# AutoTAM Data Topology: Stateful Architecture & Pandas Vectorization [EXP]

> 🧪 **Experimental – Work in Progress**

⚠️ **Status: Incomplete / exploratory code**

- This module is under heavy development or prototyping  
- It may be partially implemented or non-functional  
- Behavior, correctness, and API are not guaranteed  
- Provided for transparency and research exploration only

**Navigation:**
  * **Theory introduction:** [See the Intro](../../THEORY.md)
  * **Related mathematical theory:** [See the Mathematical Theory](../../math/meta/09_auto_data_topology.md)
  * **Related AutoTAM architecture:** [Orchestrator Code](08_auto_orchestrator_code.md)