6139 words
31 minutes
Why is AI Deeply-Seated with Philosophy and Language?
2025-05-29
2026-01-27

Starting Point - Gottlob Frege#

This is the earliest time I could remember from my consciousness when I found a very interesting book from the MIT’s OCW reading materials - The Logic Book by Merrie Bergmann, James Moor, and Jack Nelson (2008).

The book started with mentioning one of the prominent figure in the field of Logic - Friedrich Ludwig Gottlob Frege (8 November 1848 - 26 July 1925) a German philosopher, logician, and mathematician.

He was a mathematics professor at the University of Jena, and is understood by many to be the father of Analytic Philosophy, concentrating on the philosophy of language, logic, and mathematics. Frege is widely considered to be the greatest logician since Aristotle, and one of the most profound philosophers of mathematics ever.

While Gottlob Frege’s body of work is not extensive, it is incredibly dense and influential. His most important books represent major milestones in the history of logic and philosophy.

  • Begriffsschrift (or Concept-Script in English): his first revolutionary work where he unveiled his powerful new system of logic that went far beyond the Aristotelian logic of his day.

  • Die Grundlagen der Arithmetik (The Foundations of Arithmetic): a direct and sustained argument against Immanuel Kant’s philosophy of mathematics. Frege dismantled the prevailing Kantian view that arithmetic was “synthetic a priori” (meaning it required a special faculty of intuition) and argued that the principles of arithmetic were “analytic” (derivable from pure logic and definitions alone). Much of The Foundations of Arithmetic is dedicated to refuting Kant’s position and demonstrating the superiority of a purely logical foundation for numbers.

    Gottlob Frege and Immanuel Kant are profoundly connected in the history of philosophy, with Frege’s work being a direct response to and a challenge against a core part of Kant’s philosophy. Their relationship is one of intellectual opposition. The heart of their disagreement lies in the nature of mathematical truth.

    In his Position, Kant argued that the truths of arithmetic (like 7 + 5 = 12) are synthetic a priori:

    • A priori means the knowledge is independent of experience. We don’t need to count objects in the world to know that 7 + 5 = 12.
    • Synthetic means the truth is not merely based on definitions. Kant believed that the concept of “12” is not actually contained within the concepts of “7,” “5,” and “plus.” He argued that to arrive at the sum, we need a special faculty he called pure intuition - a kind of mental construction, like counting on our fingers in our mind.

    Frege’s Rebuttal, however, stated that the truths of arithmetic are analytic a priori:

    • He agreed with Kant that they are a priori
    • However, he argued they are analytic, meaning they can be derived from pure logic and definitions alone, without any need for a mysterious “intuition.”

Philosopher in Field of Language#

Being one of the founders of analytic philosophy, Frege’s work on logic and language gave rise to the linguistic turn in philosophy. His contributions to the philosophy of language include:

As a philosopher of mathematics, Frege attacked the psychologistic appeal to mental explanations of the content of judgment of the meaning of sentences. His original purpose was very far from answering general questions about meaning; instead, he devised his logic to explore the foundations of arithmetic, undertaking to answer questions such as “What is a number?” or “What objects do number-words (‘one’, ‘two’, etc.) refer to?” But in pursuing these matters, he eventually found himself analysing and explaining what meaning is, and thus came to several conclusions that proved highly consequential for the subsequent course of analytic philosophy and the philosophy of language.

Why Would Frege Become Interested in the Philosophy of Language?#

A Tool for Mathematics#

Frege’s journey into the philosophy of language is a fascinating example of how a problem in one field can force a revolution in another. His interest wasn’t born from a desire to study language for its own sake, but rather as a necessary step to solve a problem in mathematics.

Frege’s ultimate goal was logicism: to prove that all of arithmetic could be derived from the basic principles of logic alone. He wanted to show that mathematical truths weren’t based on some special intuition, as Kant believed, but were simply complex logical truths.

To build these proofs, however, he quickly ran into a major obstacle: ordinary human language. He found German, like any natural language, to be too ambiguous, vague, and context-dependent for the kind of absolute precision required for logical proofs. The grammatical structure of a sentence often hid its true logical form.

His solution was to invent a new language, a “formula language for pure thought,” which he called the Begriffsschrift (“Concept-Script”). This was a perfectly logical and unambiguous formal system. In the process of creating and justifying this system, he was forced to answer fundamental questions about how any language works:

  • What is the difference between an object and a concept?
  • How do sentences connect to the world to be true or false?
  • How can two names, like “the morning star” and “the evening star,” refer to the same object (Venus) yet have different meanings?

Answering these questions, which he had to do to make his logical system work, led him directly to his groundbreaking contributions to the philosophy of language, such as his famous distinction between sense and reference. His work on language was a necessary tool for his work on mathematics.

The Influence of Childhood#

While his mathematical goals provided the motivation, his childhood likely provided a crucial part of the mindset.

In childhood, Frege encountered philosophies that would guide his future scientific career. For example, Frege’s father, Carl Alexander Frege, was the co-founder and headmaster of a girls’ high school. his father wrote a textbook on the German language for children aged 9-13, entitled Hülfsbuch zum Unterrichte in der deutschen Sprache für Kinder von 9 bis 13 Jahren (2nd ed., Wismar 1850; 3rd ed., Wismar and Ludwigslust: Hinstorff, 1862) (Help book for teaching German to children from 9 to 13 years old), the first section of which dealt with the structure and logic of language. Growing up in a household where his own father was professionally dedicated to analyzing, structuring, and teaching the rules of grammar would have exposed Frege from a very young age to the idea of language as a formal system.

While we have no record of Frege explicitly crediting his father’s work, it’s highly plausible that this upbringing instilled in him a deep-seated sensitivity to the structure of language and an awareness of its potential for both precision and confusion. This early, informal training in thinking analytically about language would have given him a unique foundation for his later, revolutionary work when he realized that ordinary language was inadequate for his logical project.

Bridging to AI#

Gottlob Frege’s opposition with Kant and his strong sense of rationality made me think he is a rationalism. In fact, his opposition to Kant stems from a belief that reason is even more powerful than Kant gave it credit for, because Gottlob Frege is a towering figure in the Rationalist tradition, even if he isn’t always labeled as such in introductory texts. His entire philosophical project can be seen as a radical and modernized form of Rationalism.

This triggered my ultimate question: “Is AI related to the Philosophy of Language at all?

The answer is “Yes, absolutely”. The relationship between AI and the Philosophy of Language is not just a casual connection; it’s a deep, fundamental, and reciprocal one. In many ways, modern AI, especially Large Language Models (LLMs), is a large-scale, practical experiment in the philosophy of language. The core reason is simple: for decades, philosophers have asked theoretical questions about how language works, and now, AI engineers are forced to answer those same questions in a practical way to build systems that can use language.

The Central Problem: What is Meaning?#

The biggest overlap is the question of meaning (semantics). Philosophers have long debated how words get their meaning. Do they point to objects in the world? Do they get meaning from a dictionary-like definition in our minds? Or something else?

Modern AI models have a very specific, and philosophically interesting, answer: they learn meaning from statistical relationships between words in vast amounts of text. An AI “knows” that “king” is related to “queen” not because it understands monarchy, but because it has analyzed billions of sentences where those words appear in similar contexts. This strongly resonates with the philosopher Ludwig Wittgenstein’s famous idea that “the meaning of a word is its use in the language.” AI takes this idea to its literal, computational extreme.

This, however, raises a huge philosophical question that AI engineers and philosophers are now grappling with together: Is this statistical “meaning” the same as human understanding? Or is it a sophisticated mimicry without any real comprehension?

The Question of True Understanding#

This all leads to the most famous philosophical challenge to AI: John Searle’s “Chinese Room” argument. Searle asks us to imagine a person in a room who doesn’t speak Chinese but has a giant rulebook. Messages in Chinese are passed under the door, and by following the rules in the book, the person can find the correct Chinese symbols to pass back out, creating a convincing conversation.

While the “Chinese Room” argument is most often discussed in the Philosophy of Mind (because its main target is whether a machine can have a mind), its central pivot point - the very concept of “understanding” - is a profoundly epistemological question. Searle is using a problem of mind to make a claim about the nature of knowledge. But we are not going to get deep into Searle’s argument, because what’s important is that we have established the consensus on the deep connection between Philosophy and AI

Philosophy#

How to study Philosophy

People who are interested in Philosophy but not a Philosophy major doesn’t like the overly complicated style of writing where everything is symbolic or metaphorical and have to dig for the meaning instead of it just being clearly stated. For example, reading Newton’s principia feels struggling for really understanding the work not because the ideas in it are too complicated, but because reaching the ideas feels like going through a maze of unnecessary jargon to reach them, and by the time one has made it through all that, people become too mentally drained to even digest what they’re really saying. Is there anything wrong?

It is an interesting assumption that people without background in academic Philosophy think that one have to read the primary sources with verify little hand holding. Studying both Physics and Philosophy, I have literally never in my life met someone that tries to access Physics by reading the primary academic literature.

Literally nobody interested in Physics starts by trying to read Newton’s principia. If one is interested in Philosophy and doesn’t have any training in it, why not start with Philosophy textbooks just like how we study Physics in college? These university level introductory texts take these complex and often unfriendly primary texts and parse them for us.

Philosophy (‘love of wisdom’ in Ancient Greek) is a systematic study of general and fundamental questions concerning topics like existence, reason, knowledge, value, mind, and language. It is a rational and critical inquiry that reflects on its methods and assumptions. Philosophical questions can be grouped into several branches. Logic, Metaphysics, Epistemology, and Ethics are sometimes listed as the main branches.

Logic#

Axiomatic Systems#

Over the centuries, a variety of systems of deductive logic have been developed. One of the oldest is Euclid’s Elements, the axiomatization of plane geometry developed around 300 BCE in classical Greece. All of the truths or theorems of plane geometry can be derived from the five fundamental assumptions or axioms of Euclid’s system. Many have attempted to axiomatize other areas of knowledge, including many of the sciences and many areas of mathematics. For example, Giuseppe Peano successfully axiomatized arithmetic in 1889.

The Five Fundamental Axioms of Euclid’s Elements
  1. ᾿Ηιτήσθω ἀπὸ παντὸς σημείου ἐπὶ πᾶν σημεῖον εὐθεῖαν γραμμὴν ἀγαγεῖν.
  2. Καὶ πεπερασμένην εὐθεῖαν κατὰ τὸ συνεχὲς ἐπ᾿ εὐθείας ἐκβαλεῖν.
  3. Καὶ παντὶ κέντρῳ καὶ διαστήματι κύκλον γράφεσθαι.
  4. Καὶ πάσας τὰς ὀρθὰς γωνίας ἴσας ἀλλήλαις εἶναι.
  5. Καὶ ἐὰν εἰς δύο εὐθείας εὐθεῖα ἐμπίπτουσα τὰς ἐντὸς καὶ ἐπὶ τὰ αὐτὰ μέρη γωνίας δύο ὀρθῶν ἐλάσσονας ποιῇ, ἐκβαλλομένας τὰς δύο εὐθείας ἐπ᾿ ἄπειρον συμπίπτειν, ἐφ᾿ ἃ μέρη εἰσὶν αἱ τῶν δύο ὀρθῶν ἐλάσσονες.

Most of the theorems appearing in the Elements were not discovered by Euclid himself, but were the work of earlier Greek mathematicians such as Pythagoras (and his school), Hippocrates of Chios, Theaetetus of Athens, and Eudoxus of Cnidos. However, Euclid is generally credited with arranging these theorems in a logical manner.

The original Ancient Greek text of Euclid’s Elements can be found at:

An axiomatic system consists of two key components:

  1. Axioms (or Postulates): These are the foundational statements or assumptions that are accepted as true without proof. They are the starting premises of the entire system.
  2. Rules of Inference: These are the rules of logic that allow us to combine and manipulate the axioms (and any subsequently proven statements) to create new, true statements.

The process of using these rules of inference to derive new statements (theorems) from the initial axioms is deductive reasoning

Metaphysics#

Since the field of metaphysics is so vast, this section simply outlines a systematic metaphysics study guide. Learning Metaphysics systematically is a challenging but rewarding endeavor. “Systematic” can mean 2 things:

  1. a thematic approach (tackling specific problems like time, free will, or universals one by one), or
  2. a historical approach (tracing the evolution of these ideas from the Greeks to today)

For a truly systematic understanding, it is often best to start with a strong thematic map to understand the landscape, then dive into the historical foundations, and finally engage with contemporary systems.

Phase 1: The Map (Thematic Introduction)#

Before reading the dense primary texts, we need a high-level overview of the major debates. These textbooks are the gold standard for structuring the chaos of metaphysical problems.

  • Metaphysics: A Contemporary Introduction by Michael J. Loux

    This is arguably the best “textbook” for a systematic start. It breaks the field down by topic (Universals, Particulars, Proposition, Modality, etc.) and clearly explains the opposing views (e.g., Realism vs. Nominalism) without getting bogged down in jargon.

  • A Survey of Metaphysics by E.J. Lowe

    E.J. Lowe was a major systematic metaphysician. His survey covers the entire waterfront of the discipline with a focus on how different metaphysical commitments (like how you view time) affect others (like how you view causation).

  • Metaphysics by Peter van Inwagen

    Less of a textbook and more of a guided tour by a master philosopher. Van Inwagen demonstrates how to think metaphysically rather than just listing facts.

Phase 2: The Foundation (Historical Systems)#

Once we understand the basic terms (ontology, epistemology, substance, accident), we should turn to the primary texts that defined the discipline.

  1. Aristotle: Metaphysics (specifically Books I, IV, VII, VIII, and XII)

    The origin of the term and the discipline. This introduces the concepts of Substance, Essence, and Potentiality/Actuality.

  2. René Descartes: Meditations on First Philosophy

    The birth of modern metaphysics, shifting the focus to the mind-body distinction and the nature of material substance.

  3. David Hume: An Enquiry Concerning Human Understanding

    Essential for his devastating critique of causation and necessity. We cannot do modern metaphysics without answering Hume.

  4. Immanuel Kant: Critique of Pure Reason

    This is the most difficult but most important text. Kant argues that traditional metaphysics is impossible without first understanding the limits of human reason. It fundamentally changes how we view “reality” vs. “appearance”.

Phase 3: The Deep Dives (Specific Branches)#

Systematic metaphysics is often divided into specific branches. Once we have the basics, we can specialize what we are more interested in such as

BranchKey QuestionEssential Resource
OntologyBy this time, Christians had a network of Bishops, a hierarchy, and a strict system of doctrine. It functioned like a “state within a state.”On What There Is by W.V.O. Quine
ModalityWhat is possible vs. necessary?On the Plurality of Worlds by David Lewis
TimeDoes time flow or is it a block?The Unreality of Time by J.M.E. McTaggart
Free WillIs freedom compatible with determinism?Free Will (Oxford Readings) ed. by Gary Watson
IdentityWhat makes us the same person over time?Reasons and Persons by Derek Parfit

A syllabus-like structure would allow us to follow this order:

  1. Read Loux (Chapters 1–2 on Universals/Particulars).
  2. Read Aristotle (Metaphysics Book Zeta/VII).
  3. Read Loux (Chapters on Modality and Causation).
  4. Read Hume (Enquiry Section IV-VII).
  5. Read Kant (Prolegomena to Any Future Metaphysics - a shorter, clearer version of the Critique).
  6. Finish with Van Inwagen for a modern synthesis.

Chinese Metaphysics#

Chinese philosophy also independently developed deep inquiries into the fundamental nature of reality. However, while Western metaphysics (originating with the Greeks) often focused on substance and being (what things are), Chinese metaphysics traditionally focused more on process, change, and becoming (how things interact and transform).

Daoism offers the earliest and most distinct metaphysical system in China. It posits a formless, nameless source of all reality that precedes the physical universe. Unlike the Greek Logos (which implies logic and reason), the Dao is the ineffable, generative force of the universe. It deals with the interplay of (Being/Something) and (Non-being/Nothingness).

The key work of 道德经 (Classic of the Way and Virtue) describes the Dao as the “mother of ten thousand things”(万物之母), asserting that reality is born from a void or non-being ()

The opening of 道德经 in Chinese

Another masterpiece of 庄子(Zhuangzi) challenged human categories of reality, famously questioning whether he was a man dreaming he was a butterfly or a butterfly dreaming he was a man. This text explores skepticism and the relativity of existence.

Overall, the major distinction between Greek and Chinese thought is

  • Greek Metaphysics: Often asks “What is the substance?” (e.g., Water, Atoms, Forms). It seeks a static, eternal truth behind the changing world.
  • Chinese Metaphysics: Often asks “What is the pattern?” (e.g., Dao, Li). It accepts change as the ultimate reality and seeks to understand the “process” or “way” things unfold.

Synthesis#

Loux’s Metaphysics: A Contemporary Introduction claims that

”… there is a single unchanging structure (about metaphysics) that underlies anything that can be called human knowledge or experience”.

This further intensifies an interesting “conflict” between Western and the Chinese metaphysics; focus on “change”.

However, a modern reconciliation (often seen in Whitehead’s Process Philosophy or Quantum Field Theory) suggests the Chinese view might be more physically accurate: there are no static particles, only fields in constant vibration. The “unchanging structure” Loux speaks of might just be a necessary “user interface” for human consciousness, even if the underlying reality is pure flux.

In his master text of Process Philosophy, Process and Reality (1929), Whitehead argues that the fundamental units of reality are not static “things,” but momentary events he calls “Actual Occasions” or “Actual Entities”.

He also explicitly developed this system to accommodate the discoveries of Quantum Mechanics and Relativity, which had shattered the Newtonian view of static matter in absolute space.

Quantum Field Theory Study Roadmap

Studying Quantum Field Theory (QFT) is one of the most challenging intellectual undertakings in physics but also rewards a lot by assisting us to grasp the nature of the conflict from a different perspective.

We offer a systematic roadmap to guide one from foundational prerequisites to advanced topics.

  • Phase 0 - The Prerequisites: QFT is mathematically demanding. Before starting, make sure to have a solid grasp of these foundations. If you are shaky here, QFT will be impenetrable.

    • Classical Mechanics: Lagrangian and Hamiltonian formalisms, Principle of Least Action, Poisson brackets. Textbook:

      Aiming for Quantum Field Theory (which relies heavily on Lagrangian mechanics and symmetry), Landau & Lifshitz is often considered the more direct preparation because it emphasizes the Principle of Least Action and symmetries right from page one. However, Goldstein is the better reference if we get stuck and need a step-by-step explanation.

      One can also use Taylor if they open Landau & Lifshitz and find that they are struggling with the basic physical concepts (e.g., “Why is energy conserved?”, “What is a coupled oscillator?”). Taylor is undergrad-level while Goldstein is grad-level auxiliary text

Epistemology#

Epistemology is the branch of philosophy that studies knowledge. It is also known as theory of knowledge and aims to understand what knowledge is, how it arises, what its limits are, and what value it has. It further examines the nature of truth, belief, justification, and rationality. Some of the questions addressed by epistemologists include “By what method(s) can one acquire knowledge?”; “How is truth established?”; and “Can we prove causal relations?”

One area in epistemology asks how people acquire knowledge. According to empiricists, all knowledge is based on some form of experience. Rationalists reject this view and hold that some forms of knowledge, like innate knowledge, are not acquired through experience

Unlike the fields of Psychology which is also interested in beliefs and related cognitive processes by studying the beliefs people actually have and how people acquire them, epistemology explores how people should acquire beliefs. It determines which beliefs or forms of belief acquisition meet the standards or epistemic goals of knowledge and which ones fail, thereby providing an evaluation of beliefs. In this regard, epistemology is a normative discipline, whereas psychology and cognitive sociology are descriptive disciplines

The word epistemology comes from the ancient Greek terms ἐπιστήμη (episteme, meaning knowledge or understanding) and λόγος (logos, meaning study of or reason), literally, the study of knowledge. Despite its ancient roots, the word itself was only coined in the 19th century to designate this field as a distinct branch of philosophy.

Major Schools of Thought#

Skepticism and Fallibilism#

Philosophical skepticism questions the human ability to attain knowledge by challenging the foundations upon which knowledge claims rest. Some skeptics limit their criticism to specific domains of knowledge. For example, religious skeptics say that it is impossible to know about the existence of deities or the truth of other religious doctrines. Similarly, moral skeptics challenge the existence of moral knowledge and metaphysical skeptics say that humans cannot know ultimate reality. External world skepticism questions knowledge of external facts, whereas skepticism about other minds doubts knowledge of the mental states of others.

Fallibilism is another response to skepticism. Fallibilists agree with skeptics that absolute certainty is impossible. They reject the assumption that knowledge requires absolute certainty, leading them to the conclusion that fallible knowledge exists. They emphasize the need to keep an open and inquisitive mind, acknowledging that doubt can never be fully excluded, even for well-established knowledge claims like thoroughly tested scientific theories

Empiricism and Rationalism#

The debate between empiricism and rationalism centers on the origins of human knowledge. Empiricism emphasizes that sense experience is the primary source of all knowledge. Some empiricists illustrate this view by describing the mind as a blank slate that only develops ideas about the external world through the sense data received from the sensory organs. According to them, the mind can attain various additional insights by comparing impressions, combining them, generalizing to form more abstract ideas, and deducing new conclusions from them. Empiricists say that all these mental operations depend on sensory material and do not function on their own.

Even though rationalists usually accept sense experience as one source of knowledge, they argue that certain forms of knowledge are directly accessed through reason without sense experience, like knowledge of mathematical and logical truths

Analytic Philosophy v.s. Continental Philosophy#

In the late 19th and early 20th centuries there was one of the most fascinating and puzzling divisions in modern thought. The divergence is the result of a philosophical fork in the road that occurred as philosophers tried to grapple with the legacy of Immanuel Kant. Both traditions, in their own way, are a response to the questions he raised.

The Analytic Path: A Revolution in Logic#

One path was largely set by the revolution in logic initiated by Gottlob Frege and championed by figures like Bertrand Russell, G.E. Moore, and Ludwig Wittgenstein in the United Kingdom. They believed that many of the great philosophical problems were actually the result of confusions caused by the imprecision of ordinary language. Their goal was to achieve the clarity and certainty of mathematics and science in philosophy.

The core methodology was logical analysis. By using the powerful new formal logic (which was a massive leap beyond Aristotle’s system), they could break down complex philosophical statements into their simplest components and evaluate them with rigorous precision. The ideal was to solve, or in some cases dissolve, philosophical problems

This path led to the Anglophone Philosophy or Analytic Philosophy whose approach resonated deeply with the strong empiricist tradition in British philosophy (going back to John Locke and David Hume). Furthermore, the rise of Nazism in the 1930s led to the migration of many leading members of the Vienna Circle - the epicenter of this new “scientific” philosophy - to the United States and the UK (hence the name “Anglophone”). They established themselves in universities, trained the next generation of philosophers, and cemented the dominance of the analytic style.

Analytic philosophers were most interested in Kant’s epistemology and his analysis of the structure of judgments. They saw his work as a brilliant but ultimately flawed attempt to understand the foundations of knowledge, and they sought to “correct” it using the more powerful tools of modern logic. The debate between Frege and Kant over the nature of arithmetic is a perfect example of this.

The Continental Path: History, Experience, and Interpretation#

Meanwhile, in continental Europe, particularly in Germany and France, philosophy took a very different turn. Instead of rejecting the grand philosophical tradition, figures like Edmund Husserl, Martin Heidegger, Jean-Paul Sartre, and Jacques Derrida sought to engage with it and reinterpret it. They were less concerned with scientific precision and more interested in understanding the nature of human existence, consciousness, history, and power. They felt that reducing philosophy to logical analysis missed the richness and complexity of lived experience.

The methodology are more varied, but they often involve phenomenology (the study of conscious experience), hermeneutics (the theory of interpretation), and a deep engagement with the history of philosophy itself. They believe that we cannot understand a philosophical concept without understanding its historical development.

This path gave birth to Continental Philosophy and was a natural continuation of the German Idealist tradition of Kant and Hegel. The university systems in France and Germany had long emphasized the study of the history of philosophy as a central part of a philosophical education. Moreover, the immense social and political traumas of the 20th century - two world wars, the Holocaust, the Cold War - made the Continental themes of anxiety, freedom, power, and historical meaning feel deeply and urgently relevant.

Continental philosophers were more engaged with Kant’s metaphysics, his ethics, and his ideas about the limits of reason. They were fascinated by the “noumenal world” (reality-in-itself) that Kant said was unknowable, and they explored themes of freedom, subjectivity, and the human condition that were central to his moral philosophy.

The Converging Two Paths#

Despite the two distinct philosophical streams that flowed on opposite sides of the English Channel, a significant and positive shift in the philosophical landscape over the last few decades, however, has made the division become less rigid today. What I mean by that is the old, almost hostile, separation between the two traditions is breaking down. The stereotypes of the hyper-logical, science-obsessed Analytic philosopher and the obscure, literary Continental philosopher are becoming increasingly outdated. This convergence is happening in several important ways:

  1. The Rediscovery of Shared History: For a long time, Analytic philosophers often ignored the history of philosophy, treating problems as timeless logical puzzles. That has changed dramatically. There is now a huge movement within Analytic philosophy to engage seriously with historical figures, including those central to the Continental tradition.

  2. Overlapping Subject Matter: The thematic walls have started to crumble. Philosophers from both traditions are finding themselves asking the same questions, even if they approach them with different methods.

    • From Analytic to Continental: Analytic philosophers are now deeply engaged in topics that were once considered the exclusive territory of Continental thought. The philosophy of mind, for instance, now seriously discusses consciousness, embodiment, and subjective experience - topics central to phenomenology (a core Continental method).
    • From Continental to Analytic: Conversely, thinkers in the Continental tradition are increasingly engaging with cognitive science, logic, and even analytic philosophy of language to sharpen their arguments. The idea that a Continental philosopher would be ignorant of science and logic is no longer a given.
  3. The Influence of “Bridge Figures”: Certain 20th-century philosophers have proven to be so profound that their work is indispensable to both traditions, creating a shared intellectual space. The most important bridge figure is the later Ludwig Wittgenstein. His early work was a cornerstone of Analytic philosophy, but his later work, with its focus on “language-games,” “forms of life,” and the idea that meaning is use, has deep resonances with Continental themes of culture, context, and the limits of formal systems. We can find his influence everywhere, from Analytic philosophy of language to Continental social theory.

  4. Globalization and Institutional Change: Finally, the practical, geographical barriers have fallen. The internet, international conferences, and the ease of translation mean that philosophers are no longer isolated in their respective “anglophone” or “European” bubbles. It is now common for a philosophy department in the U.S. or U.K. to have specialists in both traditions, leading to a cross-pollination of ideas among students and faculty.

But what could possibly bridge such a deep intellectual and cultural divide? The convergence wasn’t the result of a single event or a formal peace treaty, but rather a gradual and organic process driven by a recognition that both traditions, in their most dogmatic forms, had reached certain limitations.

For example, both traditions found that their own tools weren’t enough. The Analytic project to solve all problems with logic couldn’t adequately address complex human experiences like consciousness or political justice. At the same time, some Continental philosophy was criticized for becoming too detached from scientific and logical standards. This created a mutual need to look outside their own toolkits.

Such limits of purity initiated the shared return to the very foundations of philosophy, especially to the monumental figures Immanuel Kant and Aristotle. Analytic philosophers later started to realize that one cannot fully understand a philosophical problem without understanding its history. This led them back to the classic texts, not as adversaries, but as sources of profound insight. And it was here, in the shared reading of common ancestors, that they found themselves standing on the same ground as their Continental counterparts.

The old Analytic approach was exemplified by Gottlob Frege, who read Kant primarily to refute his theory of mathematics. The focus was narrow and adversarial. The new Analytic approach involves a much deeper engagement. Analytic epistemologists and ethicists began to see the power in Kant’s ideas about the mind’s active role in structuring experience and his arguments for universal moral duties. Suddenly, they were grappling with the same Kantian problems of subjectivity, reason, and moral law that had animated Continental phenomenology and critical theory for decades. They were, in a sense, finally having the same conversation.

Besides engagement with Kant, the same is true for Aristotle. For decades, Analytic ethics was dominated by debates between utilitarianism (judging actions by their consequences) and deontology (judging actions by rules, heavily influenced by Kant). Beginning in the mid-20th century, there was a massive revival of Virtue Ethics, a direct return to Aristotle. Analytic philosophers started seriously discussing what it means to live a “flourishing life” (eudaimonia) and the importance of character and virtue. In doing so, they found themselves exploring the very same Aristotelian concepts of being, purpose (telos), and human nature that had been central to the work of Continental thinkers like Martin Heidegger.

This rediscovery of a shared heritage was the most crucial factor. It revealed that the two traditions were not alien species but estranged siblings who had simply inherited and emphasized different aspects of the same family legacy. Ultimately, the convergence was driven by the realization that the fundamental questions of philosophy - What is real? What can we know? How should we live? - are too big for any single method or tradition to claim ownership over. And the What can we know? How should we live? - are too big for any single method or tradition to claim ownership over. And the best way to approach them is often to return to the great thinkers like Aristotle and Kant who first framed them for us all.

Unifying AI’s Determinism & Human’s Libertarianism#

Given the conflict - a world of AI operating on predictable, causal, and deterministic principles clashing with our deep-seated belief in our own free, undetermined, libertarian will - is a modern manifestation of one of the oldest problems in philosophy, what lessons can we learn from this historical unification and apply it to the future conflicts such as dealing with the AI’s Determinism and human’s Libertarianism? The historical rapprochement we’ve been exploring offers several key strategies for addressing it. The reconciliation between Analytic and Continental philosophy offers not just hope, but a practical roadmap for resolving the apparent contradiction between AI’s determinism and human libertarianism.

The most crucial lesson from that unification, based on what we’ve seen so far, is: When two seemingly irreconcilable positions emerge, the path forward is often found not by pushing further into one’s own camp, but by digging deeper into the shared historical foundations from which both positions grew.

The most productive ground was found when both traditions returned to figures like Kant and Aristotle, who had already framed the essential questions. The determinism vs. libertarianism debate is the quintessential Kantian problem.

Immanuel Kant faced this exact dilemma in the 18th century. On one hand, the scientific worldview of Newton described a universe of unshakeable cause and effect (determinism). On the other hand, our experience of morality and reason demands that we believe we are free (libertarianism). His solution was not to pick one over the other, but to argue that they operate in two different domains:

  1. The Phenomenal Realm: This is the world of science, of cause and effect, of space and time. It is the world as it appears to us through the senses and is structured by our minds. In this realm, everything, including the workings of our brains and the circuits of an AI, is subject to the laws of nature and is therefore deterministic. An AI is a purely phenomenal entity.
  2. The Noumenal Realm: This is the world as it is “in itself,” outside of our experience of space, time, and causality. Kant argued that we, as rational beings, are also members of this realm. It is from this noumenal self that our free will and moral duty originate. Our freedom is not a magical ability to break the laws of physics in the phenomenal world; it is the capacity to act according to a law we give ourselves through reason.

The Kantian framework offers a stunningly relevant way to resolve the conflict. We can fully accept that an AI is a deterministic system. We can even accept that our own bodies and brains are deterministic systems within the phenomenal realm of science. However, we can simultaneously maintain that human freedom and moral responsibility belong to a different logical category - that of rational agents acting for reasons. An AI, no matter how complex, operates on causes. A human, in their capacity as a moral agent, operates on reasons. The conflict dissolves when we realize the two concepts are not describing the same thing. The AI’s determinism and our libertarianism do not contradict each other because they are answers to questions asked from two different, but equally valid, standpoints. The challenge, though, is not to prove one side right, but to understand the coherent, unified system of thought that allows both to be true.

Defining the Core Concepts with Rigor

A side-lession on analytical philosophy’s perspective is that we should precisely define before hitting the start button

The early Analytic philosophers, especially Gottlob Frege, insisted that many philosophical disputes were the result of using ambiguous language. They believed that by clarifying our terms, we could dissolve the problems. This is urgently needed in the AI debate.

What do we actually mean by “choice”? When an AI like AlphaGo makes a move that no human predicted, is that a “choice”? It is a deterministic outcome of its programming and training, yet it appears creative and unconstrained. What do we mean by “consciousness” or “understanding”? As the Chinese Room argument shows, a system can be functionally perfect (deterministic) without possessing what we feel is genuine understanding (the seat of our libertarian freedom). By rigorously defining what we value in “human freedom” - is it unpredictability? Is it moral responsibility? Is it creativity? - we may find that some aspects are not threatened by determinism at all, while others need to be protected.

Why is AI Deeply-Seated with Philosophy and Language?
https://blogs.openml.io/posts/philosophy/
Author
OpenML Blogs
Published at
2025-05-29
License
CC BY-NC-SA 4.0