You will see a lot more of all this in practice in the [Tutorial - User Guide](tutorial/index.md).

## Type Hints with Metadata Annotations { #type-hints-with-metadata-annotations }

Python also has a feature that allows putting **additional <dfn title="Data about the data, in this case, information about the type, e.g. a description.">metadata</dfn>** in these type hints using `Annotated`.

You can import `Annotated` from `typing`.

import jcifs.CIFSException;
import jcifs.Configuration;

/**
 * SMB3 Multi-Channel Manager.
 *
 * Manages multiple network connections for improved performance and redundancy
 * as specified in the SMB 3.x multi-channel feature.
 */
public class MultiChannelManager {

    private static final Logger log = LoggerFactory.getLogger(MultiChannelManager.class);

    // Multi-channel configuration
    private final Configuration config;

              <include>org.apache.maven.exception</include>
              <include>org.apache.maven.execution</include>
              <include>org.apache.maven.execution.scope</include>
              <include>org.apache.maven.feature</include>
              <include>org.apache.maven.graph</include>
              <include>org.apache.maven.lifecycle</include>
              <include>org.apache.maven.model</include>

* the wildcard
* to return
* to validate

////

//// tab | Info

This is a not complete and not normative list of (mostly) technical terms seen in the docs. It may be helpful for the prompt designer to figure out for which terms the LLM needs a helping hand. For example when it keeps reverting a good translation to a suboptimal translation. Or when it has problems conjugating/declinating a term in your language.

h.inner.(marshalable).UnmarshalBinary(h.ipad); err != nil { panic(err) } return } h.inner.Reset() h.inner.Write(h.ipad) // If the underlying hash is marshalable, we can save some time by saving a // copy of the hash state now, and restoring it on future calls to Reset and // Sum instead of writing ipad/opad every time. // // We do this on Reset to avoid slowing down the common single-use case. // // This is allowed by FIPS 198-1, Section 6: "Conceptually, the intermediate // results of the compression...

### Renouvellement des certificats { #certificate-renewal }

À un moment donné dans le futur, chaque certificat **expirerait** (environ 3 mois après son acquisition).

Ensuite, il y aurait un autre programme (dans certains cas c'est un autre programme, dans d'autres cas cela pourrait être le même Proxy de terminaison TLS) qui communiquerait avec Let's Encrypt et renouvellerait le ou les certificats.

     */
    protected String getLlmType() {
        return ComponentUtil.getFessConfig().getSystemProperty("rag.llm.name", "ollama");
    }

    /**
     * Checks if RAG chat feature is enabled.
     *
     * @return true if RAG chat is enabled, false otherwise
     */
    protected boolean isRagChatEnabled() {
        return ComponentUtil.getFessConfig().isRagChatEnabled();
    }

## Conclusión { #conclusion }

Si leíste y comprendiste todo esto, ahora **sabes mucho más** sobre entornos virtuales que muchos desarrolladores por ahí. 🤓

Je vais vous en dire un peu plus ici sur ces **concepts**, ce qui devrait vous donner l'**intuition** nécessaire pour décider comment déployer votre API dans des environnements très différents, voire même dans des environnements **futurs** qui n'existent pas encore.

En tenant compte de ces concepts, vous serez en mesure **d'évaluer et de concevoir** la meilleure façon de déployer **vos propres API**.

## Conclusão { #conclusion }

Se você leu e entendeu tudo isso, agora **você sabe muito mais** sobre ambientes virtuais do que muitos desenvolvedores por aí. 🤓