Computational Biology · Active Inference · Cognitive Security · Art

Daniel Ari Friedman

Researcher, educator & artist · President, Active Inference Institute

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About

I study ants, Active Inference, and cognitive security, and build open-source tools at the intersection of biology, computation, and information ecosystems. I am President and co-founder of the Active Inference Institute, a 501(c)(3) non-profit for open science.

My work runs from the behavioral ecology and transcriptomics of ant colonies to frameworks for consciousness, conflict resolution, and cognitive security, alongside pen-and-ink drawing and early Ethereum art (Curio Cards, 2017).

I hold a PhD in Ecology & Evolution from Stanford (advisor: Deborah M. Gordon), did an NSF Postdoctoral Fellowship at UC Davis, and teach Biology at College of the Redwoods. Open to consulting, tutoring, and research collaboration.

Selected Publications

Highlights from the catalog across 8 research domains

Federated inference and belief sharingNeurosci. & Biobehav. Rev., 202445 cites
Active Inferants: An Active Inference Framework for Ant Colony BehaviorFront. Behav. Neurosci., 202141 cites
Of woodlice and men: A Bayesian account of cognition, life and consciousnessALIUS Bulletin, 201888 cites
Gene expression variation in brains of harvester ant foragersCommun. Biol., 202031 cites
CEREBRUM: Case-Enabled Reasoning Engine with Bayesian RepresentationsZenodo, 2025
A variational synthesis of evolutionary and developmental dynamicsPhys. Life Rev., 2023
Shared protentions in multi-agent Active InferenceEntropy, 2024

Full bibliography (149 works) Google Scholar ORCID Profile

Visual Art

Pen-and-ink drawing, and early Ethereum art on the mainnet since May 2017

Curio Cards — Early Ethereum Art
Three pen drawings (Cards 24, 25, 26) in a collection of 30 cards by 7 artists, minted May 2017. Later included in Christie's first Ethereum auction (2021).
#24
Complexity
333 copies · Geometric fields drawn from brains & ant colonies
#25
Passion
222 copies · Rhythmic patterns on complexity & education
#26
Education
106 copies · the rarest in the set
2017
Curio Cards
Minted on Ethereum mainnet, May 2017 · 30 cards, 7 artists

942 catalogued pen-and-ink drawings exploring science, consciousness, and complex systems.

Browse the gallery Curio Cards Flickr Archive

Media & Appearances

Podcasts, conferences, published interviews, courses, and press

Active Inference Journal — 500+ videos on Active Inference
Hosted & produced by Friedman · Livestreams, study groups, guest lectures, symposia
Personal YouTube — 200+ livestreams
Pen drawings, Synergetics explorations, paper read-throughs, collaborative discussions
Beyond Dichotomy — "From Ants to Active Inference"
Andrea Hiott · Love & Philosophy
Making Sense of Complexity — Ep. 1: Ant Behavior & Complexity
George Gantz · Transistor
The Adam McBride Show — "The Rarest NFT" — Curio Cards
Apple Podcasts
Rosy Conversation — Interview
rosybvm.com
Wonderfest — Bay Area science education speaker
Wonderfest science events
Systems Processes, Active Inference, and Beyond (2025)
Conference presentation · DOI: 10.5281/zenodo.17138223
5th Applied Active Inference Symposium (2025)
AII Symposium abstract book
KuppingerCole EIC 2024 — Active Inference and Identity
European Identity & Cloud Conference · Speaker #3516
Interview: Daniel Dennett — Philosophy of mind, consciousness (2019)
ALIUS Bulletin
Interview: Robert Sapolsky — Free will, determinism (2022)
ALIUS Bulletin
Interview: Timothy Hanks — Decision neuroscience (2020)
ALIUS Bulletin
Denise Holt — "Active Inference: Pioneering a New Era of AI" (2024)
Features Friedman & Active Inference Institute
Curio Cards / Medium — "Decentralized Beauty: NFT Art and Ants"
2021 feature article
NFT Archaeology — Curio Cards recognized as early Ethereum art NFTs
Historical timeline entry (May 9, 2017)

Teaching & Education

University courses, online courses, and Active Inference Institute programs

B1

BIOL-1: General Biology

College of the Redwoods, Pelican Bay (Spring 2026). GitHub

B8

BIOL-8: Human Biology

College of the Redwoods (Spring 2026). GitHub

AII

AII Textbook Group

10 cohorts through 2026. Deep study of the Active Inference textbook (Parr, Pezzulo, Friston 2022 and Namjoshi 2026).

EDU

AII Programs

Internship (since 2022), Fellows Program (5 fellows by Nov 2024), Mentorship Program (2024).

COM

Communication for Remote Teams

Udemy course on distributed team collaboration.

VID

700+ Livestreams

500+ Active Inference Journal sessions + 200+ personal YouTube livestreams on research & art.

Contact

Open to consulting, tutoring, and research collaboration in Active Inference, Bayesian modeling, computational biology, and cognitive security. Email is the best way to reach me.

Daniel@ActiveInference.Institute · danielarifriedman@gmail.com