Yes, any change in embedding models will make the embeddings incompatible (they may still work somewhat if the model architecture is similar), but unless you ha

Yes, any change in embedding models will make the embeddings incompatible (they may still work somewhat if the model architecture is similar), but unless you have massive amounts of data the embedding itself generally doesn’t take too long. 10k documents/minute running sentence transformers locally on my m1