Day 4 Vector Quantization Methods Production vector search engines face an inevitable scaling challenge: memory requirements grow with dataset size, while search latency demands vectors remain in fast storage. Quantization provides the solution by compressing vector representations while maintaining retrieval quality - but the method you choose fundamentally determines your system’s performance characteristics. The Memory Economics Consider the mathematics of scale. OpenAI’s text-embeddin...
