AI agentsWhat is an AI agent?
An AI agent is software that pursues a goal by taking actions, not just answering: it reasons, calls tools, and loops until the job is done. Here is what that means.
AI agentsWhy an AI agent needs a knowledge graph, not a chat log
Chat logs remember words. Vector dumps remember chunks. Neither remembers what an AI agent actually learned. A knowledge graph does: entities, relationships, consolidated over time, cited and provenanced. The difference between an agent that accumulates and one that just accrues.
AI agentsAgentic teams break in ways a single agent does not
One AI agent is a tool you supervise. A team of agents is a small organisation, and it inherits the problems of one: duplicated work, unclear hand-offs, and no straight answer to who did what. What actually breaks when you run agentic teams, and what keeps them accountable.