# Geometric Langlands program and the 2024 proof

The Langlands program represents one of the most expansive and unifying frameworks in modern mathematics. First proposed by Robert Langlands in 1967, the program originally sought to establish a fundamental symmetry between algebraic number theory and the representation theory of continuous groups [cite: 1, 2, 3, 4]. Over the decades, this vision expanded via the "function field analogy" to encompass continuous geometric spaces, culminating in the geometric Langlands program [cite: 4, 5, 6, 7]. 

In 2024, a team of nine mathematicians, led by Dennis Gaitsgory and Sam Raskin, published a comprehensive proof of the categorical, unramified geometric Langlands conjecture [cite: 2, 8, 9]. Spanning more than 800 pages across five principal manuscripts, the proof represents the culmination of thirty years of mathematical infrastructure development [cite: 2, 10, 11, 12, 13]. This achievement resolves a central component of the geometric Langlands correspondence, establishing an exact equivalence of derived categories that links the moduli stack of principal bundles on a Riemann surface to the moduli stack of local systems [cite: 14, 15, 16].

## Origins of the Langlands Paradigm

To understand the geometric Langlands program, it is necessary to trace its lineage from classical number theory and trace its evolution across the three distinct domains of mathematics that constitute "Weil's Rosetta Stone" [cite: 2, 13, 15].

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### The Arithmetic Foundations

In a 17-page handwritten letter to André Weil in 1967, Robert Langlands proposed a vast generalization of class field theory and Fourier analysis [cite: 1, 2, 4]. He conjectured that $n$-dimensional representations of the absolute Galois group of a number field (algebraic objects encoding the symmetries of polynomial roots) uniquely correspond to automorphic representations of the general linear group $GL(n)$ over the adele ring of that field (analytic objects resembling complex waves) [cite: 4, 7]. 

This correspondence relies on the precise matching of analytic invariants known as $L$-functions [cite: 17, 18, 19]. The classical Langlands correspondence posits that the symmetries of arithmetic objects perfectly mirror the symmetries of continuous geometric spaces, primarily through the matching of Galois symmetries with Hecke operators [cite: 3, 17, 19]. A highly celebrated consequence of a special case of this theory—the Shimura-Taniyama-Weil conjecture—enabled Andrew Wiles and Richard Taylor's 1994 proof of Fermat's Last Theorem [cite: 2, 4, 6, 20, 21]. However, the full arithmetic Langlands correspondence over number fields remains an open problem due to the profound difficulty of isolating and manipulating these infinite-dimensional analytic spaces [cite: 4, 10, 22].

### The Function Field Analogy

The second column of the Rosetta Stone bridges number theory and pure geometry by replacing number fields (such as the rational numbers $\mathbb{Q}$) with global function fields, specifically the field of rational functions on an algebraic curve defined over a finite field $\mathbb{F}_q$ [cite: 7, 23]. This setting retains an arithmetic Galois group—driven by the Frobenius automorphism—but introduces a geometric interpretation, allowing mathematicians to deploy powerful cohomological methods [cite: 24, 25].

In the 1980s, Vladimir Drinfeld achieved a major breakthrough by proving the Langlands correspondence for $GL(2)$ over function fields [cite: 4, 6, 23, 26]. Drinfeld introduced algebraic structures known as "shtukas" to build a rigorous bridge between two-dimensional $\ell$-adic representations of the fundamental group of a curve and cuspidal automorphic representations [cite: 4, 27]. In 2002, Laurent Lafforgue extended this framework to $GL(n)$ over function fields, an achievement that earned him the Fields Medal [cite: 23, 26]. Later, in 2018, Vincent Lafforgue established the "automorphic to Galois" direction of the global Langlands correspondence for general connected reductive groups over function fields [cite: 6, 25, 26, 28].

### The Transition to Complex Geometry

The third column of the Rosetta Stone shifts entirely into the geometric realm. Instead of operating over curves defined over finite fields, mathematicians analyze smooth projective algebraic curves—Riemann surfaces—defined over the complex numbers $\mathbb{C}$ [cite: 5, 7, 13, 15]. 

In this purely geometric setting, the arithmetic machinery of the Frobenius automorphism and point-counting over finite fields is absent. To preserve the correspondence, the fundamental mathematical objects must undergo a process of "categorification" or "geometrization" [cite: 6, 27, 28]. Automorphic functions are upgraded to categories of sheaves (specifically, $\mathcal{D}$-modules), and Galois representations are replaced by topological local systems (flat connections) [cite: 6, 15, 27, 28]. Formulated initially by Drinfeld and Gérard Laumon in the 1980s, and vastly expanded by Alexander Beilinson and Drinfeld in the 1990s, the geometric Langlands conjecture seeks to establish a canonical equivalence between these categorical structures [cite: 5, 6, 14, 22].

## Dictionary of the Langlands Correspondences

The translation across the three columns of Weil's Rosetta Stone requires mapping specific algebraic and analytic structures from arithmetic to their geometric analogues. The following table summarizes this dictionary [cite: 6, 7, 13, 15, 19].

| Structural Feature | Arithmetic Langlands (Number Fields) | Arithmetic Langlands (Function Fields) | Geometric Langlands (Complex Curves) |
| :--- | :--- | :--- | :--- |
| **Base Space** | Number field $F$ (e.g., $\mathbb{Q}$) | Curve $X$ defined over a finite field $\mathbb{F}_q$ | Compact Riemann surface $X$ over $\mathbb{C}$ |
| **Fundamental Elements** | Prime ideals / places of $F$ | Points of the curve $X(\mathbb{F}_q)$ | Points of the Riemann surface $X(\mathbb{C})$ |
| **Symmetry Group** | Absolute Galois group $Gal(\bar{F}/F)$ | Étale fundamental group $\pi_1(X, \bar{x})$ | Topological fundamental group $\pi_1(X)$ |
| **Spectral Side (A-side)** | Continuous $n$-dimensional Galois representations | $\ell$-adic representations of the étale fundamental group | Local systems (flat connections) mapping into Langlands dual group $\hat{G}$ |
| **Automorphic Side (B-side)** | Automorphic representations of $GL_n(\mathbb{A}_F)$ | Space of automorphic functions on $Bun_G(\mathbb{F}_q)$ | Derived category of $\mathcal{D}$-modules on the moduli stack of bundles $Bun_G(X)$ |
| **Transformation Operators**| Classical Hecke operators | Hecke operators | Geometric Hecke functors |
| **Core Harmonic Objects** | Eigenfunctions | Eigenfunctions | Hecke eigensheaves |
| **Fundamental Equivalences**| Satake Isomorphism | Satake Isomorphism | Geometric Satake Equivalence |
| **Nature of Output** | Equality of $L$-functions | Equality of functions and traces | Equivalence of derived categories |



## Mathematical Architecture of the Geometric Conjecture

The geometric Langlands program posits an exact structural equivalence between two infinitely complex geometric spaces associated with a smooth projective curve $X$ and a reductive algebraic group $G$ [cite: 5, 15]. In the 1990s, Beilinson and Drinfeld shifted the focus from proving a pointwise correspondence of functions to defining a global, categorical equivalence [cite: 2, 6, 16, 28, 29]. 

### The Spectral Side: Local Systems and the Dual Group

The "spectral side" (often referred to as the Galois side in the arithmetic context) deals with the representation of the geometry of $X$. For a compact Riemann surface with genus $g$, its topological fundamental group $\pi_1(X)$ tracks the diverse ways closed loops can wind around the surface's topology [cite: 2, 13, 15]. 

The primary object of study on this side is the moduli stack of local systems, denoted $LocSys_{\hat{G}}(X)$ [cite: 14, 16, 29]. A local system is the geometric realization of a flat connection, dictating how mathematical vectors twist and undergo parallel transport as they traverse the loops of the Riemann surface. 

Crucially, these local systems map into the Langlands dual group, denoted $\hat{G}$ (or ${}^L G$), rather than the original reductive group $G$ [cite: 13, 15, 27]. The Langlands dual group is derived by exchanging the root lattice and the weight lattice of a Lie group [cite: 5, 15]. Consequently, while the general linear group $GL(n)$ acts as its own dual (it is self-dual), the dual of the special orthogonal group $SO(2n+1)$ is the symplectic group $Sp(2n)$ [cite: 5, 13, 15]. This introduces a highly non-trivial asymmetry into the correspondence.

On this moduli space, modern geometric Langlands theory dictates the study of the derived category of quasi-coherent sheaves [cite: 16, 29]. More precisely, following a vital refinement by Dima Arinkin and Dennis Gaitsgory in 2012, the correct categorical object is the category of Ind-coherent sheaves with nilpotent global singular support, denoted $IndCoh_{Nilp}(LocSys_{\hat{G}}(X))$ [cite: 2, 13, 14, 30]. This restriction ensures the category perfectly balances its counterpart on the automorphic side, correcting earlier naive formulations that Vincent Lafforgue proved false for general groups [cite: 30, 31].

### The Automorphic Side: Moduli of Bundles and D-modules

The "automorphic side" operates on the moduli stack of principal $G$-bundles on the curve $X$, denoted $Bun_G(X)$ [cite: 8, 15, 29]. $Bun_G$ is a complex, infinite-dimensional algebraic stack that parametrizes all holomorphic structures and possible configurations of the algebraic group $G$ over $X$ [cite: 15, 30].

In the arithmetic setting, researchers study automorphic functions operating on the analogous space. In the geometric paradigm, functions are categorified into $\mathcal{D}$-modules [cite: 6, 15, 27, 28]. A $\mathcal{D}$-module is an algebraic construct that encapsulates a system of linear partial differential equations on an algebraic variety [cite: 15]. By shifting focus to the derived category of $\mathcal{D}$-modules on $Bun_G$, denoted $\mathcal{D}\text{-}mod(Bun_G)$, mathematicians study the holistic space of solutions to these differential equations rather than isolated instances [cite: 8, 29].

Within this vast category, highly specific $\mathcal{D}$-modules known as *Hecke eigensheaves* act as the geometric equivalents of the pure sine waves (eigenfunctions) found in classical Fourier harmonic analysis [cite: 2, 9, 14]. Through the geometric Satake equivalence, geometric Hecke functors act on these categories, flawlessly intertwining the representation theory of the group $G$ with the geometry of its dual group $\hat{G}$ [cite: 6, 27, 28].

### The Categorical Equivalence

The "best hope" formulated by Beilinson and Drinfeld proposed a sweeping spectral theorem for these sheaves [cite: 2, 15, 16, 29]. The categorical unramified geometric Langlands conjecture states that there exists a canonical equivalence of derived categories:

$$\mathcal{D}\text{-}mod(Bun_G(X)) \simeq IndCoh_{Nilp}(LocSys_{\hat{G}}(X))$$

This exact equivalence requires that every structure, operation, and Hecke eigensheaf on the highly non-linear automorphic side has a perfect, unique mirror image on the highly singular spectral side [cite: 11, 14, 30]. Establishing a rigorous, bijective functor between these infinite-dimensional derived categories demands profound technical precision and relies heavily on the architectures of derived algebraic geometry and higher category theory [cite: 3, 13, 32]. 

## Deep Connections to Quantum Physics and S-Duality

While the Langlands program originated strictly within pure mathematics, its geometric formulation harbors an exact and profound parallel to theoretical physics—specifically, quantum field theory and string theory [cite: 3, 23, 33, 34]. In 2006, theoretical physicists Anton Kapustin and Edward Witten authored a 225-page treatise demonstrating that the geometric Langlands correspondence is the mathematical manifestation of S-duality in four-dimensional $\mathcal{N}=4$ supersymmetric Yang-Mills (SYM) theory [cite: 1, 20, 22, 33, 34].

### S-Duality in Super Yang-Mills Theory

S-duality, also known as Montonen-Olive duality, is a phenomenon in quantum field theory wherein a theory evaluated at a strong coupling constant ($e^2 \gg 1$) is mathematically equivalent to a different theory evaluated at a weak coupling constant ($e^2 \ll 1$) [cite: 5, 34]. In classical electromagnetism, this roughly translates to the interchangeable nature of electric and magnetic fields. In non-abelian gauge theory, S-duality posits that a gauge theory defined by a group $G$ is functionally equivalent to a gauge theory governed by the Langlands dual group $\hat{G}$ [cite: 5, 15, 20]. 

Kapustin and Witten demonstrated that topological Wilson operators (representing electric observables) in the $G$ gauge theory physically translate into topological 't Hooft operators (representing magnetic observables) in the $\hat{G}$ gauge theory [cite: 20, 35]. In the mathematical realm, the action of these physical operators perfectly mirrors the action of Hecke operators on eigensheaves [cite: 18, 35]. 



### Dimensional Reduction and Mirror Symmetry

By taking this four-dimensional SYM theory and compactifying it onto a Riemann surface $X$ (reducing the dimensions), the physics reduces to a two-dimensional topological sigma model [cite: 20, 33, 35]. The target space of this sigma model corresponds precisely to Hitchin's moduli space, which is intimately related to the moduli spaces $Bun_G$ and $LocSys_{\hat{G}}$ studied by algebraic geometers [cite: 15, 20, 35, 36].

In this two-dimensional setting, Kapustin and Witten showed that S-duality physically manifests as homological mirror symmetry [cite: 20, 33, 35].

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 Electric eigenbranes in the A-model map to magnetic eigenbranes in the B-model [cite: 20]. The mathematical $\mathcal{D}$-modules on the automorphic side correspond to physical configurations known as "coisotropic A-branes" [cite: 20]. Consequently, the vast, abstract mathematical conjecture of Beilinson and Drinfeld is confirmed to be deeply embedded in the foundational fabric of quantum physics, theoretical M-theory, and the symmetries of fundamental forces [cite: 30, 33, 34, 37].

## The 2024 Proof of the Geometric Langlands Conjecture

While the geometric Langlands correspondence had been proven for the abelian case (specifically the general linear group $GL(1)$) using the geometric Fourier-Mukai transform formulated by Laumon and Rothstein, a comprehensive proof for general non-abelian reductive groups remained elusive for decades [cite: 22, 29, 30]. 

In May 2024, a team led by Dennis Gaitsgory of the Max Planck Institute for Mathematics and Sam Raskin of Yale University announced a complete proof of the categorical, unramified geometric Langlands conjecture for general reductive groups over fields of characteristic zero [cite: 2, 9, 10, 37, 38]. The nine-person collaborative team included mathematicians Dima Arinkin, Dario Beraldo, Justin Campbell, Lin Chen, Joakim Færgeman, Kevin Lin, and Nick Rozenblyum [cite: 2, 8, 9, 11, 13].

### The Rising Sea Methodology

The successful proof represents the culmination of thirty years of singular dedication by Gaitsgory, whose initial exposure to the subject occurred via Beilinson's lectures in 1994 [cite: 2, 21, 31]. The methodology embodied the philosophy of the renowned 20th-century mathematician Alexander Grothendieck, known as the "rising sea" approach [cite: 2, 39, 40]. 

Rather than attacking the central categorical equivalence with direct, localized logic, the team spent decades gradually raising the baseline of mathematical theory. They developed vast new theoretical frameworks in derived algebraic geometry, higher category theory, and infinite-dimensional stacks [cite: 2, 13]. In 2013, Gaitsgory drafted a precise map of the intermediate theorems required, leading to a multi-volume codification of derived algebraic geometry authored by Gaitsgory and Rozenblyum, totaling nearly 1,000 pages [cite: 2, 13, 41]. By the time the final proof was assembled in early 2023 and published in 2024, the surrounding mathematical "sea" had risen to a level where the summit of the conjecture was finally structurally accessible [cite: 2, 37].

### Architecture of the Five Papers

The comprehensive proof is articulated across a series of five papers, totaling more than 800 pages [cite: 2, 11, 12]. This massive architectural structure breaks the categorical equivalence into specialized, highly technical theorems, isolating distinct mechanical requirements of the equivalence into individual volumes.

| Paper | Title | Core Objective and Theorems Proved |
| :--- | :--- | :--- |
| **GLC I** | Construction of the functor | Constructs the geometric Langlands functor from the automorphic to the spectral side in characteristic zero settings (de Rham and Betti). Proves various forms of the conjecture (restricted vs. non-restricted, tempered vs. non-tempered) are logically equivalent [cite: 8, 12, 13, 38]. |
| **GLC II** | Kac-Moody localization and the FLE | Links the representation theory of affine Lie algebras to geometric spaces. Establishes the Fundamental Local Equivalence (FLE) relating Kac-Moody algebras and semi-infinite flag varieties, providing necessary local-to-global properties [cite: 12, 13, 16]. |
| **GLC III** | Compatibility with parabolic induction | Establishes the Langlands functor's compatibility with geometric Eisenstein series and constant term operations. Deduces that the functor induces a strict equivalence on Eisenstein-generated subcategories [cite: 12, 13, 42, 43]. |
| **GLC IV** | Ambidexterity | Manages the complex behavior of integration, trace formulas, and duality within infinite-dimensional categories, ensuring symmetries are preserved flawlessly when migrating between the spaces [cite: 12, 13]. |
| **GLC V** | The multiplicity one theorem | Analyzes the geometry of the stack of local systems to prove that for any irreducible local system, there exists a unique Hecke eigensheaf (up to tensoring by a vector space), successfully concluding the proof [cite: 11, 12, 13]. |

### Methodological Innovations: Categorical Traces and the Poincaré Sheaf

A defining innovation required to bypass the final barriers of the proof was the mastery of categorical traces, an element deeply inspired by physics [cite: 6, 9, 28]. In classical harmonic analysis, a mathematician isolates pure frequencies (eigenfunctions) from complex noise via the Fourier transform [cite: 2, 21]. In the geometric Langlands program, the team had to identify pure *eigensheaves* in an infinite-dimensional derived category [cite: 2, 44]. 

Gaitsgory, Arinkin, and their collaborators achieved this by utilizing an object called the *Poincaré sheaf*, which acts as the geometric equivalent of mathematical "white noise," encompassing all possible continuous frequencies [cite: 2, 9, 44]. By meticulously filtering this categorical noise and analyzing its structural compatibility across the automorphic and spectral categories, the team verified that the intricate relationships predicted by Beilinson and Drinfeld held universally, devoid of contradictions [cite: 2, 9].

## Implications and Future Research Horizons

The 2024 validation of the geometric Langlands conjecture provides a monumental degree of stability to the broader Langlands program, earning Gaitsgory the 2025 Breakthrough Prize in Mathematics [cite: 9, 21, 45, 46]. However, the resolution of this paradigm inherently initiates several new frontiers in arithmetic and mathematical physics [cite: 21, 31].

### Decategorification and Arithmetic Applications

Historically, discoveries in arithmetic guided geometric conjectures. Following the 2024 proof, the flow of innovation has explicitly reversed [cite: 2, 3, 6, 28]. The advanced categorical techniques forged to prove the geometric Langlands conjecture are actively being exported back to the classical number theory columns of the Rosetta Stone [cite: 2, 6]. 

By deploying Grothendieck's sheaf-to-function dictionary, mathematicians "decategorify" the geometric theorems to extract novel functions and unearth new arithmetic truths [cite: 6, 25, 28]. Recently, researchers such as Peter Scholze and Laurent Fargues have devised theoretical "wormholes" (such as the Fargues-Scholze program and the categorical arithmetic local Langlands program) that allow sophisticated concepts from the geometric column to bypass traditional boundaries and be mapped directly into the arithmetic column [cite: 26, 27, 31]. This ensures that the geometric proof will rapidly accelerate discoveries in prime numbers and polynomial roots [cite: 2].

### Ramification and the Local Geometric Langlands Program

The 800-page proof firmly resolves the *unramified* geometric Langlands conjecture over complex numbers [cite: 8, 12, 16, 47]. An immediate directive for the mathematical community is extending this framework to handle *ramification*—situations where the algebraic curves possess punctures, poles, or singularities (often classified as tame or wild ramification) [cite: 13, 16, 31, 48]. The local geometric Langlands program, which focuses specifically on the behaviors near these singular points, relies on structures like the affine Grassmannian and remains in active development [cite: 13, 26, 27, 48].

### Quantum Geometric Langlands

Furthermore, the physical insights articulated by Kapustin and Witten point toward a vastly more complex symmetry known as the *quantum geometric Langlands correspondence* [cite: 13, 29, 30, 36]. In this advanced quantum framework, the duality is modified by a deformation or "quantum parameter," which blurs the rigid distinction between the automorphic and spectral sides, establishing a relationship where both sides are treated as automorphic [cite: 29, 36]. This introduces new equivalences bridging Whittaker modules and Kac-Moody algebras, creating a mathematical environment even closer to the pure topological field theories of string theory [cite: 13, 29].

Ultimately, the resolution of the geometric Langlands conjecture serves as an unprecedented structural blueprint for modern mathematics. The proof formally confirms that the deep symmetries predicted to govern the mathematical universe do exist—bridging arithmetic properties, topological surfaces, and the fundamental dualities of quantum physics into a single, cohesive framework [cite: 2, 3, 10, 37, 49].

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70. [Reddit Math Discussion on Geometric Langlands 2](https://www.reddit.com/r/math/comments/1cmeoa2/the_first_of_a_series_of_five_papers_claiming_to/)
71. [Self-dual geometric Langlands Project Details](https://www.richardderryberry.com/projects/self_dual_langlands_project/)
72. [Monumental Proof Settles Geometric Langlands Conjecture Details (Quanta 2024)](https://www.quantamagazine.org/monumental-proof-settles-geometric-langlands-conjecture-20240719/)
73. [On the Proof of the Geometric Langlands Correspondance (IHES)](https://www.ihes.fr/en/gaitsgory-glc/)
74. [A geometry masterpiece: Yale prof solves part of math's Rosetta Stone](https://news.yale.edu/2024/11/01/geometry-masterpiece-yale-prof-solves-part-maths-rosetta-stone)
75. [Justin Campbell Research Statement Details (UChicago)](https://math.uchicago.edu/~campbell/researchstatement2024.pdf)
76. [MPIM GLC Repository Details 2 (Gaitsgory)](https://people.mpim-bonn.mpg.de/gaitsgde/GLC/)
77. [Derived Structures in the Langlands Correspondence (Feng/Harris)](https://math.berkeley.edu/~fengt/Feng-Harris.pdf)
78. [Current Affairs / Breakthrough Prize Details](https://www.scribd.com/document/876710406/TR-CLAT-Post-April-2025-Final-copy)
79. [Current Affairs / Breakthrough Prize Details 2](https://www.scribd.com/document/854146599/Current-Affairs-English-Study-PDF-April-1-21-2025-by-AffairsCloud)
80. [GK Today / Breakthrough Prize Details](https://www.scribd.com/document/867258709/GK-Today-Current-Affairs-Articles-PDF-April-2)
81. [The Rising Sea discussion (MathOverflow 2009)](https://golem.ph.utexas.edu/category/2009/10/math_overflow.html)
82. [Langlands Program History (Wikipedia)](https://en.wikipedia.org/wiki/Langlands_program)
83. [The Geometric Langlands Program Details 2 (Lorentz Center)](https://www.lorentzcenter.nl/the-geometric-langlands-program.html)
84. [Overview of Geometric Langlands 2014 MPIM Details 2](https://www.mpim-bonn.mpg.de/de/node/5232)
85. [Consequences of geometric Langlands (MathOverflow)](https://mathoverflow.net/questions/484671/consequences-of-geometric-langlands-or-langlands-program-with-elementary-state)

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45. [prnewswire.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEunTw8BsNtSkTd1g-EY8fZWzI4BjeH3casJ0fc8LZXvdaUDJ0b70YX3HLgd4ohdGeNDlLBw-2og7uvrAUjbNOkPt5-pAIZo_bFbpStRBn8Ct_S2zWJm5I-3hQtlUn7-Pk0L_ppA47ll0shuuj18CIzCehI5Zb7nUF9Htpc0t7_nqi2kU9wKoOhzInONsOul5X9KX0JU_jH8rf17QQ-w0XJYltpIE1Wb1LMCGTRS3Z5fEH1mF52PsISAATpoO8BOfP069UcWhR6dIkKZO318g==)
46. [scribd.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGCZNXi9FSKYnxG8cKHHAxAD5_syjP9zs0aCiWhng8DHtuIz8AX3cnXWUVR3Q3SUpRcF86ETcWwBWSCHGqfp5gh__3MexHculgRxT2zINdg--pdAzuY_oYIhSIv_2-Hkec8d6Z4UcwJ_tIVzx7XBmtR8kAsFGAbvWhQW1r4anBymt8wXcP5MA5rpAyKDQ==)
47. [ihes.fr](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGyyiHenak-s7JuByJgbBjxHs3vwzsrRjeejJ3U3gv_E2ysZw_MbgAVE7Tvq4dG6SalgrcOEnZLZNT4hhmgg4Jq3Eb6k2PIrykFFDSrDzI6yrcA0xOPCOyveUU=)
48. [dokumen.pub](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHybJcKnZ84CTk3BCRlCYArfyOeKymnr2SWN__WU1aReco_62Mlp7fam18l-lrLb2bKdxvFHE6gQc9HyfKtGfAYxnABQc4iWksmMnKUgx8p163sAPgCd7AW486lxcsG2s3dYDw2zenJ9frGZP90jnsg5RaNAvwPXIFPNOXMOV9cyCdcNFT-di_NMEc=)
49. [youtube.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFa-gJ2l-fIy3atnmYBpLhe3gL8GGFl6Ef6ZNMEdFMaYildYqwAaRSZlPIpqK6gCfZuIC7H3UrhxXwcheOwC9PyAoUX5jumHdttT7PlqJgKRmnHGrXbqJQ65reMmZ9sdQ==)
