Embeddings & Semantic Search

entity Product {
    name: text
    description: text @semantic  // Enables AI search
    price: float
}

// Now search with natural language
results = search "comfortable running shoes" in Product by description

// Basic search
results = search "machine learning tutorials" in Article by content

// With limit
results = search "budget laptops" in Product by description limit 10

// Combined with filters
results = search "vegan recipes" in Recipe by instructions
          .where(category == "dinner")
          .limit(20)

results = search "fast delivery" in Product by description

{for result in results}
    <div>
        <h3>{result.entity.name}</h3>
        <p>{result.entity.description}</p>
        <small>Relevance: {result.score}</small>
    </div>
{/for}

ai {
    // Default: local embeddings (free, offline)
    embeddings: "local"

    // Optional: use larger model for better quality
    model: "multilingual-e5-large"
}

// Or use cloud embeddings
ai {
    embeddings: "openai"  // Requires OPENAI_API_KEY
}

entity Article {
    title: text
    content: text @semantic
}

// Search in any language
results = search "apprentissage automatique" in Article by content  // French
results = search "aprendizaje automático" in Article by content  // Spanish
results = search "machine learning" in Article by content       // English

// All three find the same relevant articles!

entity KBArticle {
    title: text
    content: text @semantic
    category: text
}

query = ""
results = []

<main>
    <input
        placeholder="Search knowledge base..."
        value={query}
        input={
            if query.len > 2 {
                results = search query in KBArticle by content limit 10
            }
        } />

    <div class="results">
        {for result in results}
            <article>
                <h3>{result.entity.title}</h3>
                <span class="category">{result.entity.category}</span>
                <p>{result.entity.content.truncate(200)}</p>
                <small>Score: {(result.score * 100).round()}%</small>
            </article>
        {/for}
    </div>
</main>