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by semi_sentient 225 days ago
Follow-up posts for context (same series):

Part 2 – Data Layer (feature store to prevent online/offline skew; vector DB choices and pre- vs post-filtering): https://www.shaped.ai/blog/the-infrastructure-of-modern-rank...

Part 3 – MLOps Backbone (training pipelines, registry, GitOps deployment, monitoring/drift/A-B): https://www.shaped.ai/blog/the-infrastructure-of-modern-rank...

Happy to share more detail (autoscaling policies, index swaps, point-in-time joins, GPU batching) if helpful.