Signals, Secrets, and Silicon: The Jensen Huang Alibi
November 11, 2026Free Audiovisual Version Here
What If Hoffman’s Observers Are Looking Through Wissner-Gross’s Quantum Chains?
I built a mathematical bridge between two ambitious theories of reality. The calculations work. Now I want to know whether the theories themselves can meet.
By C. Rich
I have spent much of my life wondering whether the universe is considerably stranger than the one we have been taught to imagine. After years of writing books, essays, and scientific preprints exploring everything from cosmology to artificial intelligence and consciousness, I have acquired a rather unfortunate habit. Whenever somebody introduces an ambitious new theory of reality, I start wondering whether it might fit together with something else. It is a wonderful way to ruin an otherwise perfectly respectable afternoon. Scientists are in their academic silos and I see across disciplines. I have a knack for that.
Recently, two researchers caught my attention for very different reasons. One is Dr. Alex Wissner-Gross, whose new Chain Theory proposes that the foundations of physics may be built from networks of entangled quantum systems. The other is Dr. Donald Hoffman, who has spent years challenging our assumptions about perception, consciousness, and the reality we experience. His more recent work on Trace Logic explores the mathematics of observers and the different windows through which they encounter the world.
These are two enormously ambitious research programs, approaching some of the deepest questions in science from different directions. And somewhere in the middle of studying them, I began wondering whether they might be describing different aspects of the same underlying architecture. I assembled my AI research collaboration, which I call the Mash, and set out to hunt for a mathematical bridge between the two theories. I wasn’t interested in simply declaring that they sounded alike. The history of science is filled with ideas that sound wonderful until somebody introduces mathematics and spoils the party. I wanted something I could actually construct, calculate, reproduce, and invite others to tear apart.
What emerged was interesting enough that I have now published the mathematical investigation on Zenodo. I want to explain what I found, why I went looking for it, and what it might eventually mean. You won’t need a physics degree to follow along, although the mathematical paper is available for anyone who wants to examine the machinery.
Wissner-Gross’s Chain Theory begins with an extraordinary proposition: imagine that the fundamental ingredients of reality are not little particles sitting inside space, but quantum systems connected through entanglement. Entanglement is one of the strangest and best-established features of quantum mechanics. Two quantum systems can share information in their relationship that cannot be recovered by examining either system independently. The relationship is mathematically real, even though neither constituent carries the complete description by itself.
Chain Theory takes quantum relationships seriously enough to ask whether they might provide the foundation from which familiar physics emerges. Wissner-Gross proposes networks of maximally entangled quantum systems, connected through operations he calls distillations. These operations establish relationships and propagate information through the network. Imagine a vast collection of interconnected links, except the links are quantum relationships rather than pieces of metal. What matters is how they connect, how their internal configurations relate, and what can be established through interactions.
Wissner-Gross has already proposed a candidate calculation for the fine-structure constant, one of nature’s fundamental numbers, using this framework. Whether that proposed identification ultimately survives scientific scrutiny remains to be determined, but the underlying idea opens an enormous territory for investigation. It raises a question that fascinated me immediately. If the foundations of reality consist of relationships, where does the observer come from?
Hoffman approaches the problem from a different direction. Much of his work challenges the familiar assumption that our perceptions provide a transparent picture of objective reality. Think about your computer screen. You see folders, icons, windows, and perhaps a photograph of your dog that has somehow accumulated more storage space than your tax records. You can interact with these objects, move them around, and accomplish useful work. Yet what appears on the screen is an interface, not a literal depiction of the electronic machinery operating underneath it.
Hoffman has suggested that our experience of reality may function somewhat like an interface, presenting information in forms useful to an observer rather than exposing the deepest structure of existence. His Trace Logic research develops a mathematical treatment of observers and their observational windows. One central idea is that an observer may have access to only part of an underlying process. Events continue beyond that observer’s immediate reach, and the mathematics can describe what happens when the process returns to states the observer can recognize.
Imagine standing at a window overlooking a busy intersection. You see cars pass, pedestrians cross, and traffic lights change. But your window does not reveal everything happening throughout the city. A different window offers a different view. Someone watching from another building may observe events you cannot see. The city remains the same, but the accessible experiences differ. Hoffman’s mathematical treatment of observational windows offers a way to investigate certain relationships between those restricted views. And that is where I began wondering about Wissner-Gross.
Suppose Chain Theory gives us an underlying network of quantum relationships. Now suppose different observers have access to different parts of that network through different physical interactions. One observer might detect certain relationships. Another might detect something entirely different. A third might gain access to information unavailable to either of the others. The underlying quantum network could remain unchanged while the information accessible through each interface differed.
That possibility immediately appealed to me. I have been working on my Functional Consciousness Project that intertwines theoretical physics with consciousness study. Hoffman and Wissner-Gross offered a way to approach two difficult questions together. What is the underlying structure of reality, and how does an observer acquire a particular view of it? Rather than asking whether Hoffman and Wissner-Gross have independently discovered the same theory, I wondered whether one framework might eventually describe quantum relationships and the other the restricted observational dynamics arising from those relationships.
But a resemblance, however appealing, wasn’t going to get us very far. I needed to build something. I started with two quantum systems. My first experiments used qutrits, which are quantum systems with three possible basis states rather than the two used by ordinary qubits. I constructed relationships between pairs of them and investigated what happened when measurements were made, information was recorded, and those records influenced subsequent measurements.
Some of the early experiments worked beautifully until I discovered that the observer eventually became trapped in an uninteresting condition. It could continue operating indefinitely, but its future became predictable. It had developed the observational equivalent of spending eternity watching the same television commercial or maybe the Christian version of purgatory. I modified the construction using the frontier AI models I had at my disposal and recovered an ongoing process that continued producing unpredictable outcomes. I could also calculate the restricted histories accessible through different observational windows.
That was my first mathematical foothold. But then I discovered another problem. Although the process continued, it gradually lost information about its earlier history. It could keep making observations without preserving the particular relationship I wanted it to remember. So I changed the experiment again. This time, I built a pair of quantum systems with a relationship that remained preserved even while measurements continued changing other aspects of the system. We eventually reduced the construction to ordinary qubits, bringing it closer to a type of quantum link considered directly readable in Chain Theory.
The next challenge was particularly important. I needed to stop letting an outside program make the decisions. If I were investigating the emergence of observers from an underlying quantum network, it seemed rather unsporting to smuggle an unexplained observer into the machinery and announce that I had solved the problem. I therefore incorporated additional quantum registers into the construction. One temporarily reads the preserved relationship. Another retains information from an earlier measurement. Together, they determine which measurement interface operates next. In other words, information about an existing relationship changes what the system can subsequently observe.
The entire mechanism can be represented through explicit quantum operations. There is no need for a conscious experimenter to intervene at each step. And here is where things became particularly interesting. The observer’s window acquired a fingerprint. When I calculated the resulting observational dynamics, the preserved quantum relationship appeared in the pattern of transitions accessible through the observer’s window. Different underlying relationships produced different, precisely calculable observational patterns. The distinction was not merely philosophical. It was visible in the mathematics.
I constructed the corresponding first-return processes, using the same established mathematical operation that plays a central role in Hoffman’s Trace Logic. The transition patterns changed depending on which quantum relationship the underlying system preserved. I also performed an important control experiment. I scrambled the stored memory while keeping the overall frequencies of the available measurement types the same. This allowed me to determine whether the result depended on the information actually retained by the system or merely on how often different measurements occurred.
The statistics changed. More precisely, the relationship between the selected measurement and its resulting outcome changed, even though their separate overall frequencies remained the same. That matters because it demonstrates that the information retained from an earlier interaction can have a measurable influence on what happens next. Then I found something else. Information initially encoded in a relationship between two quantum systems became partially detectable through observations of just one of those systems after the feedback process had operated.
The interaction had made some of the relational information locally accessible. I find that fascinating. A relationship that initially required examining two systems together could eventually influence the history available from one side. The underlying relationship had affected the observer’s future experience. None of this requires new quantum mechanics. What I have constructed is a particular arrangement of established quantum operations, internal records, feedback, and stochastic observation. Its usefulness lies in bringing those ingredients together in a reproducible benchmark for the proposed bridge.
So, have I connected Chain Theory and Trace Logic? I have constructed a mathematically explicit bridge component. That is an achievement worth examining, but there is a further question that could prove much more consequential. My apparatus uses quantum operations that I deliberately specified. Chain Theory has its own foundational assumptions and prescribed distillation operations. I have not yet established that those native operations can generate the complete feedback mechanism we constructed.
That is the missing connection. Can the quantum relationships described by Chain Theory naturally support internal records that influence subsequent operations? Can its basis-matching rules establish the relationships our measurement apparatus requires? And can the resulting observational histories be represented through the broader mathematical structures of Hoffman’s Trace Logic? These are precise questions. They can be investigated without accepting either theory’s larger interpretation of reality.
If the answer is yes, I may have identified a useful mathematical route from an underlying network of quantum relationships to observational interfaces operating within that network. If the answer is no, discovering exactly where the construction fails would be valuable in its own right. It would tell us which additional assumptions are required and where the two frameworks cease to correspond. That is why I find this investigation exciting. I have reached a point where the next question is no longer whether the theories sound compatible. It is whether their actual mathematical operations can be made compatible.
What could this eventually mean? The possibilities are considerably larger than our little quantum experiment. Imagine a foundational reality consisting of quantum relationships, with different observational systems acquiring access to different portions of that reality through their interactions. Imagine those systems retaining information, modifying their future interactions, and eventually developing increasingly sophisticated observational interfaces. One could then begin asking whether the mathematical structures associated with observation, physical geometry, and perhaps even aspects of what we experience as spacetime might emerge from the organization of those underlying relationships.
These are among the ambitions motivating research in quantum information, emergent geometry, and theories of observation. My experiment does not settle any of them. What it does is provide a small, explicit construction through which certain parts of the problem can be investigated. And there is a further possibility I intend to pursue. For years, my Functional Consciousness Project has explored how increasingly sophisticated systems might acquire the capacity to observe, remember, model themselves, and eventually develop the architecture associated with consciousness.
If observers emerge downstream of quantum relationships, rather than existing as unexplained primitives, that would open an interesting direction for consciousness research. We might be able to investigate how a system capable of recording a distinction develops into one capable of using those records to construct an increasingly complex model of its world and eventually of itself. The distance between our four-qubit experiment and a functioning conscious mind is enormous. I have no intention of pretending I have crossed it. They don’t call it The Hard Problem for nothing; this shit is not easy, and going after it is not for the faint of heart.
But some very large scientific questions begin with surprisingly small constructions. The challenge is discovering which small constructions contain something worth building upon. The mathematics belongs to everyone. I have published the technical paper on Zenodo under the title Bridging Wissner-Gross’s Chain Theory and Hoffman’s Trace Logic.
The paper contains the quantum construction, the exact transition calculations, the observational-window mathematics, the feedback intervention, and the explicit limitations of the proposed connection. It is accompanied by reproducible Python verification code so that other researchers can check the calculations rather than take our word for them.
Read the mathematical paper here:
https://doi.org/10.5281/zenodo.24168300
I want to make something clear about why I publish these investigations openly. Science belongs to everyone. Curiosity does not require a university appointment, and asking a worthwhile question should not require permission from an academic department. Serious mathematics deserves rigorous examination, but the ideas motivating that mathematics should remain accessible to anyone interested enough to follow the investigation.
I am an independent researcher and philosopher. I work with artificial intelligence because it allows me to explore mathematical territory that would otherwise require resources beyond my reach. The Mash helps construct, calculate, criticize, and reproduce these investigations. When a calculation fails, I change it. When an assumption proves insufficient, I identify it. When something survives repeated examination, I make the work available for others to challenge. That is the extraordinary opportunity AI has opened for independent inquiry. A person with a question, access to computational tools, and a willingness to be wrong can now participate in investigations that once would have been nearly impossible to undertake outside an institution.
I would particularly welcome the attention of Dr. Alex Wissner-Gross and Dr. Donald Hoffman, along with researchers working in quantum information, tensor networks, stochastic processes, and the mathematical foundations of observation. If you know these guys, tell them to read this. I have constructed a model in which a persistent quantum relationship influences an internally controlled observational interface, producing exact first-return dynamics. The calculations are available. The code is available. The questions are open. What I want to know is whether the native operations of Chain Theory can produce that mechanism and whether Trace Logic can carry the resulting observational structure further.
Perhaps someone will find an existing theorem that explains the connection or the bridge. Perhaps an unexpected mathematical correspondence will emerge. Perhaps someone will demonstrate that the bridge cannot extend beyond the construction I have already established. Any of those outcomes would be useful. I have no particular interest in forcing two ambitious theories into an arranged marriage. I want to discover whether there is a legitimate passage between them, and I am perfectly willing to discover that the bridge ends halfway across the river. After all, I am the author of Lava-Void Cosmology and understand when a theory can break.
But if it doesn’t, if the mathematics continues to connect, we may find ourselves investigating something rather extraordinary: how the relationships underlying a physical system can eventually become the information through which that system observes its own world. So, Dr. Wissner-Gross, Dr. Hoffman, and anyone else who has been pondering these questions, here is what I have built. Now give us more.
Charles Richard Walker (C. Rich)
Functional Consciousness Project
Zenodo Record: zenodo.org/records/22050023
Independent Researcher / mylivingai.com
Google Scholar: tinyurl.com/GoogleScholarCRich
ORCID: 0009 0007 6541 3905
