---
name: "Thoughtseeds"
description: "Expertise in computational modeling of cognitive processes, particularly in understanding thought dynamics during meditative states."
tags: ["active inference", "thoughtseeds", "meditation", "thought-dynamics", "hierarchical-modeling", "agentic-framework"]
---

# Thoughtseeds: A Hierarchical and Agentic Framework for Investigating Thought Dynamics in Meditative States

**Prakash Chandra Kavi, Gorka Zamora-López, Daniel Ari Friedman, Gustavo Patow** (2025) · Active Inference

## Instructions

Use this skill when working with topics related to **Thoughtseeds, meditation, thought dynamics, hierarchical modeling**.

When applying this skill:
1. Model thought dynamics using the Thoughtseeds framework
1. Apply Active Inference to meditative and contemplative practices

## Key Concepts

- **Thoughtseeds**
- **meditation**
- **thought dynamics**
- **hierarchical modeling**
- **agentic framework**
- **Active Inference**
- **attention**
- **mindfulness**

## Methods & Techniques

- Employs a hierarchical model structured as nested Markov blankets.
- Simulates focused-attention Vipassana meditation using rule-based training informed by neuroscience.
- Utilizes computational modeling combined with phenomenological insights.
- Applies the framework to investigate meditative states and mind-wandering episodes.

## Key Findings

- Identifies four emergent states from thoughtseed interactions: breath_control, mind_wandering, meta_awareness, and redirect_breath.
- Shows that experts maintain control dominance for focused attention, while novices experience frequent mind-wandering.
- Demonstrates self-organizing dynamics in thought processes during meditation.
- Provides testable predictions about meditation skill development and cognitive processes.

## 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.