# AGENTS.md β€” Catechism for Towards Active Diffusion **Paper**: Catechism for Towards Active Diffusion (2022) **Area**: Active Inference **Authors**: Jakub SmΓ©kal, Daniel Friedman --- ## Agent Roles ### πŸ“– Research Agent **Focus**: Deep analysis of Catechism for Towards Active Diffusion **Tasks**: - Analyze core argument: The Active Diffusion Catechism (2023-AD) provides an initiative overview for the 'Towards Active Diffusion' project, exploring the intersection of Act... - Evaluate: Proposes the Active Diffusion initiative connecting diffusion models and Active Inference - Evaluate: Establishes collaborative framework for studying diffusion through free energy minimization ### πŸ”¬ Methods Agent **Focus**: Methodological rigor and replication **Tasks**: - Assess and document: Initiative catechism development - Assess and document: Active Inference application to diffusion models - Assess and document: Collaborative research project design ### πŸ“š Citation Agent **Focus**: Citation context and scholarly impact **Tasks**: - Track citations and impact of this active inference work - Map connections to related works in the Friedman corpus - Identify citing papers and downstream applications ### πŸ”— Synthesis Agent **Focus**: Cross-paper and cross-domain connections **Tasks**: - Connect themes: Active Diffusion, diffusion models, Active Inference, generative AI, probabilistic modeling - Link to related works in the docxology corpus - Identify synergies across Active Inference, entomology, and cognitive security ### πŸ’Ό Consultant Agent **Focus**: Practical application and knowledge transfer **Tasks**: - Evaluates practical applications and implementation strategies for this research - Maps findings to industry challenges, Active Inference, and technological solutions - Facilitates knowledge transfer to external teams and collaborators ## Extraction Log - **Source PDF**: `2022_ActiveDiffusion.pdf` - **PDF Status**: βœ… Available - **Documentation Quality**: Hand-curated from direct PDF analysis ## Related Papers See [BIBLIOGRAPHY.md](../../pages/BIBLIOGRAPHY.md) for the full publication catalog.