# Adam Swarm

## Overview
This module (`adam_swarm`) powers the System 1 multi-agent infrastructure, providing high-velocity probabilistic processing, asynchronous ingestion, and fast heuristics.

## Objectives
- Handle rapid orchestration across neural swarm architectures.
- Focus exclusively on raw asynchronous text parsing and unstructured data reasoning.
- Provide fast reasoning logic on unstructured files like earnings calls or live document streams.

## Future Plans
- Refine multi-agent orchestration structures for optimized asynchronous ingestion and faster document parsing pipelines.
- Introduce specific API boundary tools dynamically mapped to modern FastMCP standard schemas.
