# 🛡️ FarmWorks: Decentralized AI Agents for Personalized Solutions

**Daniel A. Friedman, Vladimir Baulin, Jonathan Minchin** (2024) · *Zenodo*

[![DOI](https://img.shields.io/badge/DOI-10.5281%2Fzenodo.13754585-blue)](https://doi.org/10.5281/zenodo.13754585)

---
<!-- Schema.org structured data for search engines -->
<!--
{"@context":"https://schema.org","@type":"ScholarlyArticle","headline":"FarmWorks","abstract":"FarmWorks is a proposal for a decentralized AI-powered agricultural platform that enables personalized, farm-scale solutions while resisting power concentration associated with centralized AI systems. The platform integrates real-time sensor data collection, edge computing, and Active Inference models to empower individual farmers with cutting-edge technology while preserving their autonomy. Key components include: (1) customizable on-site sensor networks for real-time environmental data gatheri","keywords":["FarmWorks","decentralized AI","precision agriculture","Active Inference","sensor networks","edge computing","farmer autonomy","sustainable agriculture","IoT","community-driven innovation"],"author":{"@type":"Person","name":"Daniel Ari Friedman","url":"https://danielarifriedman.com/"}}
-->


## Abstract

> FarmWorks is a decentralized AI-powered agricultural platform designed to empower individual farmers by providing personalized solutions while resisting the centralization of power associated with traditional AI systems. The platform integrates real-time data collection, edge computing, and Active Inference models to enhance decision-making and promote sustainable agricultural practices.

## Keywords

`FarmWorks` · `decentralized AI` · `precision agriculture` · `Active Inference` · `sensor networks` · `edge computing` · `farmer autonomy` · `sustainable agriculture` · `IoT` · `community-driven innovation`

## Key Contributions

- Development of an open-source decentralized AI platform for agriculture.
- Empowerment of farmers through personalized, context-aware decision support.
- Community-driven approach fostering knowledge sharing and innovation.
- Implementation of an ethical framework for AI deployment aligned with human values.

## Methods

- Integration of customizable sensor networks for real-time data collection.
- Use of Active Inference models for personalized recommendations.
- Decentralized data processing to enhance privacy and security.
- Virtual assistant for natural language interaction with farmers.

## 🎯 Consulting & Tutoring

**Available for AI Research Consulting and Tutoring.** [Contact Daniel Ari Friedman, PhD](https://danielarifriedman.com/) for collaboration on Active Inference, Bayesian modeling, and computational biology.

## Citation

```bibtex
@article{2024_FarmWorks,
  author = {Daniel A. Friedman, Vladimir Baulin, Jonathan Minchin},
  title = {{FarmWorks: Decentralized AI Agents for Personalized Solutions}},
  journal = {Zenodo},
  year = {2024},
  doi = {10.5281/zenodo.13754585},
}
```

## File Inventory

- `AGENTS.md` (1,756 bytes)
- `2024_FarmWorks.pdf` (670,467 bytes)
- `README.md` (1,337 bytes)
- `SKILL.md` (1,634 bytes)