How Agents Think with LLMs

Reasoning Patterns

Break complex tasks into sequential steps

Step 1 output → Step 2 input

Choose the right specialist for the task

If security → Security Agent

Create multi-step strategies

Analyze → Fix → Validate → Report

Self-evaluate decisions before acting

Is this fix safe? confidence > 0.8?

Input: "OSPF neighbor timeout on R1"

↓

Structured Prompt + Context

↓

LLM Reasoning (Mistral-7B)

↓

JSON Output: {"action": "delegate", "to": "stability"}

↓

Execute Action