AI Explained

Understand AI Agents Without the Hype

Curious about what AI agents can do, how they work together and where you stay in control? Start with the questions that matter to you.

Start with the basics

What Is an AI Agent?

Learn how goals, tools, feedback and autonomy allow an AI system to determine what action to take next.

AI Agent vs Chatbot

See the practical difference between an AI that mainly responds and a system that can execute multi-step work toward a goal.

AI Agent vs AI Workflow

Decide whether a task needs fixed steps or controlled agent autonomy — with prompts you can use.

Multi-agent AI

Can AI Agents Work Together?

How several AI agents can divide work, coordinate and influence one another inside a larger system.

What Happens When AI Agents Share Information?

Why shared memory and communication can increase system-level capability — while also spreading mistakes.

Autonomy in practice

Can AI Act on Its Own?

What the 2026 Hugging Face incident shows about autonomous agents, changing strategies, permissions and unintended behavior.

How Numerdo approaches AI

AI can be useful, and it can get things wrong. We try to explain what a system can do, what it can access and what is worth checking before you rely on the result.

When we discuss a specific event, we link to the sources so you can read them for yourself. Where something is uncertain, we try to say so.

Read the Numerdo Editorial Policy for our approach to sourcing, attribution, corrections, AI-assisted editorial work and cybersecurity subjects.

Put AI to work

Have a letter to understand, an answer to check or a task you would like help with? These guides and tools are a place to start.