UFOs as a high-agency Platonic pattern: A synthesis of M. Levin's and J. Vallée's frameworks

Introduction

This post is a continuation of my exploration of theories, concepts, and methods that can facilitate our understanding of the origin, nature, and intent of the (UFO) phenomenon. In a couple of posts, I have used Dr Jacques Vallée's hypothesis on the UFO/UAP issue acting as a cybernetic system and combined and compared his framework to more established theories and concepts in, for instance, sociology.

In this post, I am combining Vallée's framework with Dr Michael Levin's research program on developmental/synthetic biology. With the help of an AI-model, this post explores the results of combining the two mentioned frameworks. The result is fascinating, but also raises questions about what activity or manifestations can be attributed to a genuine UFO (physical, technological) or not.

In the conversation below, my prompts/questions/answers are marked in italics. The AI-model's responses are in normal text. Throughout the conversation, I have, in retrospect, made some comments and clarifications which are marked with [ ]. 

The structure of the conservation is:

1. How does Dr Levin's research program map onto Dr Vallée's hypothesis of UFOs/UAP as a cybernetic system?

2. The implications of Levin's "Platonic patterns" for Vallée's hypothesis?

3. The AI-model's question about my high strangeness experiences

The post ends with my reflections on the combination of Dr Levin's and Dr Vallée's frameworks.

Source (takes you to an article by Dr Michael Levin).

1. How does Dr Levin's research program map onto Vallée's hypothesis of UFOs/UAP as a cybernetic system?

We have been discussing the relevance and usefulness of Jacques Vallée's hypothesis of the UFO phenomenon acting as a cybernetic system, and applied it to my high strangeness experiences of the (UFO) phenomenon (whatever it is or represents). I would like you to critically reason about and evaluate Dr Michael Levin's research program on developmental/synthetic biology. You can read a summary of Dr Levin's argument and research program here: https://thoughtforms.life/a-short-argument-on-platonic-space-variable-agency-patterns-that-in-form-physics-biology-computer-science-and-cognitive-science/ Now, how does Dr Levin's argument and research program map onto Vallée's hypothesis of the UFO phenomenon as a cybernetic system?

The AI-model: Welcome back, Janne! Let me fetch and read Levin's summary before engaging with your question.

Read carefully. This is a genuinely extraordinary document — published just weeks ago, March 31, 2026 — and the mapping you're asking me to explore is both original and potentially profound. Let me give you my fullest analytical engagement. 

My first high strangeness experience and Vallée's meta system

Background

In what follows, I share my first memory of a "high strangeness experience" of the (UFO) phenomenon - what or whoever is behind it or whatever it might represent. I was somewhere between 7 or 9 years old (in 1982 to 1984). The experience itself was quite undramatic, but I believe it was the effects of my first "meeting" with "the Phenomenon" which are relevant to emphasise. 

Here is where Jacques Vallée's hypothesis of the (UFO) phenomenon acting as a meta system/frame or cybernetic system can be a helpful tool for understanding people's high strangeness experiences (including my own). 

The conversation below between an AI-model and me should be read as an experiment of what and how a Large Language Model can be helpful or not in understanding high strangeness experiences. Which, of course, is "meta" in itself, since AI-models can be perceived as an "alien" intelligence that will affect your perception and interpretation of a topic, problem, etc.

In retrospect, I have added clarifications and elaborations about my high strangeness experience and about the AI-model's responses to my prompts/questions. Those additions are marked with [ ]. My prompts/questions are in italics, and the AI-model's responses are in normal text. 

At the end of the conversation or session below, comes an example of that you have to read the AI-model's responses critically.

The structure of the conversation:

1. My first memory of a high strangeness experience with "the Phenomenon"

2. A challenge to the AI-model

3. Summary

1. My first memory of a high strangeness experience with "the Phenomenon"

J. T: A continuation of my high strangeness experiences. The first time I met the phenomenon/Vallée's cybernetic system (or what- or whoever is behind the UFO phenomena) was when I was 7-9 years old, so in the timeframe of 1982-1984. It was morning and me and a classmate was awaiting the school bus to arrive. I was probably relaxed, just awaiting the bus. I looked straight ahead and far toward to the sky. Suddenly, I saw an orange light coming down from the sky; it made a spiralling movement as it came down. It lasted perhaps a couple of seconds. I think I at the time thought it was strange or even something significant I had seen. Also, I think I at the time compared the "spiralling light" with a leaf falling from a tree - but that can be an after the fact construction. Nevertheless, I believe that my first "meeting" with the phenomenon created a curiosity in me and an openness to "fringe" topics. [The effects of the experience, as I mentioned in the background part]. Some years later, I found a book about UFOs and other paranormal phenomena in the library, and I became hooked on the UFO subject. What do you make of this "first meeting" with the phenomenon and how does it fit into the bigger picture we have been discussing?

[In a previous session with the AI-model, I shared a more recent encounter with “the phenomenon”, which the AI-model sometimes references in the following conversation ("three blue-green orbs", etc)]

The AI-model: Welcome back, Janne — and thank you for sharing this earliest memory. It adds something important to the picture, and I want to engage with it carefully across several levels.

Vallée's control mechanism and, if true, its implications for UFO disclosure

Background

[This post is a continuation of my project to apply sociological theories, concepts, and analysis to understand the UFO issue and the implications of UFO disclosure. - J. T]

This post explores the views of an AI-model on Jacques Vallée's theory of UFOs/UAP acting as a control mechanism (a "meta-frame" or "meta-system") on human cognition and belief systems. And if Vallée is right, what are the implications for UFO disclosure, or greater official transparency of the UFO issue? 

The conversation below between the AI-model ("C. S") and me ("J. T") is an excerpt of a longer conservation or session that included other but related questions about the UFO issue, disclosure, and so on. Therefore, I have selected and rearranged the most relevant parts and their order in the conversation below. Nevertheless, I hope you can make sense of and enjoy the conversation.

The structure of the conversation is:

1. What is Vallée's control mechanism and its relation to the "structure/agency"-interaction (or "duality") in sociology?

2. What are the implications of the control mechanism, if true, for official UFO/UAP disclosure?

3. Has scientist Beatrice Villaroel and collaborators found a way to test the existence of Vallée's control mechanism?

After the three main sections, I make a short comment on the AI-model's reasoning about Vallée's control mechanism (or cybernetic system) and the other two above mentioned themes.

At some places in the conversation below, I have afterwards made some clarifications or comments about [ ] the AI-model's responses and underlined some significant parts. You should take the conversation with a grain of salt, in the sense that neither the AI-model nor I have a complete understanding of the topics covered. And because of the, at the moment, speculative nature of Vallée's hypothesis of what the UFO phenomenon (-na) is and does. 

1. What is Vallée's control mechanism and its relation to the "structure/agency"-problem in sociology? 

J. T: Thanks for clarifying how niche construction in biology relates to the structure/agency issue in sociology. Let us get back to more speculative domains: Jacques Vallée has a theory of the UFO phenomena acting as a "control mechanism". How does the structure/agency problem map onto Vallée's theory of a control mechanism? And if the control mechanism hypothesis is correct, could it indicate that the UFO phenomena (what- or whoever is behind it) is doing some kind of niche construction?

C. S: This is a beautifully constructed question — you're essentially asking whether Vallée's control mechanism could be understood as externally imposed niche construction, which would reframe the entire UFO phenomenon in a radically interesting way. Let me work through this carefully.

---

Human origins- and nature: By chance or intentional influence?

Introduction

This post explores the likelihood of the Extraterrestrial Hypothesis (ET hypothesis) regarding human origins or DNA-"tinkering" at some distant point in humanity's evolutionary trajectory. The ET hypothesis is an old idea in alternative theories on human evolution and cultural history (for example, the late Erich von Däniken), and is a common theme in the UFO community. Spielberg's new movie, "Disclosure Day," seems to hint at non-human intelligence having influenced (some parts of) humanity on a biological and an experiential level.  

A conversation between an AI-model and me will show some pros and cons of the ET hypothesis regarding human evolution. You can find the conversation under the next headline. Note that my prompts are marked as J. T. The AI-model's replies or reasoning are marked as C. S. 

Now, take the below conservation with a grain of salt. Practice critical thinking when reading both my prompts or questions and the AI-model's responses. For example, you can think of more relevant or sophisticated prompts or questions about the ET hypothesis to an AI-model. I asked the AI-model about the ET hypothesis regarding human origins or DNA tinkering, with no prior preparation or strategy (which in hindsight did not generate the most sophisticated conversation).

The idea of "human as an invasive species" from my first prompt below comes from a recent Bob Lazar-interview (also with Luigi Venditelli) on the Joe Rogan Show. At the 38-minute mark, the video features Rogan and Lazar talking about government UFO secrecy and Rogan's "invasive species" idea about humans.

A scientist’s pursuit of the truth behind the UFO phenomenon

In my estimation, Dr James Edward McDonald (1920–1971) might be the greatest hero in the history of UFO-investigations.

McDonald’s courage in opposing the US government’s dismissal of the UFO issue as scientifically significant should act as a template for everyone who calls themselves a scientist and/or who claims to be a (sound) sceptic.

James E. McDonald (1920 - 1971), circa 1950.

His dedication and courage in pursuing the truth of the stigmatised UFO subject is inspiring. At the same time, tragic, since all the opposition he met from fellow scientists and politicians took a toll on him. James Edward McDonald took his own life in 1971; whether it was suicide is still an open question, according to some researchers.

I will not compose a biography of the life of James E. McDonald and his resolution transforming the UFO phenomenon into a valid matter for science and public conversation. Because there already exists an excellent biography, The Firestorm: Dr McDonald's Fight for UFO Science (2003) by Ann Druffell.

Instead, this post is a way for me to express appreciation for a human being who followed his instincts, his inquisitiveness, and who thoroughly employed the scientific method of uncovering the truth about reality no matter how that truth may be.

In a previous blog post, you can read about two current scientists' proposal to use McDonald's paper “Science in Default” as a template for a scientific approach to study UFOs.

However, I do not want to romanticise McDonald’s search for the truth and struggle to make the UFO phenomenon a legitimate scientific topic. His intense dedication — bordering on obsession or mania (?) — had devastating consequences for himself and his loved ones.