Qui se cache derrière ChatGPT ?

« Laissez-vous surprendre par VALLE-E : une IA - Après ChatGPT, des ordinateurs bioniques ? »

2023 02Mar

En quelques semaines seulement, ChatGPT a gagné en popularité auprès de millions d'utilisateurs, devenant ainsi la nouvelle star du numérique. Que ce soit pour générer un CV, comprendre ses intentions à l'égard de l'humanité, ou rédiger une dissertation, ChatGPT répond à toutes les demandes. Assurément ce sera le phénomène phare de l’année 2023.

Depuis décembre dernier, ChatGPT a suscité un vif intérêt parmi les innovateurs et les personnes curieuses qui voient en lui une véritable révolution. OpenAI, la société derrière cet agent conversationnel, reste cependant largement méconnue du grand public, même si en examinant ses origines, on découvre des noms célèbres comme celui d’Elon Musk.
En quelques semaines seulement, ChatGPT a gagné en popularité auprès de millions d'utilisateurs, devenant ainsi la nouvelle star du numérique. Que ce soit pour générer un CV, comprendre ses intentions à l'égard de l'humanité, ou rédiger une dissertation, ChatGPT répond à toutes les demandes. Assurément ce sera le phénomène phare de l’année 2023.
ChatGPT représente un bond en avant prodigieux dans le domaine de l'intelligence artificielle. Des sources bien informées estiment que cette année devrait se traduire par une augmentation drastique de son utilisation, OpenAI devrait générer environ 200 millions d'euros de revenus en 2023, et plus d'un milliard d'euros en 2024.
OpenAI a d’énormes ambition, elle aspire à littéralement changer le monde en à peine quelques années. Et elle pourrait bien réussir son pari et ainsi damer le pion à Alphabet, la société mère de Google.
Remontons aux origines d’OpenAI, cette entreprise a vu le jour en Californie, durant l’année 2015. Cette StartUp voit le jour sous l’impulsion d’Elon Musk et d’autres entrepreneurs de la Silicon Valley. Son objectif est simple, faire face aux menaces que fait peser l’intelligence artificielle sur l’avenir de l’humanité. Mais paradoxalement en mettant à disposition de tout un chacun des outils de plus en plus perfectionnés, elle pourrait accélérer l’avènement de la menace qu’elle voulait absolument éviter.
En une belle journée du mois de juin 2015 se déroule une rencontre mémorable dans les hauteurs de Menlo Park qui surplombe la baie de San Francisco. Cette scène pourrait figurer dans un roman d’espionnage. Une brochette composée des plus grands cerveaux de la planète est attablée dans la salle à manger du Rosewood, un hôtel luxieux. Ils attendent impatiemment l’invité de la soirée qui n’est autre qu’Elon Musk. Cet hôtel est réputé pour être un point de rendez-vous névralgique de la crème de la crème dans le domaine de l’entrepreneuriat et de l’investissement technologiques.
A cette époque Elon Musk n’est pas encore à la tête de la deuxième fortune mondiale. Mais le patron de Tesla et de SpaceX sait déjà se faire désirer, il est en retard.
Lorsqu’il arrive enfin il est accueilli par une assemblée dont une des caractéristiques est d’être composée d’individus vraiment très jeune. On y trouve Sam Altman qui vient d’avoir 30 ans mais aussi Ilya Sutskever, Wojciech Zaremba et d’autres génies de la Silicon Valley. Une autre personnalité marquante est présente dans l’assemblée, Greg Brockman qui malgré son jeune âge est déjà expérimenté dans la création d’entreprises.
Sam Altman dirige en 2015 le plus grand incubateur de startups de la planète, Y Combinator.
Ce dîner marque la naissance du projet, mais la présence d’Elon Musk peut de prime abord paraître surprenante. En effet l’année d’avant il mettait l’accent sur l’aspect terrifiant de l’intelligence artificielle, il expliquait que l’IA constituait le plus grand danger existentiel de l’Histoire de l’humanité, potentiellement bien pire que la bombe atomique.
Selon ses dires, une intelligence artificiel générale (dont le sigle en anglais est AGI) , c’est-à-dire dont les tâches ne seraient pas limitées à des activités définies précisément, serait susceptible de surpasser l’homme dans une multitude de domaines. On se rend compte en cette année 2023 que ses prédictions étaient visionnaires.
Un autre fait qui a nourri les réflexions de Musk sur le thème de l’IA a été le rachat de DeepMind par Google (il était un des investisseurs de cette société). A l’époque DeepMind était un des fleurons de l’IA. Il se demande alors si Google grâce à cette acquisition ne va pas s’accaparer tous les profits et tous les pouvoirs que va engendrer l’IA ? Il déclarait en 2016 au magazine le New Yorker « Si l’IA qu’ils développent tourne mal, nous risquons d’avoir un dictateur surpuissant et immortel pour toujours ». Ce diner mémorable avait pour leitmotiv : Comment éviter ce danger existentiel ?
Salt Altman et Elon Musk arrivent à la conclusion selon laquelle, la seule manière d’y parvenir consiste à bâtir une IA pour contrer les ambitions hégémoniques de Google. Pour y parvenir il sera nécessaire d’investir tous azimuts dans les technologies phares liées à l’intelligence artificielle. Ils prennent la décision de permettre l’accès à tous aux connaissances développées par leur centre de recherches qui sera par conséquent « Open source ». Les chercheurs de cette structure seront aussi encouragés à publier le maximum de leurs travaux. Le fait de pouvoir faire abstraction de l’aspect financier leur permettra de privilégier les technologies ayant un impact humain positif.
Les deux hommes, forts de leur enthousiasme et de leur vision disruptive de l’IA, se sont mis immédiatement à mettre à contribution leurs réseaux sociaux pour initier ce projet ambitieux le plus rapidement possible. Pour se faire il contacte ses acolytes de la « PayPal Mafia ». Ce sont d’anciens employés de Paypal qui ont part la suite créé leurs propres entreprises couronnées de succès. Citons Reid Hoffman qui a fondé Linkdln et qui est aussi un fervent partisan du parti Démocrate. Et dans le camp des Républicains, Peter Thiel fondateur de la société d’analyse de données prédictives grâce à l’IA, Palantir. Elle est régulièrement l’objet de controverses virulentes en raison de sa coopération avec les forces de l’ordre.
Sam Altman de son côté réussi à convaincre la cofondatrice de Y Combinator, Jessica Livingston, de rejoindre cette grande inventure qui vise à démocratiser l’intelligence artificielle.
Ces personnalités aux valeurs disparates partagent néanmoins une confiance quasiment inébranlable en leurs propres valeurs et leur aptitude à changer le futur en finançant des projets dont la probabilité d’aboutir s’avère infime mais qui en cas de succès offrent des perspectives de bénéfices potentiels quasiment infinis.
Très rapidement ils aboutissent à la conclusion que le fait de mettre des IA super puissantes à la disposition du grand public, représente le meilleur rempart pour contrer le risque qu’un petit nombre d’acteurs ou même un seul s’accaparent tout le pouvoir.
Dès le départ ce projet affole Google et Facebook. Ils s’efforcent dès le départ de le contrer en proposant des sommes astronomiques aux chercheurs afin qu’ils ne rejoignent pas la concurrence. Mais cette stratégie est totalement contreproductive.
Il faut dire qu’OpenAI a des arguments pour convaincre ses troupes. Cette startup a un but et elle doit élaborer une stratégie pour l’atteindre. Elle n’ambitionne rien de moins que de complètement chambouler le monde. C’est-à-dire comment créer une intelligence artificielle générale (AGI) qui n’existait jusqu’alors que dans l’imagination des auteurs de science-fiction.
Rappelons qu’il existe trois types d’IA :
L’intelligence artificielle étroite (ANI) : l’ANI est qualifiée de faible car elle n’est capable d’effectuer qu’un nombre limité de tâches telles que la reconnaissance vocale ou la conduite autonome pour ne citer que ces deux exemples.
L’intelligence artificielle générale (AGI) : l’AGI est qualifiée d’intelligence artificielle forte car elle ambitionne d’égaler l’intelligence humaine. OpenAI va bientôt atteindre ce niveau.
La superintelligence artificielle (ASI) : ce type d’IA n’existe pas encore mais on s’en rapproche à la vitesse grand V. Dotée de ce type d’IA, une machine sera beaucoup plus intelligente qu’un être humain. Lorsqu’elle sera devenue réalité, une réaction en chaîne va alors entrer en action. L’intelligence artificielle des machines, à partir de ce moment, va progresser de manière exponentielle.

Pour vérifier qu’une machine a atteint le niveau d’un être humain, il existe le test de Turing. Lorsqu’une machine obtient un score d’au moins 70% à ce test, elle est considérée comme une AGI. Un autre pour déterminer si une IA se situe dans cette catégorie est le test du café. Pour le réussir un robot doit pénétrer dans un environnement domestique, trouver du café et apprendre à le préparer. Donc si l’on vous offre un jour un robot domestique et qu’il vous apporte une tasse de café lorsque vous le lui demandez, alors il s’agit d’une IA de la catégorie AGI. Un autre test consiste pour une AGI à réussir le test du Robot College. Le robot doit s’inscrire à des cours et être capable de les suivre avec succès.

Entre 2015 et 2019, OpenAI explore simultanément toutes les pistes envisageables en constituant plusieurs équipes de recherche. Les résultats sont au rendez-vous, elles obtiennent des résultats la plupart du temps impressionnants.
Citons Dactyl, une main robotisée conçue par OpenAI et capable de résoudre le Rubick cube en moins de 4 minutes.
Pour la mettre au point le laboratoire chargé de sa conception a mis en œuvre une nouvelle approche, baptisée ADR (Automatic Domain Randomization). Cette méthode génère un environnement de plus en plus humanisé au fil du temps : fluidité et élasticité des mouvements, friction et dextérité des doigts sur le cube, sens du toucher particulièrement développé, autonomie. Cette main robotique est capable de manipuler seule des objets avec une dextérité incroyable. Elle acquiert de nouvelles compétences de manière totalement autonome grâce aux expériences qu’elle effectue dans son environnement. Grâce à une intelligence sur-vitaminée, elle a été capable d’expérimenter 100 ans d’apprentissage en à peine une cinquantaine d’heures de simulation.
OpenAI publie aussi à cette époque son premier modèle de langage baptisé GPT (Generative Pretrained Transformer).
Comment une entreprise aussi jeune fait-t-elle pour obtenir de tels résultats aussi rapidement ? OpenAI a fait le pari du « bigger is better », elle crée des modèles IA qu’elle alimente avec des quantités de données gigantesques. Ce choix nécessite des infrastructures matérielles très performantes et donc très onéreuses. Au fil des années OpenAI n’a eu de cesse d’investir dans sa puissance de calcul.
Les résultats époustouflants obtenus par la startup OpenAI n’ont pas encore pour objectif de développer des applications pratiques immédiates mais plutôt d’attirer les talents et les financements. Cette question s’avère d’autant plus prégnante que les donateurs fondateurs n’ont versé qu’une fraction du milliard de dollars promis initialement. Et courir plusieurs lièvres à la fois est très onéreux.
De ce fait la direction d’OpenAI doit faire face à la réalité : pour être le premier à obtenir l’AGI, il faudra des ressources financières colossales. Sam Altman s’attèle à la tâche afin d’amorcer ce virage.
Sam Altman n’est pas un scientifique contrairement à Elon Musk. Pour autant il s’agit d’un visionnaire hors du commun des mortel. Il est aujourd’hui âgé de 37 ans. Il imagine comment évoluera le monde dans plusieurs siècles, son objectif consiste à rendre concrets des concepts et des technologies dignes des meilleures romans de science-fiction. Sa vision est guidée par une faim insatiable et par une confiance messianique en ses propres capacités. Sa principale préoccupation est l’impact que ses entreprises auront sur le monde à long terme. En d’autres termes il est en permanence obnubilé par son but qui est de façonner le futur.
Elon Musk a quitté l’entreprise OpenAI en bons termes en 2018, afin d’éviter les conflits d’intérêts avec les propres recherches en IA de Tesla. La prise de contrôle de l’entreprise par Sam Altman marque un tournant radical dans l’histoire d’OpenAI. En effet c’est avant tout un businessman.
Afin de faire rentrer des sommes d’argent colossales, OpenAI change de statut juridique. L’association à but non lucratif initiale (OpenAI Inc) devient la maison-mère d’une filiale à but lucratif limité (OpenAI LP). « Limité » signifie que les investisseurs ne pourront pas récupérer de profits au-delà de 100 fois leur investissement initial. Ce seuil est très élevé, sans doute pour rester attractif auprès des investisseurs potentiels.
Reste à convaincre les investisseurs d’adhérer à ce nouveau modèle. Se pose la question de la meilleure manière de les séduire. Et alors le miracle a lieu : la proie potentielle qui deviendra l’investisseur providentiel qui soutiendra OpenAI sans jamais rechigner n’est autre que Microsoft. Et par la même occasion Microsoft va rafler la mise de la manne de l’IA à la barbe et au grand dam de ses 2 principaux rivaux : Facebook et Google. Ces derniers se retrouvent dans une situation particulièrement inconfortable, ils sont totalement impuissants à contrer la stratégie de leur grand rival. La situation est d’autant plus rageante qu’il n’était jusqu’à présent loin d’être le favori dans la course à l’IA. Le président de Microsoft Satya Nadella veut renverser la vapeur comme il l’a fait avec brio pour le cloud. En ce mois de février 2023 on peut dire qu’il a largement remporter son pari.
Pour arriver à ses fins, Salt Altman se rapproche de Microsoft, il enchaîne les démonstrations de produits les une après les autres. Au final il obtient un accord de partenariat qui fait entrer l’entreprise OpenAI dans une autre dimension. Microsoft investit 1 milliard de dollars dans l’entreprise en 2019 ce qui lui confère le statut de principal partenaire d’OpenAI. Cela confère aussi à la startup de Sam Altman un atout de taille, la puissance du coud Azure de Microsoft qui en échange obtient un « accès privilégié » aux technologies conçues par OpenAI.
Dès lors grâce à cette puissance de calcule prodigieuse mise à sa disposition, l’entreprise peut pleinement déployer sa philosophie le « bigger is better ». Cette stratégie s’avère rapidement fructueuse, la même année GPT-2 est opérationnel, un algorithme pouvant générer des textes qui se rapprochent de ceux écrits par un humain. Mais cette performance est presque aussitôt relayée aux oubliettes en 2020 par GPT-3 entrainé sur l’intégralité de Wikipédia, les deux tiers d’internet et un nombre absolument gigantesque de livres.
Puis en 2022 le processus s’accélère avec la mise en œuvre d’une série de réactions en chaîne s’enchaînant de plus en plus rapidement. On peut même parler d’un véritable effet boule de neige. Cette année 2022 marque l’ouverture au public de nombreux outils époustouflants. DALLE-E 2 est un algorithme capable de générer des images inédites sur demande, à partir d’un simple prompt décrivant ce que vous souhaitez comme image. Whisper quant à lui excelle dans la retranscription et traduction d’enregistrements, de nombreuses langues sont disponibles. Point E est similaire à DALLE-E 2 mais en 3D. Sans oublier bien sûr ChatGPT qui a défrayé la chronique dès le mois de novembre 2022. Pour de nombreux utilisateur les produit d’OpenAI représentent leur première expérience avec des produits à base d’intelligence artificielle. OpenAI propose également à toute entreprise qui le souhaite de les intégrer à leurs sites web ou à leurs applications, cela ne leur coûte qu’une fraction de centimes par utilisation. Tous les ingrédients d’un succès annoncé sont réunis.
Grâce à son accord de partenariat, Microsoft intègre cette panoplie d’outils dans une multitude de ses logiciels. Et notamment une version allégée de ChatGPT dans son moteur de recherche Bing. Une véritable menace vitale pour Google dont la suprématie est fortement menacée. Il n’a d’autre choix que de sortir à son tour ses propres IA à un rythme effréné, et surtout de les mettre rapidement à disposition du grand public. Elle vient de dévoiler en février 2023 Bard qui sera intégrée à son moteur de recherche.
Cette fuite en avant a un coût, OpenAI a cumulé plus de 500 millions de dollars en 2022. La concurrence va s’accélérer, Google mais aussi Meta, sont sur les starting block pour essayer de rafler eux aussi une part de ce gâteau qui va générer des revenus colossaux.
Malgré ces défis, OpenAI reste encore en position de force grâce à ses nombreux atouts. Elle prépare notamment un ChatGPT vidéo et surtout s’apprête à lancer GPT-4, son futur modèle de langage qui suscite les spéculations les plus folles. Plus que toute autre organisation, c’est ChatGPT qui est le mieux à même de changer le monde.
Lors d’une conférence en janvier sur l’IA, Salt Altman a déclaré : « Le bon scénario est juste si incroyablement bon que vous avez l’air d’un fou quand vous en parlez ». Il ajoute « Le mauvais scénario, c’est… rideau pour tout le monde. »

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