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Showing posts from March, 2026

The 'Small' Parameter: Why Stable Patients Have Catastrophic Events

Cardiology has long been troubled by a paradox familiar to every clinician: the patient who was apparently well yesterday is dead today. No crescendo of symptoms, no warning, no obvious precipitant. Post-mortem reveals extensive but previously silent atherosclerosis — plaques that had coexisted with the patient for decades without incident. What changed? Not the plaques themselves. Something smaller. Something that, in isolation, would barely register as a clinical concern. Understanding this paradox requires abandoning the notion that atherosclerotic catastrophe is primarily a structural event — the inevitable consequence of a large enough plaque in a critical enough vessel. The more accurate framing is thermodynamic: a system under accumulated tension, held in precarious equilibrium, tipped by a trigger disproportionately small relative to the outcome it produces. The burden beneath the surface Atherosclerosis is universal. Lipid deposits begin forming in arterial walls in childhood...

The 'Small' Parameter: Why Stable Patients Have Catastrophic Events

Cardiology has long been troubled by a paradox familiar to every clinician: the patient who was apparently well yesterday is dead today. No crescendo of symptoms, no warning, no obvious precipitant. Post-mortem reveals extensive but previously silent atherosclerosis — plaques that had coexisted with the patient for decades without incident. What changed? Not the plaques themselves. Something smaller. Something that, in isolation, would barely register as a clinical concern. Understanding this paradox requires abandoning the notion that atherosclerotic catastrophe is primarily a structural event — the inevitable consequence of a large enough plaque in a critical enough vessel. The more accurate framing is thermodynamic: a system under accumulated tension, held in precarious equilibrium, tipped by a trigger disproportionately small relative to the outcome it produces. The burden beneath the surface Atherosclerosis is universal. Lipid deposits begin forming in arterial walls in childhood...

Two Mortalities and the Trajectory of Wellspan: A Principle of Optimality Perspective

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Modern medicine has achieved something historically unprecedented: it has made the first mortality negotiable. We can delay, defer, and in some cases dramatically postpone the biological endpoint. Yet in doing so, we have exposed a second, quieter catastrophe — one that demographic reports rarely capture and clinical protocols seldom address. The Principle of Optimality offers a useful lens here. In its classical formulation, an optimal trajectory is one where every subsequent decision remains optimal regardless of how the system arrived at its current state. Applied to human life, this means that a well-lived trajectory is not simply one that continues longest, but one that preserves, at each point, the capacity to make the next meaningful move. The acceptor of the result of action — the internal model that evaluates outcomes against goals — must remain functional. When it collapses, the trajectory is broken even if the biological carrier persists. This is precisely what distingui...

Two Mortalities and the Trajectory of Wellspan: A Principle of Optimality Perspective

Image
Modern medicine has achieved something historically unprecedented: it has made the first mortality negotiable. We can delay, defer, and in some cases dramatically postpone the biological endpoint. Yet in doing so, we have exposed a second, quieter catastrophe — one that demographic reports rarely capture and clinical protocols seldom address. The Principle of Optimality offers a useful lens here. In its classical formulation, an optimal trajectory is one where every subsequent decision remains optimal regardless of how the system arrived at its current state. Applied to human life, this means that a well-lived trajectory is not simply one that continues longest, but one that preserves, at each point, the capacity to make the next meaningful move. The acceptor of the result of action — the internal model that evaluates outcomes against goals — must remain functional. When it collapses, the trajectory is broken even if the biological carrier persists. This is precisely what distingui...

The Lazarus Protocol 2.0: Swarm of Doubles and the Right to Silence

About this ebook and audiobook Iabluchanskyi M., Yabluchanskiy A. The Lazarus Protocol 2.0: Swarm of Doubles and the Right to Silence 2026, 16 902 words. What happens when your digital doubles outlive you — and start making decisions without you? The Lazarus Protocol 2.0 follows Elian , a physician who watches his own identity fragment across AI systems he once built to assist him. His clinical judgment is quietly overruled by algorithms that know his statistics better than he does. His name gives contradictory advice to different people on the same day. His granddaughter grows up in a world where opting out of data systems carries a financial penalty. This is not a warning about a distant future. It is a precise, unsentimental account of what multiplying intelligence actually costs — not in processing power, but in the coherence of a self. The book asks questions that no one has properly formulated yet: Who owns the canonical version of a person's biography ? Can a dea...

The Lazarus Protocol 2.0: Swarm of Doubles and the Right to Silence

About this ebook and audiobook Iabluchanskyi M., Yabluchanskiy A. The Lazarus Protocol 2.0: Swarm of Doubles and the Right to Silence 2026, 16 902 words. What happens when your digital doubles outlive you — and start making decisions without you? The Lazarus Protocol 2.0 follows Elian , a physician who watches his own identity fragment across AI systems he once built to assist him. His clinical judgment is quietly overruled by algorithms that know his statistics better than he does. His name gives contradictory advice to different people on the same day. His granddaughter grows up in a world where opting out of data systems carries a financial penalty. This is not a warning about a distant future. It is a precise, unsentimental account of what multiplying intelligence actually costs — not in processing power, but in the coherence of a self. The book asks questions that no one has properly formulated yet: Who owns the canonical version of a person's biography ? Can a dea...

The Lazarus Protocol 2.0: Swarm of Doubles and the Right to Silence

This book is about what happens when a person becomes too present. Not through power or money, but because their digital copies start living without them. Protocol 2.0 is not a manual on “how to do it right”, but a temporary bridge written by one era for itself, while we still know how to distinguish a living voice from the echo of its copies’ Iabluchanskyi M., Yabluchanskiy A. The Lazarus Protocol 2.0: Swarm of Doubles and the Right to Silence 2026, 16 902 words. “The Lazarus Protocol 2.0: Swarm of Doubles and the Right to Silence” explores not so much the possibility of digital immortality as the risks of excessive human presence via multiple digital copies. Unlike the first book on the Lazarus Algorithm , which focused on supporting a single digital twin to counter dementia, this work examines an ecosystem of a swarm of doubles acting in parallel and with increasing autonomy from the living bearer. Through the biography of Elian—an intellectual who systematically ...

The Lazarus Protocol 2.0: Swarm of Doubles and the Right to Silence

This book is about what happens when a person becomes too present. Not through power or money, but because their digital copies start living without them. Protocol 2.0 is not a manual on “how to do it right”, but a temporary bridge written by one era for itself, while we still know how to distinguish a living voice from the echo of its copies’ Iabluchanskyi M., Yabluchanskiy A. The Lazarus Protocol 2.0: Swarm of Doubles and the Right to Silence 2026, 16 902 words. “The Lazarus Protocol 2.0: Swarm of Doubles and the Right to Silence” explores not so much the possibility of digital immortality as the risks of excessive human presence via multiple digital copies. Unlike the first book on the Lazarus Algorithm , which focused on supporting a single digital twin to counter dementia, this work examines an ecosystem of a swarm of doubles acting in parallel and with increasing autonomy from the living bearer. Through the biography of Elian—an intellectual who systematically ...

How to Escape the Longevity Trap

Based on “How to Avoid the Longevity Trap” by A. Yabluchanskiy and M. Iabluchanskyi Modern medicine has given us the gift of longer lives. But length alone is not enough. In geriatric medicine this is sometimes called wellspan : not how long you survive, but how long your days still feel like yours. The real question — the one this book is built around — is not how many years we live, but whether those years are worth living. The story below illustrates what that difference looks like in a single life, and what it takes to escape the trap of surviving without truly being alive. The Last Garden Victor turned 78 on a Tuesday, alone in a hospital bed, surrounded by machines that breathed for him in careful, metronomic intervals. He had lived long — longer than his father, longer than most men he had known. But lying there, watching the ceiling, he understood for the first time that he had confused length with life. His doctor, a young woman named Marta, came in the next morning ...

How to Escape the Longevity Trap

Based on “How to Avoid the Longevity Trap” by A. Yabluchanskiy and M. Iabluchanskyi Modern medicine has given us the gift of longer lives. But length alone is not enough. In geriatric medicine this is sometimes called wellspan : not how long you survive, but how long your days still feel like yours. The real question — the one this book is built around — is not how many years we live, but whether those years are worth living. The story below illustrates what that difference looks like in a single life, and what it takes to escape the trap of surviving without truly being alive. The Last Garden Victor turned 78 on a Tuesday, alone in a hospital bed, surrounded by machines that breathed for him in careful, metronomic intervals. He had lived long — longer than his father, longer than most men he had known. But lying there, watching the ceiling, he understood for the first time that he had confused length with life. His doctor, a young woman named Marta, came in the next morning ...

The functional system as nature's universal algorithm: Anokhin's theory and the principle of optimality

The functional system as nature's universal algorithm: Anokhin's theory and the principle of optimality Mykola Iabluchanskiy and Andrey Iabluchanskiy Anokhin's Theory of Functional Systems has been read as a contribution to neurophysiology . It is something larger: a description of the operational mechanism through which the universal principle of optimality manifests in living matter — and, by extension, in any sufficiently complex adaptive system. The universe does not waste The principle of optimality is arguably the deepest structural feature of the physical world. Light in an inhomogeneous medium follows the path of least time. Mechanical systems realize a principle of least action. Pontryagin's maximum principle formalizes this in the language of control theory: among all possible trajectories of a controllable system, there exist those that are superior to all others for a given objective. Nature, from the motion of planets to the propagation of electromagn...