Agentic AI
What happens to AI agents when the models change?
They need maintenance. Model deprecations, pricing changes, and capability shifts are routine. In an ongoing engagement that is handled as it lands. In a project engagement it becomes a change order, which is one reason projects age badly.
Related questions
- What is agentic AI?
Agentic AI is software that takes multi-step actions toward a goal rather than producing a single response. An agent reads data from your systems, decides what to do next, takes the action, and reports back. The distinguishing feature is that it acts, not that it answers.
- What is the difference between an AI agent and a chatbot?
A chatbot responds to a prompt. An agent has tools, permissions, memory, and a defined role in a workflow. Give a chatbot a resume and it summarizes. Give an agent a requisition and it sources, scores, drafts outreach, and schedules.
- What is the difference between automation and agentic AI?
Automation follows a fixed script and breaks when the input varies. An agent evaluates the situation and chooses among available tools. Automation is a rule. An agent is a decision.
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Last updated: August 2026