```markdown ## Diagram: Tool-Integrated vs. Training-Free Agentic Systems ### Overview The image compares two system architectures for processing queries: 1. **Tool-Integrated Reasoning Models (LLM Agents)** (Section a) 2. **Training-Free Agentic Systems** (Section b) Both sections depict workflows from "Query" to "Answer," with distinct component structures and feedback mechanisms. --- ### Components/Axes #### Section (a): Tool-Integrated Reasoning Models - **Key Components**: - **Query** (Top box, black text) - **LLM** (Central yellow box with flame icon, labeled "LLM") - **Answer** (Bottom green box, labeled "Answer") - **Process Flow**: - Arrows show sequential steps: 1. `Query` → `LLM` 2. `LLM` → `