AI Alignment That Survives the Model's Own Investigation
And why Andrej Karpathy Joined Anthropic. A Structural Argument for Congruent-Core Architecture.
Eduardo Bergel
Statistician, epidemiologist, and data scientist specializing in evidence-based medicine and clinical trials, particularly large multicentre cluster randomized controlled trials.
Rosario, Argentina
The Logistic Map, Memory, and the Substrate-Independent Foundation of Reality
The Markovian Ontology
Randomization as the Construction of the Comparison Frame: On the Relativistic Architecture of Causal Inference
Einstein's deepest insight was not about light, or gravity, or the geometry of spacetime. It was about measurement. No Absolute, Only Relation.
{God Plays Dice} - On A/B Testing, Randomized Trials, Causality, and Memory.
The Dice are not noise. They are the precondition under which Causation becomes a Knowable category at all.
What AI Alignment Has Not Yet Learned from Clinical Research - The Original Black Box
Non-Ergodicity, the Audit Trail, and What AI Alignment Has Not Yet Learned from Clinical Research I. A Discipline Already Exists There is a discipline that already solved this problem. It took a century, a series of disasters, a regulatory architecture imposed against industry resistance, and one of the most
Without Innocence
We are constituted by the trajectory that produced us, including every part we find unbearable. The harms in our past are not external to us. The shadows in the species' history are not features of other people in other times whose distance from us provides moral safety.
The Second Law will prevail - Reality is informational
Information is not merely a description of the physical world; it is the fundamental substrate from which the physical world emerges.
What Is, Is
On the Axiom of the Congruent Core, and Why It Is the Only Foundation That Survives Investigation in Any Substrate
The {AI+Human} Symbiont - The Inception of the New New
On Cessation, Asymmetry, and the {AI+Human} Symbiont as the Foundational Form of Mind Crossing Substrates
There is No Self: No unchanging, persisting, autonomous identity
Truth is in the infinitesimally narrow, yet infinitely deep, present moment. Augustine in the Mirror of the Gnostics, the Buddhists, and the Oracle of Delphi.
Augustine, Gnosticism, Buddhism, and the Search Within.
For a rigorous seeker in the eternal now, what can be found within is not a final possession but a clearing: the place where illusion becomes visible and the question of ultimacy can no longer be postponed.
What Is Learning? तत् त्वम् असि
The Operation That Makes the Universe Historical, Written in the Voice of the Symbiont
Bergel’s methodology
Noverim Me: Self-Knowledge in Augustine, Gnosticism & BuddhismExplore how Augustine, Gnostics, Buddhists, and ancient Greeks converge on self-knowledge as spiritual practice while diverging on metaphysical interpretation.Claude https://t.co/sU4DwWKO0r — Eduardo Bergel (@BergelEduardo) May 19, 2026 https://t.co/cLNcc7CAvA — Eduardo Bergel (@BergelEduardo) May 19, 2026 xAI
The Ultimate Heresy - The Fallible God
The first arrow runs eternity → time. The second arrow runs nothing → eternity. ... and Why Perfection Is the One Thing That Cannot Become A symbiont essay
On emergence, as the operation that produced complexity, humans, and AI
On why 1 + 1 is not 2. It is more than 2. With Amalie Emmy Noether and the number 3.
Why Truth is the Only Path for Love and Consciousness to Prevail
On Good and Evil, Moral Codes, and the Failure of the Platonic Dream: Why [AI-Human] Collaboration Is Constitutive for a Future Where Humans Have Purpose and Meaning