Artificiellement Intelligent

Rendre l' IA accessible à tous

Bases des modèles conversationnels I : principes de fonctionnement

11 juin 2023 / / 145 Comments

1. Modèles de Langage

Les Modèles de Langage se focalisent sur le traitement des langages humains. On parle aujourd’hui de « Grands » Modèles de Langage (GML) vu la taille énorme tant des jeux de données d’entraînement (des copies de l’ensemble de l’Internet!) que du nombre de paramètres internes du modèle. Ils peuvent être unilingues ou multilingues en fonction des données d’entraînement fournies mais la tendance actuelle est au multilinguisme: ChatGPT « converse » en 95 langues.

Les (Grands) Modèles de Langage fonctionnent de la manière suivante :

  • ils ont pour principe de chercher à prédire le prochain mot d’une séquence de mots fournie par l’utilisateur.
  • Cette prédiction se fait sous la forme d’une distribution de probabilité qui couvre l’ensemble des mots possibles (disons le dictionnaire).
  • Plusieurs mécanismes sont possibles pour choisir le mot gagnant. Une approche déterministe consiste à choisir systématiquement le mot avec la probabilité la plus élevée. Une approche stochastique constituera à tirer au hasard dans la distribution de probabilité. Le type d’approche dépend du modèle et peut parfois être modifié par l’utilisateur.
  • le mot prédit est alors ajouté à la séquence et le modèle est exécuté à nouveau avec la séquence complétée avec le mot généré, pour prédire le mot suivant.
  • Ce mécanisme est exécuté répétitivement autant de fois que nécessaire jusqu’à l’occurence d’un mot spécial qui signifie la fin du texte (pensez au « STOP » des télégrammes).

Vous trouverez ci-dessous une illustration simple de ce mécanisme pour la séquence initiale « J’ai une voiture… » que le modèle complétera en trois étapes en « J’ai une voiture depuis hier. ».

Figure 1 – Première étape
Figure 2 : Deuxième étape
Figure 3 : Troisième et dernière étape

L’ explication ci-dessus est conceptuellement correcte, mais les modèles actuels contiennent une astuce supplémentaire : ils ne prédisent pas des mots mais des tokens qui sont des parties de mots. Ils ressemblent plutôt à des syllabes que des mots. C’est notamment ce qui permet le multilinguisme. Nous y reviendrons dans un article ultérieur. Mais c’est un detail technique qui ne doit pas nous distraire du principe expliqué ci-dessus.

Les grands modèles de langage sont aussi des généralistes au niveau du type de narration; ils ne privilégient pas le dialogue sur d’autres formes discursives. En d’autres termes, ils ne répondront pas nécessairement à une question par une réponse. Ils sont donc tout à fait capables de ne pas répondre à la question voire de répondre par une autre question si cela leur semble plus plausible.

Tournons-nous maintenant vers les modèles de langage spécialisés en question-réponse et conversationnels, qui adressent précisément ce point.

2. Modèles de langages question/réponse et conversationnels

Les modèles Question/réponse sont des modèles dérivés ayant reçu un entraînement complémentaire qui les pousse à fournir une réponse lorsqu’une question est posée, en utilisant la base de connaissance intégrée dans le modèle lors de l’entraînement généraliste. Ceci rend ce genre de modèle beaucoup plus approprié pour une interaction avec des êtres humains.

Les modèles conversationnels sont un raffinement supplémentaire consiste à entraîner le modèle à tenir compte de l’ensemble d’un dialogue passé avec l’utilisateur -soit potentiellement plusieurs questions-réponses- lors de l’élaboration de la réponse.

Pour prendre le cas concret d’OpenAI, Les modèles GPT2,3 et 4 sont des modèles généralistes de puissance expressive croissante; InstructGPT est un modèle Question/Réponse dérive de GPT et ChatGPT est un modèle conversationnel dérivé d’ InstructGPT.

3. Véracité et hallucinations

Lors de l’entraînement complémentaire, les développeurs du système vont également tenter de privilégier les réponses véridiques, honnêtes et inoffensives. Mais ce n’est pas si simple que cela en a l’air. Le but du système est de compléter la séquence de la manière la plus plausible selon son propre modèle, ce comportement se rapproche plus du baratin que de l’honnêteté.

Ces modèles sont donc de brillants baratineurs et l’utilisateur sera bien averti de TOUJOURS revalider et vérifier le texte généré. Ne faites pas comme cet avocat aux USA qui a remis une plaidoierie générée par ChatGPT sans la relire, qui contenait toute une jurisprudence inventée de toutes pièces par notre espiègle serviteur informatique.

On dit dans le jargon de l’IA que le modèle hallucine. Une hallucination est une déclaration du modèle qui semble plausible mais s’avère être fausse.

4. Apprentissage spécialisé

Les modèles de langage étant à la base entraînés sur un corpus de texte généraliste, il peut être intéressant de leur fournir un entraînement complémentaire dans un domaine spécifique si vous avez une application précise en tête. Par exemple un entraînement sur les codes de loi pour une application juridique ou des ouvrage médicaux de référence pour une application dans le secteur de la santé, afin d’enrichir la puissance expressive du modèle dans la direction recherchée.

Cela reste un exercice relativement complexe qui va demander de faire appel à des experts : un corpus spécialisé de texte va devoir être identifié, prétraité puis les paramètres du modèle modifiés sur base de l’entraînement sur ce jeu de données, suivi d’une phase de test et de validation. L’ avantage de cette approche est que la connaissance du modèle est définitivement enrichie. Les interactions futures entre un utilisateur et le modèle sur le sujet seront plus fructueuses.

Une solution plus rudimentaire consiste à fournir un petit nombre d’exemples (de questions et réponses correctes) dans le texte de la question initiale afin d’ orienter le modèle dans la bonne direction pendant l’exécution. On appelle cela l’apprentissage dans le contexte (in-context learning). Il s’agit d’une des techniques de prompting que nous verrons dans le prochain article.

Modèles de langage

145 Comments

  1. binance open account

    Can you be more specific about the content of your article? After reading it, I still have some doubts. Hope you can help me.

  2. M~a gii thiu binance

    Your article helped me a lot, is there any more related content? Thanks!

  3. 0055betapp

    Yo! 0055betapp is where it’s at for a quick flutter. Easy to use, and I had a decent win last week. Check it out! 0055betapp

  4. lkiwin

    Lkiwin’s my go-to for some chill gaming. It’s not going to make you rich, but it’s a bit of fun after work. Got a few bonuses too, which is always a plus. Check it out! lkiwin

  5. betrupeesapp

    Been using Betrupeesapp for a while now. The app is actually pretty decent, loads quickly and easy to navigate. Definitely recommend giving it a look! betrupeesapp

  6. pokerbaaziplay

    PokerBaaziPlay is where it’s at for poker in India! Easy to navigate, good user interface, and feels super secure. Been playing here for a while and haven’t had any issues. If you’re serious about your poker game, give it a shot! You can play here: pokerbaaziplay

  7. dpbossnetresult

    Need your Satta Matka results quick? DPBossNetResult seems up to date. UI is OK and Results seem on the money. Here’s the resource: dpbossnetresult

  8. ez777c

    Hey guys, i’m digging EZ777c! Pretty user-friendly, good for a quick game when you’re on the go . Take a peek for yourself!: ez777c

  9. binance

    Can you be more specific about the content of your article? After reading it, I still have some doubts. Hope you can help me. https://accounts.binance.com/register-person?ref=IXBIAFVY

  10. binance sign up

    Your point of view caught my eye and was very interesting. Thanks. I have a question for you.

  11. 创建Binance账户

    Thank you for your sharing. I am worried that I lack creative ideas. It is your article that makes me full of hope. Thank you. But, I have a question, can you help me?

  12. create binance account

    I don’t think the title of your article matches the content lol. Just kidding, mainly because I had some doubts after reading the article.

  13. binance sign up

    Thanks for shening. I read many of your blog posts, cool, your blog is very good.

  14. Binance推荐码

    Can you be more specific about the content of your article? After reading it, I still have some doubts. Hope you can help me. https://accounts.binance.info/pt-BR/register-person?ref=GJY4VW8W

  15. gametixiugo88

    For a bit of fun, I found gametixiugo88.com. I would go back for a test run, maybe sign up to use it more! Take a look gametixiugo88

  16. v888online

    Wanting to dabble a little during lunch, and I found v888online. Not stunning, but it works! Try it out v888online

  17. pg888login

    Signed up for pg888login and the process was super smooth. No hassle, got straight into the action. Give it a go and see for yourself. Get started here: pg888login

  18. Anonyme

    Your article helped me a lot, is there any more related content? Thanks!

  19. Bonus de parrainage Binance

    Thanks for sharing. I read many of your blog posts, cool, your blog is very good.

  20. бнанс акаунт

    I don’t think the title of your article matches the content lol. Just kidding, mainly because I had some doubts after reading the article.

  21. Μπνου αναφορ Binance

    Can you be more specific about the content of your article? After reading it, I still have some doubts. Hope you can help me.

  22. бнанс код

    Thanks for sharing. I read many of your blog posts, cool, your blog is very good.

  23. binance h"anvisning

    Thanks for sharing. I read many of your blog posts, cool, your blog is very good.

  25. binance Registrera

    I don’t think the title of your article matches the content lol. Just kidding, mainly because I had some doubts after reading the article.

  26. b"asta binance h"anvisningskod

    Can you be more specific about the content of your article? After reading it, I still have some doubts. Hope you can help me.

  27. binance US-registrera

    Can you be more specific about the content of your article? After reading it, I still have some doubts. Hope you can help me.

  28. 免费Binance账户

    Can you be more specific about the content of your article? After reading it, I still have some doubts. Hope you can help me.

  29. 注册免费账户

    Your article helped me a lot, is there any more related content? Thanks!

  30. Създаване на безплатен профил

    Your point of view caught my eye and was very interesting. Thanks. I have a question for you. https://www.binance.com/register?ref=IXBIAFVY

  31. www.binance.com registrera dig

    Your article helped me a lot, is there any more related content? Thanks!

  32. binance Registrācijas bonusa kods

    Your point of view caught my eye and was very interesting. Thanks. I have a question for you.

  33. 注册以获取100 USDT

    Your point of view caught my eye and was very interesting. Thanks. I have a question for you.

  34. Binance

    Can you be more specific about the content of your article? After reading it, I still have some doubts. Hope you can help me.

  35. binance h"anvisning

    Thanks for sharing. I read many of your blog posts, cool, your blog is very good. https://accounts.binance.com/register-person?ref=JW3W4Y3A

  36. "oppna ett binance-konto

    Thank you for your sharing. I am worried that I lack creative ideas. It is your article that makes me full of hope. Thank you. But, I have a question, can you help me?

  37. Anm"al dig f"or att fa 100 USDT

    Thanks for sharing. I read many of your blog posts, cool, your blog is very good.

  39. 免费Binance账户

    Thanks for sharing. I read many of your blog posts, cool, your blog is very good.

  40. 注册获取100 USDT

    Thanks for sharing. I read many of your blog posts, cool, your blog is very good.

  41. 开设Binance账户

    Thanks for sharing. I read many of your blog posts, cool, your blog is very good.

  42. binance kód

    Your article helped me a lot, is there any more related content? Thanks! https://www.binance.info/uk-UA/register?ref=XZNNWTW7

  43. Binance Sign Up Bonus

    Reading your article helped me a lot and I agree with you. But I still have some doubts, can you clarify for me? I’ll keep an eye out for your answers.

  44. Binance推荐

    Your article helped me a lot, is there any more related content? Thanks! https://accounts.binance.info/en-IN/register-person?ref=A80YTPZ1

  46. Pag-sign Up

    Your article helped me a lot, is there any more related content? Thanks!

  47. binance h"anvisningskod

    Your point of view caught my eye and was very interesting. Thanks. I have a question for you.

  48. binance h"anvisning

    Your article helped me a lot, is there any more related content? Thanks!

  49. skapa ett binance-konto

    Your article helped me a lot, is there any more related content? Thanks!

  50. binance registrering

    Your article helped me a lot, is there any more related content? Thanks!

  53. binance sign up

    Can you be more specific about the content of your article? After reading it, I still have some doubts. Hope you can help me. https://www.binance.info/futures/ref?code=QCGZMHR6

  54. b^onus de indicac~ao da binance

    Can you be more specific about the content of your article? After reading it, I still have some doubts. Hope you can help me. https://accounts.binance.com/register/person?ref=IHJUI7TF

  55. binance sign up

    Your point of view caught my eye and was very interesting. Thanks. I have a question for you. https://www.binance.com/en-ZA/register?ref=B4EPR6J0

  56. здк binance алдым-ау коды

    I don’t think the title of your article matches the content lol. Just kidding, mainly because I had some doubts after reading the article. https://accounts.binance.com/register/person?ref=QCGZMHR6

  57. open binance account

    Can you be more specific about the content of your article? After reading it, I still have some doubts. Hope you can help me.

  58. anm"ala dig till binance

    Your point of view caught my eye and was very interesting. Thanks. I have a question for you.

  62. Binance代码

    Thanks for sharing. I read many of your blog posts, cool, your blog is very good.

  63. 注册Binance

    Your article helped me a lot, is there any more related content? Thanks!

  64. 打开Binance账户

    Thanks for sharing. I read many of your blog posts, cool, your blog is very good.

  65. Anm"al dig f"or att fa 100 USDT

    Thank you for your sharing. I am worried that I lack creative ideas. It is your article that makes me full of hope. Thank you. But, I have a question, can you help me?

  66. Kod Binance

    Thank you for your sharing. I am worried that I lack creative ideas. It is your article that makes me full of hope. Thank you. But, I have a question, can you help me?

  67. binance h"anvisningskod

    Thank you for your sharing. I am worried that I lack creative ideas. It is your article that makes me full of hope. Thank you. But, I have a question, can you help me?

  68. 打开Binance账户

    Thanks for sharing. I read many of your blog posts, cool, your blog is very good.

  69. bingoplusapp

    Finally a bingo app that actually feels fair and exciting. I spend most of my break time here now. Highly suggest downloading bingoplusapp.

  70. juan365app

    Great experience overall. The customer support is very responsive and helpful whenever I have questions. Five stars for juan365app!

  71. plus777vip

    Feeling like a real VIP here! The rewards system is amazing and the game selection is huge. Glad I found plus777vip.

  72. 打开Binance账户

    Your point of view caught my eye and was very interesting. Thanks. I have a question for you. registrera dig f »or binance

  73. 注册以获取100 USDT

    Your point of view caught my eye and was very interesting. Thanks. I have a question for you.

  74. sign up for binance

    Thank you for your sharing. I am worried that I lack creative ideas. It is your article that makes me full of hope. Thank you. But, I have a question, can you help me?

  75. binance register

    Your article helped me a lot, is there any more related content? Thanks!

  76. binance kod

    Your point of view caught my eye and was very interesting. Thanks. I have a question for you. https://accounts.binance.com/es/register-person?ref=RQUR4BEO

  77. binance registrering

    Thank you for your sharing. I am worried that I lack creative ideas. It is your article that makes me full of hope. Thank you. But, I have a question, can you help me?

  79. binance h"anvisningsbonus

    Can you be more specific about the content of your article? After reading it, I still have some doubts. Hope you can help me.

  80. Открыть счет на binance

    Can you be more specific about the content of your article? After reading it, I still have some doubts. Hope you can help me. https://accounts.binance.bh/fr-AF/register-person?ref=JHQQKNKN

  82. 注册

    Thank you for your sharing. I am worried that I lack creative ideas. It is your article that makes me full of hope. Thank you. But, I have a question, can you help me? https://www.binance.bh/register?ref=JW3W4Y3A

  83. binance

    Your article helped me a lot, is there any more related content? Thanks! https://www.binance.bh/futures/ref?code=IXBIAFVY

  84. binance h"anvisning

    I don’t think the title of your article matches the content lol. Just kidding, mainly because I had some doubts after reading the article.

  85. 创建Binance账户

    Can you be more specific about the content of your article? After reading it, I still have some doubts. Hope you can help me. https://accounts.binance.bh/register/person?ref=IXBIAFVY

  86. binance konto skapande

    Thank you for your sharing. I am worried that I lack creative ideas. It is your article that makes me full of hope. Thank you. But, I have a question, can you help me? https://www.binance.bh/futures/ref?code=IHJUI7TF

  87. Register

    Thanks for sharing. I read many of your blog posts, cool, your blog is very good. https://www.binance.com/register?ref=W49FLGDN

  88. "oppna ett binance-konto

    Thanks for sharing. I read many of your blog posts, cool, your blog is very good. https://www.binance.com/register?ref=MBLCVVZG

  90. K2Game player

    K2Game’s got some interesting stuff. Worth a look if you’re bored and need something to kill time. Definitely worth checking out. See for yourself at: k2game

  91. luckywindownload

    Hey, I heard about Luckywindownload and decided to check it out. The download process was smooth and straightforward. Gonna give it a good try! Find it here: luckywindownload

  92. tclotteryapp

    Hey, I’ve been using tclotteryapp for a while now, and it’s pretty decent for checking results and stuff. Nothing fancy, but it gets the job done. I’d recommend it if you just want something simple. Check it out: tclotteryapp

  93. balivegasslot

    The variety of games here is insane! I felt like I was right in Vegas from my own couch. Highly recommend balivegasslot for anyone who loves the thrill of the slots.

  94. Binance推荐

    Your point of view caught my eye and was very interesting. Thanks. I have a question for you.

  95. idarushoki

    This site has a great winning streak lately. I feel like my luck has improved since I switched to idarushoki. Keep it up!

  96. binance us kayit ol

    Your point of view caught my eye and was very interesting. Thanks. I have a question for you. https://www.binance.bh/register?ref=IXBIAFVY

  97. anm"ala dig till binance

    Your point of view caught my eye and was very interesting. Thanks. I have a question for you. https://www.binance.bh/ru/register?ref=O9XES6KU

  98. jilijili

    [8930]Jilijili Casino Login, App Download & Slots Registration Bonus,Experience the best online slots at Jilijili Casino! Easy login, official app download, and a massive registration bonus for PH players. Sign up and win today! visit: jilijili

  99. "oppna binance-konto

    Thank you for your sharing. I am worried that I lack creative ideas. It is your article that makes me full of hope. Thank you. But, I have a question, can you help me? https://accounts.binance.bh/register/person?ref=W49FLGDN

  100. tk bet

    [219]tk bet Official Login | সেরা অনলাইন casino গেম ও দ্রুত পেমেন্ট,tk bet অফিসিয়াল লগইন করে সেরা অনলাইন ক্যাসিনো গেম উপভোগ করুন। দ্রুত বিকাশ পেমেন্ট এবং সহজ অ্যাপ ডাউনলোড সুবিধা পেতে আজই যোগ দিন। visit: tk bet

  101. best binance referral code

    I don’t think the title of your article matches the content lol. Just kidding, mainly because I had some doubts after reading the article.

  102. 200jilicasino

    The bonuses here are actually legit! I managed to hit a decent streak last night. It feels way more fair than other platforms I have tried. Visit 200jilicasino

  103. binance register

    Your point of view caught my eye and was very interesting. Thanks. I have a question for you.

  104. phjljl888

    Absolute game changer! The rewards are generous and the customer support is always on point. Go to phjljl888

  105. 注册Binance

    Can you be more specific about the content of your article? After reading it, I still have some doubts. Hope you can help me. https://www.binance.bh/register?ref=QCGZMHR6

  106. vipphlogin

    The VIP treatment here is actually real. I feel like a valued player and the rewards keep coming. If you want a premium feel, head over to vipphlogin.

  107. phki888com

    Finding a reliable site in the PH region can be tough but this one is legit. The variety of games is insane. Big shoutout to phki888com for the great service.

  108. ck888game

    Top notch graphics and really engaging gameplay. It is honestly one of the best gaming experiences I have had in a long time. Big thanks to ck888game

  109. 开设Binance账户

    Thanks for sharing. I read many of your blog posts, cool, your blog is very good. https://www.binance.bh/register?ref=QCGZMHR6

  110. dewanaga89

    [3666]dewanaga89 | Login Resmi Link Alternatif Slot Gacor Terpercaya,dewanaga89 menyediakan akses link alternatif terbaru untuk daftar casino online terpercaya dengan kemudahan deposit via dana. Segera bergabung dan rasakan sensasinya. visit: dewanaga89

  111. binance Registrera

    Your article helped me a lot, is there any more related content? Thanks!

  112. mustang303slot

    The jackpots here are insane! I’ve tried many sites but the winning streak I had at mustang303slot was something else. Totally worth a visit.

  113. gamezoneslotslogin

    If you are looking for a reliable slot site, this is it. The login is fast and the game variety is impressive. I’m really enjoying the experience so far at gamezoneslotslogin

  114. ^Inregistrare Binance

    Your point of view caught my eye and was very interesting. Thanks. I have a question for you. https://accounts.binance.com/en-ZA/register-person?ref=B4EPR6J0

  115. anm"ala dig till binance

    I don’t think the title of your article matches the content lol. Just kidding, mainly because I had some doubts after reading the article.

  116. bet69bong88

    Used bet69bong88 for some sports bets. Interface is really clean. Its a clean platform with many things to possibly bet on, give it a shot at bet69bong88.

  117. phsvip777

    Feeling lucky today and this site made it even better. The bonus offers are actually generous compared to others. Shoutout to phsvip777 for the win.

  118. registro na binance us

    I don’t think the title of your article matches the content lol. Just kidding, mainly because I had some doubts after reading the article. https://accounts.binance.info/si-LK/register-person?ref=LBF8F65G

  119. koin55slot

    Honestly, this is one of the smoothest experiences I have had so far. The games load quickly and the payouts are fair. Definitely checking out koin55slot more often!

  120. netbet

    [8811]netbet লগইন ও অ্যাপ ডাউনলোড | বিকাশ দিয়ে অনলাইন ক্যাসিনো,netbet লগইন করার নিয়ম জানুন এবং অ্যাপ ডাউনলোড করে সেরা slots গেম সাইট উপভোগ করুন। বিকাশ দিয়ে অনলাইন casino খেলুন এবং আজই জয়েন করুন। visit: netbet

  121. www.binance.bh registrera dig

    Thanks for sharing. I read many of your blog posts, cool, your blog is very good. https://www.binance.bh/register?ref=JW3W4Y3A

  122. Binance账户

    Thanks for sharing. I read many of your blog posts, cool, your blog is very good.

  123. mpoasia88login

    The mobile version is just as good as the desktop one. I can play anywhere and anytime without issues. mpoasia88login

  124. tgbet

    [3903]tgbet Login PH – Slots at Online Casino gamit ang GCash,Sa tgbet, madali ang tgbet download APK para sa mabilis na laro. Tuklasin ang pinaka mababang deposit na slots at matuto paano maglaro ng baccarat. Sali na! visit: tgbet

  125. Binance创建账户

    Thank you for your sharing. I am worried that I lack creative ideas. It is your article that makes me full of hope. Thank you. But, I have a question, can you help me? https://accounts.binance.bh/register/person?ref=IHJUI7TF

  126. Nailsk

    Здравствуйте!
    Для мастера маникюра бренд ANS предлагает полный спектр материалов для качественного сервиса. Базы, гели, полигели и топы разработаны для создания стойкого покрытия. Продукция ANS сокращает время процедуры, обеспечивая безупречный эстетический результат.
    Самая актуальная информация на сайте – https://absolutenailsystems.com.ua/
    глянцевый топ ans, гель лаки купить дешево, продукция для дизайна ногтей
    гель лак цена, заказать плюшевый топ, гель лаки ans цена
    Всего наилучшего в мире красоты!

  127. luckybet7game

    Feeling lucky today! The bonuses here are actually generous and easy to claim. I am definitely staying with luckybet7game for a long time.

  128. taya365login

    Been using taya365login for a bit now. Login is quick, and the site’s pretty easy to navigate. No glitches so far, so I’m happy! Give it a go if you’re looking for something reliable taya365login

  129. vnnuoilo88

    Super friendly community and the games are top-notch. It is hard to find a site this honest these days. Cheers to vnnuoilo88!

  130. 16jililogin

    Very impressed with the customer support and the quick loading times. Definitely my new go-to spot at 16jililogin.

  131. ThomasAntix

    wooley booley elvis is alive
    wooley booley elvis is alive
    wooley booley elvis is alive
    wooley booley elvis is alive
    wooley booley elvis is alive
    https://elvises.site/

  132. 注册获取100 USDT

    Can you be more specific about the content of your article? After reading it, I still have some doubts. Hope you can help me. https://www.binance.bh/futures/ref?code=GGYHGRE

  133. Skapa ett gratis konto

    Your article helped me a lot, is there any more related content? Thanks!

  134. Crear cuenta personal

    Your point of view caught my eye and was very interesting. Thanks. I have a question for you. https://www.binance.bh/register?ref=IHJUI7TF

  135. d188com

    Really impressed with the variety of games here. It feels very intuitive and the loading times are super fast. Glad I found d188com today.

  136. binance-

    I don’t think the title of your article matches the content lol. Just kidding, mainly because I had some doubts after reading the article. https://accounts.binance.info/es-MX/register?ref=A00OPRX4

  137. vn989bet

    Best betting experience I have had recently. The interface is clean and the betting options are quite comprehensive. I feel very secure playing here. Check out vn989bet.

  138. 291jiliph

    Great selection of games and the promotions are actually useful. It is my go-to spot for some weekend fun. Try 291jiliph if you want a reliable site.

  139. binance skapa konto

    Your point of view caught my eye and was very interesting. Thanks. I have a question for you. https://accounts.binance.bh/register/person?ref=QCGZMHR6

  140. 最佳Binance推荐代码

    Thanks for sharing. I read many of your blog posts, cool, your blog is very good. https://www.binance.info/register?ref=QCGZMHR6

  141. queenbeecasino

    Loving the VIP treatment here. They actually listen to player feedback and make changes to improve the experience. Payment options are diverse and my cashouts arrive much faster than expected. Definitely my go to spot now queenbeecasino

  142. 291jiliph

    Great selection of games and the promotions are actually useful. It is my go-to spot for some weekend fun. Try 291jiliph if you want a reliable site.

  143. Binance代码

    Thanks for sharing. I read many of your blog posts, cool, your blog is very good.

  144. BTC

    Nếu bạn đã quen với biến động của BTC – Bitcoin , hãy nhớ rằng MOONSHOTUSDT có mức độ rủi ro cao hơn nhiều do thiếu thị trường tham chiếu công khai

  145. Smart_User4

    Йоу, народ! Пока все вокруг строят из себя умников и прожигать жизнь за заполнением тупых таблиц — у меня для вас есть пушка-бомба!

    Какой-то гений собрал просто ультимативный гид, где чисто на пальцах и с юморком показывает, как одной кнопкой решать геморрой в Excel и Word. Реально мануалы для людей, а не для роботов!

    Вся база знаний и секретные фишки лежат тут:
    смотреть гайды.

    Если после этого ваша жизнь не изменится — я не знаю, че вам еще надо! Бывай!

Laisser un commentaire

Votre adresse e-mail ne sera pas publiée. Les champs obligatoires sont indiqués avec *

© 2026 Artificiellement Intelligent

Theme by Anders Noren — Up ↑