update readme and mlx support
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- **🚀 High-throughput Embedding Pipeline** - Optimized batched processing for maximum efficiency
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- **🎯 Two-level Search** - Novel coarse-to-fine search overlap for accelerated query processing (optional)
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- **💾 Memory-mapped Indices** - Fast startup with raw text mapping to reduce memory overhead
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- **🚀 MLX Support** - Ultra-fast recompute with quantized embedding models, accelerating building and search by 10-100x
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- **🚀 MLX Support** - Ultra-fast recompute with quantized embedding models, accelerating building and search by 10-100x ([minimal example](test/build_mlx_index.py))
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### 🎨 Developer Experience
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