Director explain what led us to build Nexus and why enterprise knowledge—not bigger models—is the key to scaling AI. #Pinecone #PineconeNexus #EnterpriseAI #AgenticAI #GenerativeAI #AIInfrastructure #KnowledgeManagement #RAG #LLM #ArtificialIntelligence #engineers #aicode