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rUv 01487a6f0d feat(embeddings): Add pluggable embedding provider system for AgenticDB 
Implements a proper embedding abstraction layer to replace the hash-based placeholder:

## New Features

### EmbeddingProvider Trait
- Pluggable interface for any embedding system
- Methods: embed(), dimensions(), name()
- Thread-safe (Send + Sync)

### Built-in Providers
- **HashEmbedding**: Original placeholder (default, backward compatible)
- **ApiEmbedding**: Production-ready API providers (OpenAI, Cohere, Voyage AI)
- **CandleEmbedding**: Stub for candle-transformers (feature: real-embeddings)

### AgenticDB Updates
- New constructor: `AgenticDB::with_embedding_provider(options, provider)`
- Backward compatible: `AgenticDB::new(options)` still works with HashEmbedding
- Dimension validation ensures provider matches database configuration

### Files Added
- src/embeddings.rs: Core embedding provider system
- tests/embeddings_test.rs: Comprehensive test suite
- docs/EMBEDDINGS.md: Complete usage documentation
- examples/embeddings_example.rs: Working example

### Usage
```rust
// Production (OpenAI)
let provider = Arc::new(ApiEmbedding::openai(&key, "text-embedding-3-small"));
let db = AgenticDB::with_embedding_provider(options, provider)?;
```

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2025-12-09 01:07:24 +00:00
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EMBEDDINGS.md feat(embeddings): Add pluggable embedding provider system for AgenticDB 2025-12-09 01:07:24 +00:00