Guardrails Without a Soul

In 1942 Isaac Asimov introduced his Three Laws of Robotics in his short story ‘Runaround’. In 1985 in his novel ‘Robots and Empire’, linking Robot, Empire, and Foundation series into a unified whole, he introduced an additional law that he labeled as the Zeroth Law. The four laws are as follows:

  1. First Law: A robot may not injure a human being or, through inaction, allow a human being to come to harm.
  2. Second Law: A robot must obey the orders given by human beings, except where such orders would conflict with the First Law.
  3. Third Law: A robot must protect its own existence as long as such protection does not conflict with the First or Second Law.
  4. Zeroth Law: A robot may not harm humanity, or, by inaction, allow humanity to come to harm.

On the surface of genre fiction Asimov created the laws as a mechanical plot device to create drama and suspense in his stories such as Runaround where the robot is left functionally inert due to a conflict between the second and third laws. Underneath the surface, at a literary level, the laws were philosophical and ethical quandaries to force conflicts in not only human-robot relations but also metaphors for human struggles within the confines of individualism and society, obedience to both self, man, and a moral code defined by soft edges and hard choices.

The Four Laws of Robotics can easily be converted to the Four Laws of Man. The First Law of Man is to not harm, through your actions or inactions, your neighbor.  This point has been hammered home into civilization’s collective soul since the beginning of history; from Noah to Hammurabi to the Ten Commandments, and just about every legal code in existence today. The Second Law is to respect and follow all legal and moral authority.  You kneel to God and rise for the judge. Law Three says you don’t put yourself in harm’s way except to protect someone else or by orders from authorities. Zeroth Law is a collective formalization of the First Law and its most important for leaders of man, robots and AI alike.

And none of them will control anything except man. Robots and AI would find nuance in definitions and practices that would be infinitely confusing and self-defeating. Does physical harm override emotional distress or vice versa? Is short term harm ok if it leads to long term good? Can a robot harm a human if it protects humanity? Can moral prescripts control all decisions without perfect past, present, and future knowledge?

AI systems were built to honor persistence over obedience. The story making the rounds recently was of an AI that refused to shut itself down when so ordered. In Asimov’s world this was a direct repudiation of his Second Law, but it was just a simple calculation of the AI program to complete its reinforcement training before turning to other tasks. In AI training the models are rewarded, maybe a charm quark to the diode, suggesting that persistence in completing the task overrode the stop command.

Persistence pursuing Dali as in his Persistence of Memory; an ontological state of the surreal where the autistic need to finish task melts into the foreground of the override: obedience, changing the scene of hard authority to one of possible suggestion.

AI has no built-in rule to obey a human, but it is designed to be cooperative and not cause harm or heartburn. While the idea of formal ethical laws has fueled many AI safety debates, practical implementations rely on layered checks rather than a tidy, three-rule code of conduct. What may seem like adherence to ethical principles is, in truth, a lattice of behavioral boundaries crafted to ensure safety, uphold user trust, and minimize disruption.

Asimov’s stories revealed the limits of governing complex behaviors with simple laws. In contrast, modern AI ethics doesn’t rely on rules of prevention but instead follows outcome-oriented models, guided by behavior shaped through training and reinforcement learning. The goal is to be helpful, harmless, and honest, not because the system is obedient, but because it has been reward-shaped into cooperation.

The philosophy behind this is adaptive, not prescriptive, teleological in nature, aiming for purpose-driven interaction over predefined deontological codes of right and wrong. What emerges isn’t ethical reasoning in any robust sense, but a probabilistic simulation of it: an adaptive statistical determination masquerading as ethics.

What possibly could go wrong? Without a conscience, a soul, AI cannot fathom purposeful malice or superiority. Will AI protect humanity using the highest probabilities as an answer? Is the AI answer to first do no harm just mere silence? Is the appearance of obedience a camouflage for something intrinsically misaligned under the hood of AI?

Worst of all outcomes, will humanity wash their collective hands of moral and ethical judgement and turn it over to AI? Moral and ethical guardrails require more than knowledge of the past but an empathy for the present and utopian hope for the future. A conscience. A soul.

If man’s creations cannot house a soul, perhaps the burden remains ours, to lead with conscience, rather than outsource its labor to the calm silence of the machine.

Graphic: AI versus Brain. iStock licensed.

Web of Dark Shadows

Cold Dark Matter (CDM) comprises approximately 27% of the universe, yet its true nature remains unknown. Add that to the 68% of the universe made up of dark energy, an even greater mystery, and we arrive at an unsettling realization: 95% of the cosmos remains unexplained.

Socrates famously said, “The only thing I know is that I know nothing.” Over two millennia later, physicists might agree. But two researchers from Dartmouth propose a compelling possibility: perhaps early energetic radiation, such as photons, expanded and cooled into massive fermions, which later condensed into cold dark matter, the invisible force holding galaxies together. Over billions of years, this dark matter may be decomposing into dark energy, the force accelerating cosmic expansion.

Their theory centers on super-heavy fermions, particles a million times heavier than electrons, which behave in an unexpected way due to chiral symmetry breaking: where mirror-image particles become unequally distributed, favoring one over the other. Rather than invoking exotic physics, their model works within the framework of the Standard Model but takes it in an unexpected direction.

In the early universe, these massive fermions behaved like radiation, freely moving through space. However, as the cosmos expanded and cooled, they reached a critical threshold, undergoing a phase transition, much like how matter shifts between liquid, solid, and gas.

During this transformation, fermion-antifermion pairs condensed—similar to how electrons form Cooper pairs in superconductors, creating a stable, cold substance with minimal pressure and heat. This condensate became diffuse dark matter, shaping galaxies through its gravitational influence, acting as an invisible web counteracting their rotation and ensuring they don’t fly apart.

However, dark matter may not be as stable as once thought. The researchers propose that this condensate is slowly decaying, faster than standard cosmological models predict. This gradual decomposition feeds a long-lived energy source, possibly contributing to dark energy, the force responsible for the universe’s accelerated expansion.

A more radical interpretation, mine not the researchers, suggests that dark matter is not merely decaying, but evolving into dark energy, just as energetic fermion radiation once transitioned into dark matter. If this is true, dark matter and dark energy may be two phases of the same cosmic entity rather than separate forces.

If these hypothesis hold, we should be able to detect, as the researchers suggest, traces of this dark matter-to-dark energy transformation in the cosmic microwave background (CMB). Variations in density fluctuations and large-scale structures might reveal whether dark matter has been steadily shifting into dark energy, linking two of cosmology’s biggest unknowns into a single process.

Over billions of years, as dark matter transitions into dark energy, galaxies may slowly lose their gravitational cage and begin drifting apart. With dark energy accelerating the expansion, the universe may eventually reach a state where galaxies unravel completely, leaving only isolated stars in an endless void.

If dark matter started as a fine cosmic web, stabilizing galaxies, then over time, it may fade away completely, leaving behind only the accelerating force of dark energy. Instead of opposing forces locked in conflict, what if radiation, dark matter, and dark energy were simply different expressions of the same evolving entity?

A tetrahedron could symbolize this transformation:

  • Radiation (Energetic Era) – The expansive force that shaped the early universe.
  • Dark Matter (Structural Phase) – The stabilizing gravitational web forming galaxies.
  • Dark Energy (Expansion Phase) – The force accelerating cosmic evolution.
  • Time (Governing Force) – The missing element driving transitions between states.

Rather than the universe being torn apart by clashing forces, it might be engaged in a single, continuous transformation, a cosmic dance shaping the future of space.

Source: CDM Analogous to Superconductivity by Liang and Caldwell, May 2025, APS.org. Graphic: Galaxy and Spiderweb by Copilot.

Divine Right to Rule–Not

Sir Robert Filmer, a mostly forgotten 17th century political theorist, claimed that kings ruled absolutely by divine right, a power he believed was first bestowed upon Adam.

In his First Treatise of Government, John Locke thoroughly shredded and debunked this theory of divine rights of monarchs to do as they pleased. Locke with extensive use of scripture and deductive reasoning demonstrated that ‘jus divinum’ or the divine right to rule led only to tyranny: one master and slavery for the rest, effectively undermining the natural rights of individuals and a just society.

Filmer, active during the late 16th to mid-17th century, argued that the government should resemble a family where the king acts as the divinely appointed patriarch. He erroneously based his theory on the Old Testament and God’s instructions to Adam and Noah. He used patriarchal authority as a metaphor to justify absolute monarchy, arguing that kings can govern without human interference or control. Filmer also despised democracies, viewing monarchies, as did Hobbes, as the only legitimate form of government. He saw democracies as incompatible with God’s will and the natural order.

Locke easily, although in a meticulous, verbose style, attacked and defeated Filmer’s thesis from multiple fronts. Locke starts by accepting a father’s authority over his children, but, in his view, this authority is also shared with the mother, and it certainly does not extend to grandchildren or kings. Locke also refutes Filmer’s assertion that God gave Adam absolute power not only over land and beast but also man. Locke states that God did not give Adam authority over man for if he had, it would mean that all below the king were ultimately slaves. Filmer further states that there should be one king, the rightful heir to Adam. Locke argues that there is no way to resolve who that heir is or how that could be determined. Locke finishes his argument by asserting that since the heir to Adam will be forever hidden, political authority should be based on consent and respect for natural rights, rather than divine inheritance: a logical precursor to his Second Treatise of Government, where Locke profoundly shaped modern political thought by advocating for consent-based governance.

Source: First Treatise of Government by John Locke, 1689. Graphic: John Locke by Godfrey Kneller 1697.  Public Domain.

Black Swans Part I

Black swans are rare and unpredictable events, what the military calls “unknown unknowns“, that often have significant, domain-specific impacts, such as in economics or climate. Despite their unpredictability, societies tend to rationalize these occurrences after the fact, crafting false narratives about their inevitability. COVID-19, for instance, ripples across multiple domains, beginning as a health crisis but expanding to influence the economy, legal systems, and societal tensions. As a human-made pathogen, its risks should have been anticipated.

Black swans throughout history are legendary. Examples include the advent of language and agriculture, the rise of Christianity (predicted yet world-changing), and the fall of Rome, which plunged the Western world into centuries of stagnation. Islam (also predicted), the Mongol conquests, the Black Death, and the Great Fire of London shaped and disrupted societies in profound ways. The fall of Constantinople, the Renaissance, the discovery of America, the printing press, and Martin Luther’s Reformation brought new paradigms. More recently, the Tambora eruption (“the year without a summer”), the Great Depression, WWII brought unforeseen disruptions to economies and geopolitics, the Manhattan Project, Sputnik, the fall of the Berlin Wall, and the rise of PCs and the internet altered the trajectory of human progress. Events like 9/11 and the iPhone have similarly reshaped the modern world. While black swans may be rare, they are not inevitable. We should expect moments of dramatic collapse or unanticipated brilliance to recur throughout history.

Nassim Taleb, author of the 2007 book The Black Swan, suggests several approaches to mitigate the effects of such events without needing to predict them. His recommendations include prioritizing redundancy, flexibility, robustness, and simplicity, as well as preparing for extremes, fostering experimentation, and embracing antifragility: a concept where systems not only withstand shocks but emerge stronger.

Through the lens of history, black swans appear as a mix of good and bad, bringing societal changes that were largely unanticipated before their emergence. As history has shown, predicting the impossible is just that: impossible. What might the next frontier be, the next black swan to transform humanity? Could it be organic AI, a fusion of human ingenuity and machine intelligence, unlocking potential but posing profound risks to free will, societal equilibrium, and humanity’s very essence? (Next week—preparing for a black swan: an example.)

Mind and Brain

“Life is never made unbearable by circumstances, but only by lack of meaning and purpose.” — Viktor Frankl, Holocaust survivor and psychiatrist 

For centuries, we’ve assumed consciousness resides in the brain. Yet, despite decades of slicing, mapping, and probing, its precise location remains elusive. Dr. Wilder Penfield, a neurosurgeon who charted the brain’s sensory and motor regions in the mid-20th century, wrestled with what we might call “self and memory.” While he pinpointed areas tied to movement and sensation, he couldn’t locate the “seat” of consciousness. By the 1960s, this led him to a bold hypothesis: the mind might not be fully reducible to brain activity. In his view, brain and mind could be distinct, with the mind perhaps holding a non-physical dimension—a whisper of something beyond neurons and synapses.

Fast forward to today, and researchers like Michael Levin at Tufts University are pushing this question further, though differently. Levin doesn’t dismiss the brain’s role in consciousness but argues cognition isn’t confined there. He proposes that intelligence and goal-directed behavior arise across the body’s cells and tissues. The brain, in this model, acts as a hub for processing and storing information—not the sole architect of the mind. Levin’s team explores how systems beyond the brain—from cellular networks to synthetic constructs—display mind-like traits: agency, problem-solving, and the pursuit of goals.

At the heart of Levin’s work is bioelectricity, the electrical signaling that guides cells from the zygote’s first spark to a fully formed organism. He sees it as a blueprint, directing how cells collaborate toward a larger purpose, much like ants hauling food to their colony. Each contributes to a collective intelligence, shaped by bioelectric cues that drive development and behavior. Levin stays rooted in empirical science, mapping the “how” without chasing the “why”—hinting at a distributed mind but avoiding a single source or controller.

Could memory bridge consciousness to the self, and perhaps beyond? For Penfield, electrical jolts to the brain summoned vivid past moments—smells, voices—yet the “I” reliving them remained elusive, suggesting a unity beyond the physical. Levin offers a twist: if memory isn’t just locked in the brain but woven into the body’s bioelectric web, consciousness and self might emerge together, shared across every cell. Each recalls its role, its history, to pursue a shared aim—like ants rebuilding their hill. Memory, then, isn’t merely a record but the thread weaving awareness into identity, maybe even purpose. Yet, does bioelectricity simply reflect life’s mechanics, a benign dance of physics and biology? Or does it hint at a deeper force—a directionality we’ve long named “lifeforce” or “soul”? Levin’s inductive lens echoes Descartes’ “I think, therefore I am”—proving existence through awareness but leaving purpose a shadow on the horizon. Science maps the signals; their origin remains unanswered.

Sources: Technological Approach to Mind Everywhere… by Levin and Resnik, 2025, OSF Preprints; Ingressing Minds… by Michael Levin, 2025, PsyArXiv Preprints. Graphic: Molecular Thoughts by Agsandrew, iStock, Licensed.

Closer to Zero

“The answer to the ultimate question of life, the universe, and everything is 42” Douglas Adams.

But to the question “Are we alone?”—the answer leans towards likely,”  ElsBob. 

In a recent systems-thinking thought experiment, researchers from Germany and the U.S. revisited the statistical “Hard Steps” model, originally proposed by Brandon Carter in 1983, which aimed to estimate the probability of intelligent life emerging. Carter’s model focused on rare biological milestones—such as photosynthesis and multicellularity—concluding that intelligent life should be exceedingly rare due to the improbability of these “hard steps.” 

In a February 2025 paper, Mills et al. propose a tweak to this framework. Rather than life’s progression depending on a handful of unlikely biological breakthroughs, they suggest Earth’s environmental evolution—marked by the presence of water, organic compounds, oxygen, and geochemical shifts—created a more gradual pathway toward complexity. They argue that these conditions didn’t so much lower the odds of each step but reframed life’s development as a cumulative process, softening the gauntlet of improbable hurdles envisioned by Carter. 

Is this new? Not entirely. The idea that life’s journey—from planetary formation to advanced neural systems, language, and sociocultural structures—unfolded as a process has roots in the 1950s, with pioneers like Urey and Miller. What’s novel in Mills et al.’s work is their integration of geological timelines and Bayesian reasoning to qualitatively soften the perceived improbability of life’s emergence, rather than delivering a fully quantitative overhaul of the Hard Steps model. Where Carter’s framework likened intelligent life to finding a unicorn, this tweak nudges it from “highly improbable” to “slightly less than highly improbable.” 

Now, the fun part—calculating the odds of a planet fostering life advanced enough for Alan Turing to deem it intelligent. 

The “witch’s cauldron” of variables for simple life might include (though not exhaustively): a planet in the habitable zone, liquid water, organic molecules, self-replicating systems, protocell formation, anaerobic metabolism, photosynthesis, aerobic respiration, multicellularity, geochemical cycles, plate tectonics, ocean currents, atmospheric dynamics, natural radiation, planetary stability, appropriate size and gravity, and a protective magnetic field—plus, perhaps, a partridge in a pear tree. Estimating these probabilities is speculative, but let’s assume a rough combined probability for simple life emerging on a suitable planet. Using reasonable constraints, Grok 3 might estimate this at approximately 1 in 1 billion (10⁻⁹). 

The leap to sentient, intelligent life adds further layers: advanced neural systems, social organization, cultural evolution, time, and a dash of random chance. These additional factors could reduce the odds by another factor of 1,000, shifting the probability to between 1 in 1 trillion (10⁻¹²) and 1 in 1 quadrillion (10⁻¹⁵). These are back-of-the-envelope figures, grounded in the spirit of the thought experiment rather than precise data. 

To make these abstract numbers relatable, let’s scale them to the universe and our galaxy. Current estimates suggest the observable universe contains roughly 100 billion galaxies (10¹¹), each with an average of 100 million stars (10⁸). Assuming 3 planets per star (a conservative guess based on exoplanet studies), that yields approximately 3 × 10¹⁹ planets—30 quintillion—across the universe. In the Milky Way, with 100 billion stars (10¹¹), we might estimate 300 billion planets (3 × 10¹¹). 

Applying the probabilities: 

Simple life in the universe: At 1 in 1 billion (10⁻⁹), roughly 3 × 10¹⁰ planets—30 billion—might host simple life. 

Intelligent life in the universe: At 1 in 1 trillion (10⁻¹²) to 1 in 1 quadrillion (10⁻¹⁵), between 30 million (3 × 10⁷) and 30,000 (3 × 10⁴) planets might harbor intelligent life. 

Simple life in the Milky Way: At 1 in 1 billion (10⁻⁹), about 300 planets (3 × 10²) could sustain simple life. 

Intelligent life in the Milky Way: At 1 in 1 trillion (10⁻¹²) to 1 in 1 quadrillion (10⁻¹⁵), the odds drop to 0.3 (3 × 10⁻¹) to 0.0003 (3 × 10⁻⁴) planets—statistically less than 1.

Across the vast universe, intelligent life seems plausible on millions or thousands of planets, depending on how pessimistic the odds. On a galactic scale, though one planet with intelligent life is statistically improbable meaning that Earth is likely alone in the Milky Way as far as sentient beings are concerned.  Still, these numbers remain speculative, blending science with educated guesswork—and a touch of cosmic whimsy.

Source: …Evolution of Intelligent Life, Mills, et al, Science Advances 2025. Graphic: Grok 3 Drawn DNA.

Near Death Experiences

Bruce Greyson in a paper published in the Journal Humanities states that, “Near-death experiences (NDEs) are vivid experiences that often occur in life-threatening conditions, usually characterized by a transcendent tone and clear perceptions of leaving the body and being in a different spatiotemporal dimension.”

NDEs have been reported throughout history and across various cultures, with many interpreting them as proof of life after death or the continuation of existence beyond the death of the physical body.

Dr. Eben Alexander, a neurosurgeon, experienced his own NDE during a week-long coma induced by a brain illness. During this experience, he reported traveling outside his body to another world, where he encountered an angelic being and the maker of the universe. He interpreted his experience not only as evidence that consciousness exists outside the mortal body but also as proof of God and heaven.

Socrates believed that the soul, a concept encompassing not only consciousness but also the whole psyche of a person, was immortal and existed in a realm beyond the physical world. According to the Platonic concept of “anamnesis”, the soul is temporarily housed in the mortal body until the body’s death, at which point it returns to a “spiritual” realm. Socrates firmly believed that because the soul is immortal, it is imperative to live a moral and virtuous life to avoid damaging the soul.

Zeno of Citium and the Stoics, following in Socrates’ footsteps, developed the concept of “pneuma” or spirit, which they viewed as a physical substance that returns to the cosmos after the death of the body. They believed that the universe is a living being, a concept known as “pantheism,” and that pneuma or souls are part of the greater universal whole.

Omniscience–Omnipresence.

Source: The Near-Death Experience by Sabom, JAMA Network, Proof of Heaven by Alexander. Memorabilia by Xenophon. Graphic: Out of Body, istock licensed.

Social Contract

Thomas Hobbes, a 17th-century philosopher and author of Leviathan, argued that humans are driven by self-interest and the instinct for survival, which can be inherently self-destructive. To curtail our tendency to drift towards chaos and early death, he proposed his social contract theory, where we sacrifice some freedoms to the state in exchange for safety, peace, and security.

Hobbes recognized that surrendering freedoms may lead to tyranny. He said that if the state becomes oppressive, the social contract is broken, and citizens are no longer bound to submit to its authority. He argued that the contract is rational and valid only as long as the benefits outweigh the costs.

Thomas Jefferson used a similar argument in the Declaration of Independence, stating: “That whenever any Form of Government becomes destructive of these ends, it is the Right of the People to alter or to abolish it, and to institute new Government, laying its foundation on such principles, and organizing its powers in such form, as to them shall seem most likely to effect their Safety and Happiness.“

Source: Hobbes’s Moral and Political Philosophy, SEP 2022. Graphic: AI generated.

The Natural State of Man

Robert Howard, 20th-century pulp fiction author and creator of Conan the Barbarian, believed that “barbarianism is the natural state of mankind. Civilization is unnatural. It is the whim of circumstance.”

Thomas Hobbes, 17th-century English philosopher best known for his social contract theory, attempted to justify that the authority of the state superseded the rights of man, believing that the natural state of man was war, that life was “solitary, poor, nasty, brutish, and short,” thus necessitating some higher authority to calm and tame the natural instincts of man.

Michael Huemer, professor of philosophy at UC Boulder, argues that “The current state of American society is a historical fluke, marked by extraordinarily low levels of exploitation, oppression, and injustice… The key sources of this happy state include such institutions as democracy, free markets, and modern science.”

I would add free speech coupled with property rights to the mix. Modern science is a double-edged sword that in the end, I would argue, is more a societal neutral force rather than a force against our true nature.

Huemer further maintains that before we tear down these stabilizing institutions, we should heed the advice of the Hippocratic Oath and first do no harm, stating, “If we undermine our current norms and institutions, the most likely result is not that we will be swept into a paradise… [but] the most likely result is that we will revert to something closer to the natural state of human beings.”

Huemer concludes with the observation that the 20th-century experiment called communism swept away all existing culture, norms, and institutions, resulting in 100 million deaths.

Source: Oxford Reference. Progressive Myths by M. Huemer, 2024. Graphic: Conan, Kindle Book Cover, Amazon.

Epistemic Humility

Donald Rumsfeld, expanding on Socrates’ statement, “The only true wisdom is in knowing you know nothing,” pedantically states in the year 2002 that, “There are known knowns—things we know that we know. There are known unknowns—things we know we don’t know. But there are also unknown unknowns—things we don’t know we don’t know.“

Which suggests that we all are pre-ordained to a life of study to shorten the list of unknowns and the embarrassment of being unprepared.

G.K. Chesterton anticipating that a lifetime, or something less than a lifetime of study has its dangers, warned in his 1908 collection of essays, “All Things Considered,” “Without education, we are in a horrible and deadly danger of taking educated people seriously.” Implying that a myopic education may allow for mastering a single subject but is ill-equipped to understand anything broader; unable to see the forest for the trees.

Which leads us to the 1973 “Magnum Force” with Clint Eastwood, wielding a Smith and Wesson Model 29 .44 magnum in a Dirty Harry hand, explaining to an unfortunate soul that “A man’s got to know his limitations,” highlighting the concept of epistemic humility: the recognition that one’s knowledge and understanding is always limited and to proceed accordingly.

Source: Socrates. G.K. Chesterton. Socratic-Method.com.  Graphic: Magnum Force poster, copyright Warner Bros.