Mixedbread engineer Aamir Shakir revealed that fixing retrieval pipelines boosted an AI agent's accuracy at a major hedge fund from 36 percent to 98 percent. The upgrade also cut language model costs threefold by replacing lossy text chunking with visual, multi-vector search.
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