# MAS Agents Research 1.0

Cyberpunk-themed dual-mode research orchestration system using specialized AI models for deep-dive analysis and map-reduce synthesis.

Source: https://www.iamfern.com/projects/mas-agents-v1

Role: Architect

## architecture

- Dual-mode: Agentic Deep Dive + Map-Reduce Military Swarm
- 6 specialized models (Planner, Researcher, Reasoner, Drafter, Validator)
- Self-healing Engineer Agent generates Python tools at runtime

## sophistication

- Runtime AST validation & security scanning
- Semantic tool memory via ChromaDB
- Vector-ID dispatch pattern (57% cost savings)

## scale

- Processes 50-100+ web sources per query
- 73% speed improvement via parallel dispatch

## stack

- LangGraph
- ChromaDB
- Python
- DeepSeek
- Llama 3.3