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

Name: What is Knowledge? What does it mean from an agentic context?
Uploaded: 2026-08-18T15:00:12.000Z
Duration: 1 min 12 s
Channel: Pinecone
Description: Pinecone video on how knowledge management and retrieval-augmented generation (RAG) make AI agents more accurate, reliable, and cost-efficient. Demonstrates Pinecone Nexus, a platform for governed knowledge layers in enterprise AI.

Pinecone18 August 2026Watch on YouTube

Part of series

Ep. 12 · Pinecone Nexus Kennislaag

Pinecone introduceert Nexus als een gestructureerde kennismotor die enterprise-data toegankelijk maakt voor AI-agenten.

View the series

What you'll learn

In Pinecone's view, knowledge is not just data but data combined with insight into how to apply it to a specific problem.
Nexus lets subject matter experts such as sales reps and HR leads capture their expertise in a manifest, a form AI agents can consume.
The platform moves knowledge transfer away from technicians and puts it with the employees who know the practice.
The broadcast positions Nexus as a different approach to the knowledge problem than solutions focused mainly on more context or better retrieval.

Frequently asked questions

How does Pinecone define knowledge in an agentic context?

Pinecone states that knowledge is data combined with insight into how to apply that data to solve a specific problem, comparable to a recipe applied to a concrete situation.

What is a manifest in Nexus?

A manifest is a design in which a subject matter expert, such as a sales rep or HR lead, captures his or her expertise, turning that knowledge into a form AI agents can use.

What sets Nexus apart from other solutions according to Pinecone?

Nexus converts knowledge from a human employee into knowledge an AI agent can consume, which Pinecone says solves the knowledge problem differently from platforms that focus on more context or better retrieval.

Topics

rag ai-agents knowledge-management enterprise-ai llm-infrastructure

Sources

What is known about this topic outside the broadcast, and where it says so.

Description from the channel

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. #Pinecone #PineconeNexus #EnterpriseAI #AgenticAI #GenerativeAI #AIInfrastructure #KnowledgeManagement #RAG #LLM #ArtificialIntelligence #engineers #aicode