What is agentic AI?
Agentic AI systems that plan, call tools, and iterate—not single-shot chat replies.
Agentic AI refers to models plus orchestration that can break goals into steps, invoke tools (shell, APIs, browsers, MCP servers), and revise work based on feedback.
How it differs from a chat box
| Chat assistant | Agentic workflow |
|---|---|
| One turn in, one turn out | Multi-step plan with tool calls |
| User pastes context each time | Repo, docs, and logs wired in |
| Suggestions only | Can edit files when policy allows |
Production guardrails
PunkSolid treats agents as draft engines: specs, tests, human review, and deployment gates still apply. See methodology and spec-driven development.