Hi I published my first post in Linkedin on Knowledge. Please provide feedback and do let me know if you agree with my observation on the content.
Clear, practical, and very approachable explanation of CrewAI’s Knowledge feature https://docs.crewai.com/en/concepts/knowledge#knowledge). I especially like the framing of Knowledge as a controlled, built-in RAG-like capability rather than something entirely separate (general memory) — that’s a mental model many teams struggle with. The use-case breakdown (domain grounding, consistency, continuity) reflects how agents are actually used in production (https://docs.crewai.com/core-concepts/agents).
One area that could be expanded is clarifying that Knowledge is retrieved context, not adaptive memory or true agent “memory.” .” It feeds retrieval, but isn’t conversational memory (https://docs.crewai.com/en/concepts/knowledge#knowledge-events). A small illustrative and concrete example would also help readers visualize the flow, thus the lifecycle, of Knowledge in action.