Utiliser les LLMs en tant que développeur/utilisateur

Introduction au LLM dans une application Spring

Cet article est le fruit d’un workshop que j’ai suivi d’un développeur advocate Spring, Dan Vega. Cela sera donc une sorte de résumé de ce que j’ai appris au travers son workshop.
Si vous souhaitez parfois plus de détails, n’hésitez donc pas à suivre son workshop.

Prérequis

• Ollama,
• Java >= 21
• Kotlin >= 2.x
• Spring Boot >= 3.x
• Spring AI = 1.0
• Maven >= 3.8

Qu’est ce qu’un LLM ?

Les Larges Language Models (LLM) sont des modèles d’intelligence artificielle conçus pour traiter et générer du langage naturel. Faisant partie du domaine du traitement automatique du langage naturel appelé aussi Natural Language Processing (NLP), ces modèles s’appuient sur des architectures neuronales profondes (Deep Learning), notamment les Transformers, introduits dans un article de recherche de Google en 2017.

Entraînés sur d’immenses corpus de données, les LLMs acquièrent une connaissance très large du langage, leur permettant de générer logiquement du texte. C’est pourquoi on les qualifie d’IA Génératives.
Cela les rend aptes à accomplir une variété de tâches, comme la traduction, la rédaction de contenu, la réponse à des questions, ou encore la classification de texte.

Bien que leur capacité principale soit le texte, il est important de noter que les modèles récents ont également développé des capacités multimodales, capables de traiter et de générer d’autres types de données tels que des images, un sujet que nous n’aborderons pas ici.

Comment utiliser un LLM dans une application ?

Un LLM, comme tout IA, est basiquement un programme comme un autre avec des entrées / sorties.
Aujourd’hui ces modèles d’IA sont principalement accessibles via des API REST.

Il est donc possible de les intégrer dans une application de plusieurs façons :

• En utilisant les API REST directement,
• En utilisant un SDK,
• En utilisant un framework d’intégration comme Spring AI.

Dans les paragraphes suivants, nous utiliserons le module Spring AI pour interagir avec un LLM depuis une application Spring Boot.

Utilisation basique

Pour une utilisation basique, nous allons utiliser le module Spring AI pour interagir avec un LLM depuis une application Spring Boot via une API REST de Chat. On va sur notre site spring favorite start.spring.io et on crée une application Spring Boot avec les caractéristiques suivantes:

• Spring Boot
• Spring AI
• Ollama
• Kotlin
• Docker Compose
• Web
• DevTools
• Native

On pourra donc initialiser notre projet de la manière suivante:

curl -L \
  -o simple-spring-boot-chatboot.zip \
  https://start.spring.io/starter.zip?type=maven-project&language=kotlin&bootVersion=3.5.5&baseDir=simple-spring-boot-chatbot&groupId=fr.ctw.spring.boot.ai&artifactId=simple-spring-boot-chatbot&name=simple-spring-boot-chatbot&description=A%20simple%20chatbot%20project%20with%20Spring%20Boot%20and%20Spring%20AI&packageName=fr.ctw.spring.boot.ai.chatbot&packaging=jar&javaVersion=24&dependencies=native,devtools,docker-compose,web,spring-ai-ollama

Après démarrage la première fois de l’application vous devriez avoir la sortie suivante:

  .   ____          _            __ _ _
 /\\ / ___'_ __ _ _(_)_ __  __ _ \ \ \ \
( ( )\___ | '_ | '_| | '_ \/ _` | \ \ \ \
 \\/  ___)| |_)| | | | | || (_| |  ) ) ) )
  '  |____| .__|_| |_|_| |_\__, | / / / /
 =========|_|==============|___/=/_/_/_/

 :: Spring Boot ::                (v3.5.5)

2025-09-01T13:58:24.413+02:00  INFO 7902 --- [simple-spring-boot-chatbot] [  restartedMain] a.s.SimpleSpringBootChatbotApplicationKt : Starting SimpleSpringBootChatbotApplicationKt using Java 24.0.1 with PID 7902 (/Users/pcavezzan/IdeaProjects/simple-spring-boot-chatbot/target/classes started by pcavezzan in /Users/pcavezzan/IdeaProjects/simple-spring-boot-chatbot)
2025-09-01T13:58:24.414+02:00  INFO 7902 --- [simple-spring-boot-chatbot] [  restartedMain] a.s.SimpleSpringBootChatbotApplicationKt : No active profile set, falling back to 1 default profile: "default"
2025-09-01T13:58:24.445+02:00  INFO 7902 --- [simple-spring-boot-chatbot] [  restartedMain] .e.DevToolsPropertyDefaultsPostProcessor : Devtools property defaults active! Set 'spring.devtools.add-properties' to 'false' to disable
2025-09-01T13:58:24.446+02:00  INFO 7902 --- [simple-spring-boot-chatbot] [  restartedMain] .e.DevToolsPropertyDefaultsPostProcessor : For additional web related logging consider setting the 'logging.level.web' property to 'DEBUG'
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2025-09-01T13:59:31.206+02:00  INFO 7902 --- [simple-spring-boot-chatbot] [utReader-stderr] o.s.boot.docker.compose.core.DockerCli   :  Container simple-spring-boot-chatbot-ollama-1  Created
2025-09-01T13:59:31.217+02:00  INFO 7902 --- [simple-spring-boot-chatbot] [utReader-stderr] o.s.boot.docker.compose.core.DockerCli   :  Container simple-spring-boot-chatbot-ollama-1  Starting
2025-09-01T13:59:31.369+02:00  INFO 7902 --- [simple-spring-boot-chatbot] [utReader-stderr] o.s.boot.docker.compose.core.DockerCli   :  Container simple-spring-boot-chatbot-ollama-1  Started
2025-09-01T13:59:31.369+02:00  INFO 7902 --- [simple-spring-boot-chatbot] [utReader-stderr] o.s.boot.docker.compose.core.DockerCli   :  Container simple-spring-boot-chatbot-ollama-1  Waiting
2025-09-01T13:59:31.879+02:00  INFO 7902 --- [simple-spring-boot-chatbot] [utReader-stderr] o.s.boot.docker.compose.core.DockerCli   :  Container simple-spring-boot-chatbot-ollama-1  Healthy
2025-09-01T13:59:32.593+02:00  INFO 7902 --- [simple-spring-boot-chatbot] [  restartedMain] o.s.b.w.embedded.tomcat.TomcatWebServer  : Tomcat initialized with port 8080 (http)
2025-09-01T13:59:32.599+02:00  INFO 7902 --- [simple-spring-boot-chatbot] [  restartedMain] o.apache.catalina.core.StandardService   : Starting service [Tomcat]
2025-09-01T13:59:32.599+02:00  INFO 7902 --- [simple-spring-boot-chatbot] [  restartedMain] o.apache.catalina.core.StandardEngine    : Starting Servlet engine: [Apache Tomcat/10.1.44]
2025-09-01T13:59:32.610+02:00  INFO 7902 --- [simple-spring-boot-chatbot] [  restartedMain] o.a.c.c.C.[Tomcat].[localhost].[/]       : Initializing Spring embedded WebApplicationContext
2025-09-01T13:59:32.610+02:00  INFO 7902 --- [simple-spring-boot-chatbot] [  restartedMain] w.s.c.ServletWebServerApplicationContext : Root WebApplicationContext: initialization completed in 366 ms
2025-09-01T13:59:32.889+02:00  INFO 7902 --- [simple-spring-boot-chatbot] [  restartedMain] o.s.b.d.a.OptionalLiveReloadServer       : LiveReload server is running on port 35729
2025-09-01T13:59:32.898+02:00  INFO 7902 --- [simple-spring-boot-chatbot] [  restartedMain] o.s.b.w.embedded.tomcat.TomcatWebServer  : Tomcat started on port 8080 (http) with context path '/'
2025-09-01T13:59:32.902+02:00  INFO 7902 --- [simple-spring-boot-chatbot] [  restartedMain] a.s.SimpleSpringBootChatbotApplicationKt : Started SimpleSpringBootChatbotApplicationKt in 68.67 seconds (process running for 69.064)

Les fois d’après Ollama étant installé, cela devrait aller nettement plus vite ;) :

  .   ____          _            __ _ _
 /\\ / ___'_ __ _ _(_)_ __  __ _ \ \ \ \
( ( )\___ | '_ | '_| | '_ \/ _` | \ \ \ \
 \\/  ___)| |_)| | | | | || (_| |  ) ) ) )
  '  |____| .__|_| |_|_| |_\__, | / / / /
 =========|_|==============|___/=/_/_/_/

 :: Spring Boot ::                (v3.5.5)

2025-09-01T14:01:30.935+02:00  INFO 8775 --- [simple-spring-boot-chatbot] [  restartedMain] a.s.SimpleSpringBootChatbotApplicationKt : Starting SimpleSpringBootChatbotApplicationKt using Java 24.0.1 with PID 8775 (/Users/pcavezzan/IdeaProjects/simple-spring-boot-chatbot/target/classes started by pcavezzan in /Users/pcavezzan/IdeaProjects/simple-spring-boot-chatbot)
2025-09-01T14:01:30.936+02:00  INFO 8775 --- [simple-spring-boot-chatbot] [  restartedMain] a.s.SimpleSpringBootChatbotApplicationKt : No active profile set, falling back to 1 default profile: "default"
2025-09-01T14:01:30.958+02:00  INFO 8775 --- [simple-spring-boot-chatbot] [  restartedMain] .e.DevToolsPropertyDefaultsPostProcessor : Devtools property defaults active! Set 'spring.devtools.add-properties' to 'false' to disable
2025-09-01T14:01:30.958+02:00  INFO 8775 --- [simple-spring-boot-chatbot] [  restartedMain] .e.DevToolsPropertyDefaultsPostProcessor : For additional web related logging consider setting the 'logging.level.web' property to 'DEBUG'
2025-09-01T14:01:30.964+02:00  INFO 8775 --- [simple-spring-boot-chatbot] [  restartedMain] .s.b.d.c.l.DockerComposeLifecycleManager : Using Docker Compose file /Users/pcavezzan/IdeaProjects/simple-spring-boot-chatbot/compose.yaml
2025-09-01T14:01:31.353+02:00  INFO 8775 --- [simple-spring-boot-chatbot] [utReader-stderr] o.s.boot.docker.compose.core.DockerCli   :  Container simple-spring-boot-chatbot-ollama-1  Starting
2025-09-01T14:01:31.461+02:00  INFO 8775 --- [simple-spring-boot-chatbot] [utReader-stderr] o.s.boot.docker.compose.core.DockerCli   :  Container simple-spring-boot-chatbot-ollama-1  Started
2025-09-01T14:01:31.461+02:00  INFO 8775 --- [simple-spring-boot-chatbot] [utReader-stderr] o.s.boot.docker.compose.core.DockerCli   :  Container simple-spring-boot-chatbot-ollama-1  Waiting
2025-09-01T14:01:31.969+02:00  INFO 8775 --- [simple-spring-boot-chatbot] [utReader-stderr] o.s.boot.docker.compose.core.DockerCli   :  Container simple-spring-boot-chatbot-ollama-1  Healthy
2025-09-01T14:01:32.664+02:00  INFO 8775 --- [simple-spring-boot-chatbot] [  restartedMain] o.s.b.w.embedded.tomcat.TomcatWebServer  : Tomcat initialized with port 8080 (http)
2025-09-01T14:01:32.670+02:00  INFO 8775 --- [simple-spring-boot-chatbot] [  restartedMain] o.apache.catalina.core.StandardService   : Starting service [Tomcat]
2025-09-01T14:01:32.670+02:00  INFO 8775 --- [simple-spring-boot-chatbot] [  restartedMain] o.apache.catalina.core.StandardEngine    : Starting Servlet engine: [Apache Tomcat/10.1.44]
2025-09-01T14:01:32.683+02:00  INFO 8775 --- [simple-spring-boot-chatbot] [  restartedMain] o.a.c.c.C.[Tomcat].[localhost].[/]       : Initializing Spring embedded WebApplicationContext
2025-09-01T14:01:32.684+02:00  INFO 8775 --- [simple-spring-boot-chatbot] [  restartedMain] w.s.c.ServletWebServerApplicationContext : Root WebApplicationContext: initialization completed in 357 ms
2025-09-01T14:01:32.945+02:00  INFO 8775 --- [simple-spring-boot-chatbot] [  restartedMain] o.s.b.d.a.OptionalLiveReloadServer       : LiveReload server is running on port 35729
2025-09-01T14:01:32.957+02:00  INFO 8775 --- [simple-spring-boot-chatbot] [  restartedMain] o.s.b.w.embedded.tomcat.TomcatWebServer  : Tomcat started on port 8080 (http) with context path '/'
2025-09-01T14:01:32.961+02:00  INFO 8775 --- [simple-spring-boot-chatbot] [  restartedMain] a.s.SimpleSpringBootChatbotApplicationKt : Started SimpleSpringBootChatbotApplicationKt in 2.197 seconds (process running for 2.638)

Installation d’un modèle LLM sur Ollam

Ollama est une application qui permet d’exposer via une API REST des modèles LLMs.
Pour utiliser Ollama, vous n’aurez pas besoin de l’installer manuellement car il fait partie de notre projet via le compose.yaml.

Installation manuelle

Pour une installation manuelle, sachez qu’il est disponible pour MacOS, Linux et Windows, sur leur site. Une fois installée, vous pouvez lancer la commande pour lancer le serveur s’il n’est pas déjà lancé:

ollama serve

Error: listen tcp 127.0.0.1:11434: bind: address already in use

Si vous avez l’erreur précédente ☝️cela signifie qu’ollama tourne bien. Il ne vous reste plus qu’à installer un modèle LLM.

Installation via Docker Compose

Connecter vous à votre container: docker compose exec -it ollama bash

Pour cela, vous pouvez lister les modèles disponibles avec la commande:

ollama list

Si vous avez comme moi déjà des modèles installés, vous devriez obtenir une liste comme celle-ci:

NAME                  ID              SIZE      MODIFIED
gpt-oss:20b           aa4295ac10c3    13 GB     10 days ago
qwen3:1.7b            8f68893c685c    1.4 GB    2 months ago
deepseek-r1:1.5b      e0979632db5a    1.1 GB    2 months ago
gemma3:1b             8648f39daa8f    815 MB    2 months ago
qwen2.5-coder:1.5b    d7372fd82851    986 MB    2 months ago

Dans la suite, nous utiliserons le modèle gpt-oss:20b, donc si vous ne l’avez pas, vous pouvez l’installer avec la commande:

ollama pull gpt-oss:20b

pulling manifest
pulling b112e727c6f1: 100% ▕█████████████████████████████████████████████████████████████████████████████▏  13 GB
pulling fa6710a93d78: 100% ▕█████████████████████████████████████████████████████████████████████████████▏ 7.2 KB
pulling f60356777647: 100% ▕█████████████████████████████████████████████████████████████████████████████▏  11 KB
pulling d8ba2f9a17b3: 100% ▕█████████████████████████████████████████████████████████████████████████████▏   18 B
pulling 55c108d8e936: 100% ▕█████████████████████████████████████████████████████████████████████████████▏  489 B
verifying sha256 digest
writing manifest
success

Pour tester le modèle, il nous reste plus qu’à faire:

ollama run gpt-oss:20b

Vous n’aurez plus qu’à lui demande une explication de ce qu’est un LLM 🙂:

>>> Peux tu m'expliquer ce qu'est un Large Language Model (LLM) ?
Thinking...
We need to explain what a Large Language Model is in French. The user just asks: "Peux tu m'expliquer ce qu'est un Large Language
Model (LLM) ?" They want an explanation in French likely. We should explain what it is, how it works, training, architecture,
applications, maybe mention GPT etc. The tone? Probably educational, concise but thorough. Should mention neural networks,
transformer architecture, self-attention, tokenization, training on large corpora, fine-tuning, zero-shot, few-shot. Also mention the
scale, parameters. Possibly mention pros/cons, limitations. Should keep it accessible. Should use French. Let's produce a
comprehensive answer.
...done thinking.

### Qu’est‑ce qu’un **Large Language Model** (LLM) ?

Un *Large Language Model* (LLM) est un type d’intelligence artificielle spécialisé dans la compréhension et la génération de texte.
Le terme « large » (grand) fait référence à la taille massive des modèles : des dizaines, centaines, voire des milliards de
paramètres (les poids du réseau) et à l’énorme volume de données d’apprentissage utilisé pour les former.

---

## 1. Les fondements techniques

| Élément | Description | Pourquoi c’est important |
|--------|-------------|--------------------------|
| **Architecture Transformer** | Réseau de neurones introduit en 2017 (Vaswani *et al.*) qui repose sur un mécanisme
d’**auto‑attention**. | Permet de traiter des séquences de texte de longueur variable et de capturer les relations à longue distance
entre les mots. |
| **Paramètres** | Valeurs numériques apprises pendant l’entraînement (p. ex. 175 milliards dans GPT‑3). | Plus il y a de paramètres,
plus le modèle peut mémoriser d’informations et produire des réponses nuancées. |
| **Tokenisation** | Découpage du texte en *tokens* (mots, sous‑mots, caractères). | Réduit la complexité du vocabulaire et rend la
modélisation plus efficace. |
| **Pré‑formation (Pre‑training)** | Phase où le modèle est entraîné sur d’énormes corpus (livres, sites Web, articles, etc.) à
partir de tâches comme la **prédiction de mot masqué** ou **imputation de phrase**. | Apprend une représentation générale du langage
et des connaissances générales. |
| **Fine‑tuning / Prompting** | Ajustement du modèle pour des tâches spécifiques ou utilisation de *prompts* pour guider la
génération. | Permet d’orienter le modèle sans changer les paramètres principaux. |

---

## 2. Fonctionnement d’un LLM

1. **Encodage** : le texte d’entrée est tokenisé et transformé en vecteurs d’embedding (représentations numériques).
2. **Propagation** : les vecteurs passent par les couches du transformer. Chaque couche applique l’attention pour pondérer les
relations entre tokens.
3. **Décodage** : le modèle génère, un token à la fois, un texte qui correspond à la distribution de probabilité estimée. La
génération peut être contrôlée par des techniques comme la **temperature** (variabilité), le **top‑k/top‑p sampling** (précision),
etc.

---

## 3. Pourquoi sont‑ils “grands” ?

| Facteur | Impact |
|---------|--------|
| **Nombre de paramètres** | + de 100 milliards → capacité de stockage d’informations. |
| **Volume de données d’entraînement** | > 10 terabytes de texte → diversité linguistique et connaissance générale. |
| **Infrastructure** | GPU/TPU massifs → temps d’entraînement de plusieurs semaines. |

---

## 4. Applications courantes

| Domaine | Exemple d’usage |
|---------|-----------------|
| **Service client** | Chatbots autonomes, réponse aux FAQ. |
| **Création de contenu** | Rédaction d’articles, scripts, idées de marketing. |
| **Traduction** | Traduction instantanée et contextuelle. |
| **Analyse de texte** | Extraction d’entités, résumé automatique, sentiment analysis. |
| **Programmes de code** | Génération et complétion de code (ex. GitHub Copilot). |
| **Recherche d’informations** | Résumé de documents longs, réponses à questions factuelles. |

---

## 5. Avantages

| Avantage | Explication |
|----------|-------------|
| **Polyvalence** | Capacité à s’adapter à de multiples tâches sans re‑entraînement complet. |
| **Accès à une large connaissance** | Les LLM intègrent des informations de divers domaines. |
| **Interaction naturelle** | Génèrent du texte fluide et cohérent, proche du langage humain. |

---

## 6. Limites et défis

| Limite | Conséquence |
|--------|-------------|
| **Biais** | Les modèles reproduisent les biais présents dans les données d’entraînement. |
| **Faits obsolètes** | Leur base de connaissances est fixe à la date d’entraînement. |
| **Coût énergétique** | Entraîner et héberger de grands LLM consomme beaucoup d’énergie. |
| **Fiabilité** | Risque de hallucinations (information factuellement incorrecte). |
| **Sécurité** | Utilisation potentielle pour la génération de désinformation ou d’espionnage. |

---

## 7. Vers où vont les LLM ?

| Trend | Illustration |
|-------|--------------|
| **Modèles de plus petite taille mais plus spécialisés** | “Distillation” de modèles pour l’usage sur mobile. |
| **Mise à jour continue** | Techniques d’apprentissage continu pour garder le modèle à jour. |
| **Multimodalité** | Combinaison de texte + image + audio (ex. GPT‑4 multimodal). |
| **Contrôle éthique** | Règles explicites de génération, outils de détection de biais. |

---

## 8. En résumé

Un *Large Language Model* est un réseau de neurones transformer à grande échelle, entraîné sur d’immenses quantités de texte pour
prédire la prochaine unité de langage. Sa taille lui permet de capturer des nuances subtiles, de générer du texte créatif, et
d’exécuter une variété de tâches linguistiques. Cependant, il vient avec des défis liés aux biais, à la fiabilité, et aux exigences
énergétiques.

Si vous avez d’autres questions – que ce soit sur la façon de l’utiliser, la façon de l’entraîner vous‑même, ou sur les implications
sociétales – n’hésitez pas!

>>> Send a message (/? for help)

Vous aurez remarqué que le terminal affiche un prompt qui vous permet de poser des questions au LLM et que la réponse de gpt-oss, mais c’est globalement la même chose avec les autres modèles, renvoie une réponse formatté en Markdown.

Ajout d’un controleur de conversation

Créer un nouveau fichier ChatbotController.kt dans le package fr.ctw.spring.boot.ai.chatbot avec le contenu suivant :

@RestController
class ChatbotController(private val chatClient: ChatClient) {

    @Autowired
    constructor(chatClientBuilder: ChatClient.Builder) : this(chatClient = chatClientBuilder.build())

    @GetMapping("/chat")
    fun chat(): String? =
        chatClient
            .prompt("Tell me interesting facts about Java")
            .call()
            .content()
}

Lancer l’application, puis demander un chat via : http :8080/chat. Là soyez patient ⌛, cela peut prendre quelques minutes :

$ http :8080/chat
HTTP/1.1 200
Connection: keep-alive
Content-Length: 3571
Content-Type: text/plain;charset=UTF-8
Date: Sun, 30 Nov 2025 10:32:38 GMT
Keep-Alive: timeout=60

## Java: 10 Fascinating Facts You Might Not Know

| # | Fact | Why It Matters |
|---|------|----------------|
| **1** | **Java was originally named *Oak*** | In 1991, James Gosling and his team at Sun Microsystems were designing a language for interactive TV. They called it Oak, after a tree in the Stanford University campus. The name changed to Java (after a brand of coffee) because “Oak” was already trademarked. |
| **2** | **The first public release (Java 1.0) was in 1996** | It shipped on March 23, 1996, and included a web browser plug‑in that let people run Java applets right inside a web page—a breakthrough for client‑side programming. |
| **3** | **“Write Once, Run Anywhere” (WORA) is a myth—Java actually runs *once* on the JVM, not on the hardware** | The JVM compiles bytecode into machine‑specific code at runtime, which is why Java runs on any platform that ships a JVM. |
| **4** | **Java’s garbage collector was inspired by Lisp’s memory model** | Gosling was a fan of Lisp; Java’s automatic memory management owes its roots to the Lisp garbage‑collector research of the 1970s. |
| **5** | **Java introduced the concept of *packages* for modularity in 1996** | Packages let developers group classes into namespaces, which was a major step toward modern modular design. |
| **6** | **Java was the first language to use *anonymous inner classes* (since 1.1)** | Anonymous classes let you instantiate a class and override methods in a single expression—essential for early GUI event handling. |
| **7** | **Java 8’s *lambda expressions* and the Streams API made functional programming mainstream in Java** | Lambdas turned Java from a purely object‑oriented language into a hybrid that supports both OO and functional styles. |
| **8** | **The Java Virtual Machine (JVM) is a “virtual computer” that runs on *real* hardware** | The JVM itself is written in C/C++ and runs on top of the operating system; Java bytecode is not platform‑dependent. |
| **9** | **Java was *not* a competitor to C++, it was *designed* to complement it** | Sun’s early marketing framed Java as a “portable, type‑safe, object‑oriented language” that could run on the same machines as C++. |
| **10** | **Java has survived an entire corporate takeover: Oracle bought Sun Microsystems in 2010** | The language’s community and its open‑source variants (OpenJDK, AdoptOpenJDK, etc.) kept Java alive even as corporate priorities shifted. |

### Quick Trivia

- **Java’s first “Hello, World!”** printed a line to the console, but the first Java applet actually displayed a *moving* image of a car.
- **Java’s “Coffee” naming**: The team wanted a name that was short, catchy, and easy to pronounce in more than 70 languages.
- **Java’s “HotSpot” JVM**: The HotSpot engine was introduced in Java 2 (J2SE 1.3) and uses just‑in‑time compilation to speed up programs.
- **Java’s “class” system**: Unlike languages that use structs or plain data types, every Java type is a class (or array), enabling a unified runtime type system.
- **Java’s “Security Manager”**: It was designed to sandbox applets, limiting their file and network access—a critical feature for the early web.

---

Whether you’re a seasoned developer or just starting out, Java’s rich history and design principles continue to shape modern software engineering. If you want to dive deeper into any of these points—say, how the JVM optimizes bytecode or the evolution of Java’s concurrency model—just let me know!

Support du streamming

Si on veut un peu plus de reactivité et également une meilleure utilisation des resources, on peut utiliser le streaming dès que le model génère des tokens de sorties pour les afficher à l’utilisateur en temps réél. Pour cela, rajouter le endpoint /stream dans le controller :

@GetMapping("/stream")
    fun stream(): Flux<String> =
        chatClient
            .prompt("Tell me interesting facts about Java")
            .stream()
            .content()

A partir de là, vous verrez dès que le model génère une réponse, elle s’affiche dans le terminal au fur et à mesure:

$ http :8080/stream
HTTP/1.1 200
Connection: keep-alive
Content-Type: text/plain
Date: Sun, 30 Nov 2025 10:44:45 GMT
Keep-Alive: timeout=60
Transfer-Encoding: chunked

## Java – Fun & Fascinating Facts

| # | Fact | Why it’s interesting |
|---|------|-----------------------|
| 1 | **Originally named “Oak”** | James Gosling’s team started the project in 1991 under the codename *Oak*, after a tree. The name changed to *Java* in 1994 because *Oak* was already trademarked by a UK software company. |
| 2 | **Coffee‑inspired name** | The “Java” name was chosen by the team after a trip to a coffee shop called *Café Java* in Stanford. The coffee itself is named after Indonesia’s island of Java, giving the language a nice, international flair. |
| 3 | **Platform‑independent “write once, run anywhere”** | Java code is compiled into *bytecode*, which runs on the Java Virtual Machine (JVM). The JVM interprets or JIT‑compiles that bytecode for the underlying hardware, so the same code works on Windows, macOS, Linux, Android, and many embedded devices. |
| 4 | **First shipped in 1995** | The very first public release of Java (Java 1.0) came out in May 1995, just five years after the language was first conceived. |
| 5 | **Java was designed for interactive TV** | The original goal was to create a language for interactive television set‑top boxes (the “Java TV” project). It never hit that market, but the design goals of safety, portability, and security stayed. |
| 6 | **JVM’s “HotSpot” engine** | HotSpot (the default JVM implementation) was invented in 1997. It uses a *Just‑In‑Time* (JIT) compiler to turn bytecode into machine code at runtime, making Java programs almost as fast as native ones. |
| 7 | **Huge ecosystem of “Java libraries”** | The Java Standard Library (JDK) is huge, and on top of that there are hundreds of open‑source libraries (e.g., Spring, Hibernate, Apache Commons, Guava) that add everything from web frameworks to data‑structures. |
| 8 | **Java’s garbage collector** | Java’s GC automatically reclaims memory, freeing developers from manual `malloc`/`free` chores. Over the years, Oracle has added many GC algorithms – *Serial*, *Parallel*, *CMS*, *G1*, *Shenandoah*, *ZGC*, *Scavenge*, etc. |
| 9 | **Generics use type erasure** | Generics were introduced in Java 5, but they’re implemented via *type erasure*: at runtime generic types are “erased” to `Object`, which is why you can’t use `new T()` in a generic class. |
| 10 | **No operator overloading** | Unlike C++ or Python, Java deliberately forbids operator overloading. This keeps the language simpler and safer, but it also means that overloading `+` for complex numbers isn’t possible. |
| 11 | **Checked vs. unchecked exceptions** | Java’s exception system distinguishes *checked* (must be declared or caught) from *unchecked* (runtime) exceptions. This feature has been debated for years and is a core part of Java’s type safety. |
| 12 | **Java influenced many other languages** | C# (by Microsoft), Kotlin, Scala, Groovy, and many others borrow syntax and design concepts from Java. |
| 13 | **Java is the dominant language for Android** | Until Android’s transition to the Android Runtime (ART) in 2015, all Android apps ran on a modified Dalvik VM. Now ART is essentially a JIT‑compiled VM for Java bytecode on Android. |
| 14 | **Java’s “module system” (JPMS)** | Introduced in Java 9, the module system organizes code into strong boundaries, addressing class‑path clutter and improving security. |
| 15 | **OpenJDK vs. Oracle JDK** | The official open‑source implementation of Java is OpenJDK, while Oracle’s JDK adds some commercial features and has a different licensing model. |
| 16 | **Java’s “assert” keyword** | Added in Java 1.4, `assert` allows developers to embed sanity checks in code that can be turned on or off at runtime. |
| 17 | **Lambda expressions & streams (Java 8)** | Lambdas turned Java into a functional‑style language, and the Streams API lets you process collections in a declarative way. |
| 18 | **Java’s “record” type (Java 16)** | Records are immutable, data‑carrying classes with a compact syntax, making it easier to write plain‑data objects. |
| 19 | **Java and the “Internet of Things”** | Java is widely used in embedded systems, from routers to smart appliances, because of its lightweight runtime and strong security model. |
| 20 | **Java never left the “Java” name** | Despite the confusion with JavaScript (which is unrelated), the Java ecosystem has remained cohesive around the *Java* brand for over 25 years. |

---

### Quick Trivia (Just for Fun)

- **Java’s first public demo**: It was shown in a 1995 BBC documentary titled *“Java: The New Wave of Programming”*.
- **Java’s “Java Flight Recorder” (JFR)**: A low‑overhead, built‑in profiling tool introduced in Java 7 that can record detailed performance data.
- **Java’s “javadoc”**: The built‑in tool to generate API documentation in HTML format from specially formatted comments.
- **Java “package” names** often start with a reversed domain name (e.g., `com.example.foo`), a convention that avoids naming collisions.

Whether you’re a seasoned Java developer or just curious, these facts showcase why Java has remained a cornerstone of modern software for decades. Happy coding!```
---

Conclusion

Ca y est, vous savez désormais interagir basiquement avec un LLM. Nous verrons dans un prochain billet quelques capacités des LLMs (système prompt, user prompt, function tooling, structured output, etc).

Crédits & Ressources

• Spring AI, Reference documentation
• Spring AI Workshop, Dan Vega
• AI for Java Developers: Full Course / Workshop on Getting Started with Spring AI
• From Zero to AI: Building Smart Java or Kotlin Applications with Spring AI by Christian Tzolov