Short answer
Agentic AI is AI that pursues a goal with limited supervision. It plans steps, uses tools, checks the result, and changes course. Generative AI produces text/images/code from a prompt. Agentic AI uses a model like that to act (API call, file edit, handoff). Agentic = agency: act on purpose, not only answer.
Key takeaways
| Question | Answer |
|---|---|
| What is agentic AI? | Goal + limited supervision: plan, tools, check results |
| What does agentic mean? | Agency — act on purpose, not only reply |
| vs generative | Generative = content; agentic = next action toward a goal |
| AI agent | Worker in that loop; platform hosts one or more |
| Replace people? | Takes steps; person sets goal + approves irreversible actions |
Definition
IBM: an AI system that can accomplish a specific goal with limited supervision. Working test: decide next action → take it with a tool → inspect what happened → continue. Chat-only stop = generative with a chat box, even if the marketing says “agent.”
Three tests: next step vs next sentence? tool outside chat? stop/revise/ask when risky?
Generative vs agentic
| Generative | Agentic | |
|---|---|---|
| You provide | Prompt | Goal + constraints |
| It produces | Content | Actions (+ content if needed) |
| Next step | You prompt again | It chooses within tools/limits |
| Stop | Reply done | Goal / limit / human handoff |
| Failure | Wrong paragraph | Wrong action in another system |
Usually built on generative models. Anthropic: workflows = fixed tool paths; agents = model directs process/tool use.
How it works
Set goal → plan → act with tools → check hand off irreversibles. Coding agent that runs tests and reads failures = in the loop. Paste-prompt button = not.
Platform = hosts loop + tools + context + approvals → What is an agentic AI platform? · buy/build → Agentic AI solutions · vendors → Leading agentic AI platforms.
Where it fits / doesn’t
Fits: code+review, test-fix, research with openable citations, multi-agent delivery with a human gate. Skip: un-checkable outcomes, or every step irreversible (prefer an auditable script).
Sources
- IBM: What is agentic AI?
- IBM: Agentic AI vs generative AI
- Anthropic: Building effective agents
No invented metrics. Full version: https://xsquads.ai/blog/what-is-agentic-ai
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