# Full Text: Postdoc review (2020-2023)  ~  September 25, 2023

> Extracted from `2023_PostdocReview.pdf`

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2020-2023
Postdoc review 
Daniel Ari Friedman
September 25, 2023

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.0 – Background & Context
.1 – Working Areas
a.
Biology
b.
Entomology
c.
Active Inference
d.
Cognitive Security
e.
Meta-Science
f.
Philosophy & Arts
.2 – Review, Livechats & Onwards
Roadmap.

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Background & Context
.0

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Oct. 2023
2014
July 2019 Oct. 2020
?????????????
?????????????

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NSF: 2010290 - October 2020 to October 2023
Postdoctoral Research Fellowships in Biology (PRFB)
https://www.nsf.gov/pubs/2023/nsf23620/nsf23620.htm 
Integrative Research Investigating the Rules of Life Governing Interactions Between Genomes, Environment and Phenotypes
Through this Competitive Area, BIO aims to stimulate creative integration of diverse subdisciplines of biology using combinations of observational, experimental, theoretical, 
and computational approaches to discover underlying principles operating across hierarchical levels of life, from biomolecules to organisms to ecosystems. Research activities 
under this Competitive Area should lead to new understanding of how higher-order structures and functions of biological systems result from the interactions of 
heterogeneous biological components, as shaped by the environment and evolutionary processes furthering predictive capability of how key properties and mechanisms of 
living systems emerge from the interactions of genomes, environments, and phenotypes.
This action funds an NSF Postdoctoral Research Fellowship in Biology for FY 2020, Integrative Research Investigating the Rules of 
Life Governing Interactions Between Genomes, Environment and Phenotypes. The fellowship supports research and training of the 
Fellow that will contribute to the area of Rules of Life in innovative ways. This research investigates the ecology and evolution of the 
Hymenoptera, the order of insects containing species such as ants, bees, wasps, and sawflies. The work contributes to our 
scientific understanding of how genetics, epigenetics, behavior, and ecology are related over developmental and ecological time 
scales, in the context of a well-studied and biodiverse clade of insects. This project addresses fundamental questions in biology 
including: How did colony living (eusociality) arise in ants and bees from their solitary ancestors? How do colony traits originate and 
become elaborate? How are the hormonal and neurobiological underpinnings of colony traits linked to genetic and ecological 
variation among species? How might these insights from eusocial colony evolution help humans design resilient distributed 
systems, for example to respond to disasters, manage socially-spread pathogens, and improve the security of cyberphysical 
systems? The Fellow will also actively engage in science communication, mentoring, and outreach programs, with a special 
emphasis on local underserved communities, team-based remote education, and transdisciplinary approaches such as Complexity 
Science.
Eusocial (colony-living) insect species display variation within populations and among species in ecologically-important colony traits 
such as behavior (e.g. collective foraging, search, offense/defense) and reproductive strategies. Tissue-specific gene expression 
patterns can influence colony traits such as collective behavior in a non-linear fashion through altering colony-level physiological 
processes. Previous approaches to studying the evolution of eusocial insect colony traits have been of limited phylogenetic scope, 
have not considered the role of tissue-specific gene expression in colony-level physiological processes, or only considered genes 
with single-copy orthologs present in all species considered. This project will integrate multiple biological techniques 
(phylogenomics, transcriptomics, chemical profiling, ecological niche modeling) to investigate the evolutionary and functional roles 
of lineage-specific genes, complex gene families, and tissue-specific expression patterns in Hymenoptera. More broadly, the 
theoretical models and bioinformatic pipelines developed in this research will generalize far beyond the Hymenoptera, and provide 
avenues for integrative synthesis across taxa. The Fellow will be co-trained by Prof. Brian Johnson (University of California, Davis) 
and Prof. Tim Linksvayer (University of Pennsylvania), and will work to increase participation, inclusion, reproducibility, and 
transparency in science.
https://www.nsf.gov/awardsearch/showAward?AWD_ID=2010290 
Insects as/and Complex Biological Systems & Broader Impacts
Prof. Brian 
Johnson
Prof. Tim 
Linksvayer

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Working 
Areas.1
Not covered in this stream: 
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Things I’ve forgotten
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Works in progress or review
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Private, Secret, & Silent work
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Local Davis engagements & activities
~# of 
works
20-23

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# of publications by year per Working Area
20…

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CognitiveSecurity.us 
For this presentation, I used GPT4 via Perplexity.ai to upload each paper and ask the following prompt
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Please deeply analyze the attached paper and do all needed background research in order to be a professional expert in the area.
Then, output 3 semantically-crystalline paragraphs of 2-6 sentence which to a human reader will elegantly convey the paper’s:
- CONTEXT (the broader background of the work, which does not mention the paper’s contribution/approach at all)
- CONTRIBUTIONS (specifically what the paper uniquely did, developed, and introduced)
- IMPLICATIONS (the causal consequences of the paper in our complex world, and directions for future work and research).
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The next part of this stream will be over at the Coda website https://cognitivesecurity.us/ 
I will quickly describe each of the works carried out and how it related to the primary Working Area. 
You can pause the video to read the GPT4 Context, Contributions, Implications, which I will scroll over. 
You can visit the website and click the Perplexity link to “continue the conversation” and interact with the work!
Following the overview section, I will cover 10 highlights.
The highlights are sorted by working area, not relevance.

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Biology

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A Variational Synthesis of Evolutionary 
and Developmental Dynamics
https://www.mdpi.com/1099-4300/25/7/964
Karl Friston, Daniel A. Friedman, Axel 
Constant. V. Bleu Knight, Chris 
Fields,Thomas Parr, and John O. 
Campbell
Entropy
2023
Figure 1. Schematic (i.e., influence diagram) illustrating the sparse 
coupling among states that constitute a particular partition at two scales.
Figure 2. Schematic showing the hierarchical relationship between particles at scales i and i + 1.
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Foundational work that provides a multiscale analytic framework based 
upon Active Inference & the Free Energy Principle. 
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Reflecting discourse with the authors and others in ActInf Ecosystem 
since 2017, and setting directions for some time to come!

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A single-pheromone model accounts for 
empirical patterns of ant colony foraging 
previously modeled using two pheromones
https://www.sciencedirect.com/science/artic
le/pii/S1389041723000207 
Eric Saund, Daniel Ari Friedman
Cognitive Systems Research
2023
• Big headed ants (Pheidole megacephala) are able to forage in a Y-maze for food.
• Previously, investigators modeled P. megacephala with a two-pheromone model.
• We account for empirical results of P. megacephala foraging with a one-pheromone model.
• Our one-pheromone model recapitulates key patterns and is biologically plausible.
• This work demonstrates principles of sensory-cognitive modeling and ant foraging.
Dussotour’s experiment
Fig. 3. Proposed pheromone measurement function M is a power-law amplification of 
the raw pheromone level ph, subtracting a small base level noise factor, B.
Fig. 5. 
Modeling the 
branch 
preference 
function as a 
product of 
sigmoid 
squashing 
functions.
Fig. 6. a. Simulated 
trajectories of pheromone 
amounts and 
measurements under the 
one-pheromone model.

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Active Inference

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Active Inferants: An Active Inference 
Framework for Ant Colony Behavior
https://www.frontiersin.org/articles/10.3389/
fnbeh.2021.647732/full
Daniel Ari Friedman, Alec Tschantz, Maxwell J. 
D. Ramstead, Karl Friston, Axel Constant
Front. Behav. Neurosci.
2021
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Above – Pheromone dynamics
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Left – Collective phenotypes
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Bottom – Generative model and 
T-maze simulation setup
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First Active Inference model of 
stigmergic collective behavior
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Sets up extensible framework 
for studying the diversity of Ant 
behaviors; foraging and beyond
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Early pre-pymdp collaboration 
that could already be updated

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Active Inference in 
Modeling Conflict
https://zenodo.org/record/5759807
Scott David, Richard J. Cordes, Daniel A. 
Friedman
Zenodo
2021
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Application of Active Inference to 
multiscale conflict/cooperation settings
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Foundation of further work on CogSec, 
OODA, (inter)organizational developments 
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BOLTS (Business, Operational, 
Legal, Technical, and Social)

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The Active Inference Institute and 
Active Inference Ecosystem (2023)
https://zenodo.org/record/8266281
Active Inference Institute;  Aguirre, Ander;  Boik, John;  Burian, Libor;  Brown, 
Matthew;  Cordes, RJ;  David, Scott;  Douglass, David S; Fernandez-Maquieira, 
Pablo;  Friedman, Daniel A;  Grimm, Holly;  Guénin–Carlut, Avel;  Iennaco, Maria 
Luiza;  Knight, V Bleu;  Mikhailova, Alexandra;  Rahmjoo, Ali;  Razi, Adeel;  Smékal, 
Jakub;  Tamari, Ronen;  Tickles, Dean;  Vyatkin, Alex
375+ livestreams on Active Inference 2020-2023 along with 
transcripts at the Active Inference Journal
2020-2023
~30 Interns, SAB, BoD, and 
so many other nestmates!

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Cognitive 
Security

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COGSEC books 2020-2022
cogsec.org/research-initiatives-3 
Ongoing initiative in 2023: ATLAS 
2020
2021
2022
RJ Cordes
https://coda.io/@aien/rj-cordes

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Innovator’s Digital Playbook
https://www.innovatorsdigitalplaybook.com/ 
Monica Kang, Richard J. Cordes, Daniel A. Friedman
2021
Monica Kang
innovatorsbox.com
Rethink Creativity & Rethink Facilitation
https://www.youtube.com/watch?v=4f4rrMZ-Wyo 
https://www.youtube.com/watch?v=aMiremrUx3g

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Beyond Research

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Context
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CJ Fearnley passed away at end of 
2022, with plans in play for 
Collaborating for Comprehensivity and 
related initiatives hosted by Shrikant 
Rangnekar at 52 Living Ideas.
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With others in the Trimtab Reading 
Group (Curt, Kirby, Richard, Struppi, 
Richard, Maurice, Luke, Brett, Lionel, 
Stephen, Luke, Jim, Nathan, Sean, 
Andrew, Jalen, and more!) we read 
many Fuller texts and wove other 
influences into the picture. 
William Blake & Buckminster 
Fuller: Lives in Juxtaposition 
(A study in Comprehensivity)
https://zenodo.org/record/7519132 
Daniel A. Friedman
Zenodo
2023

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230 total drawing livestreams 
(~150 during the last 3 years). 
Contributions
Context
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Passionate about Art 
(drawing), Synergetics 
(geometry of nature/thinking),  
Research, other areas. 
200+ livestreams on personal channel, 
including drawings, Synergetics, paper 
discussion and various other events
Daniel A. Friedman, YouTube
2023
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17 Synergetics streams (all within last 3 years)
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8 PaperStreams (all 
within last 3 years)

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Kernel Community
kernel.community/en/
complexityadventures.com/
https://www.aliusresearch.org/
https://www.isss.org/home/
Information-
professionals.org/
Thanks 
Jason, Sid, 
and others for 
DeSchool!
Education
Knowledge Engineering
Common 
Sense[makers]
Ronen, Shahar, William, 
Lauren, Brad, Charles et al.
StigPeople
Apoideas
Tucker et al.
curio.
cards
block.
science/
The mostly-unnamed 
colony

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Review, Livechats 
& Onwards.2
If you are watching live, please add any comments/questions 
in the livechat & I will try to address everything I can.

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Onwards!
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Continued thanks to Family, 
Friends, Nestmates, the 
Niche, and Beyond
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Every day was an opportunity, 
honor, blessing, and journey.
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I acknowledge contributions of 
so many over the years.
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I am & will be active in: 
○
Research
○
Education
○
Service
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People can get involved with 
the listed open source 
projects and communities 
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Get in touch with questions, 
comments, and offers. I 
expect and prefer to be your 
advocate, ally, & colleague.  
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Read between and among the 
lines (Quantum Active 
Inference) && Unity is plural 
and at minimum two. 
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There is much more to 
come! It is a rising and not 
a setting sun.


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*Extraction method: pymupdf*
