---
name: "GenerativeResearchTeams"
description: "Expertise in designing and implementing Generative Research Teams that leverage Active Inference and cognitive models to enhance research efficiency and adaptability."
tags: ["active inference", "generative-research-team", "active-inference", "generative-model", "cognitive-modeling", "llms"]
---

# Generative Research Teams: Active Inference Compositions for Research and Meta-Science

**Daniel Friedman, Jakub Smékal** (2023) · Active Inference

## Instructions

Use this skill when working with topics related to **Generative Research Team, Active Inference, generative model, cognitive modeling**.

When applying this skill:
1. Design Generative Research Teams with modular composable roles
1. Apply Active Blockference and cadCAD for research team modeling
1. Implement cognitive security (NIM, VIE) in research workflows
1. Use meta-prompting for adaptive AI-augmented research

## Key Concepts

- **Generative Research Team**
- **Active Inference**
- **generative model**
- **cognitive modeling**
- **LLMs**
- **autonomous agents**
- **open science**
- **decentralized science**
- **Active Blockference**
- **meta-prompting**

## Methods & Techniques

- Utilization of Active Inference as a cognitive modeling approach.
- Implementation of systems engineering principles in GRT design.
- Development of communication strategies for effective dissemination of research findings.
- Use of tools like Active Blockference and cadCAD for situational awareness.

## Key Findings

- GRTs can effectively navigate complex research landscapes and produce impactful outcomes.
- The integration of human and computational entities enhances problem-solving capabilities.
- Active Inference improves decision-making and efficiency within research teams.
- GRTs can adapt to unexpected changes through collaborative environments and resilient architectures.

## Prerequisites

- Probability theory and Bayesian inference basics
- Free Energy Principle and generative models

## 🎯 Consulting & Tutoring

[Daniel Ari Friedman, PhD](https://danielarifriedman.com/) is available for AI Research Consulting and Tutoring related to this skill.

## Related Skills

See [BIBLIOGRAPHY.md](../../pages/BIBLIOGRAPHY.md) for the complete publication catalog and related papers.