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The Hidden Trap of Embedding Model Lock-In
Most teams building RAG pipelines focus on getting retrieval working, not on what happens when their embedding model gets deprecated. But vendor deprecation is not a question of if — it's when. This episode explores why stored vectors are locked to a specific model's geometric space, the real costs of re-embedding at scale, and why most production RAG systems are quietly serving degraded results. We cover blue-green migration patterns, the critical need to store original source text alongside embeddings, and why self-hosting open-source models might be the only way to avoid vendor lifecycle…
The skinny
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