Our Research Vision, Part 1

Mixedbread describes its ambition to operate as a research-driven company whose work on information retrieval and search directly informs practical products, arguing that retrieval is fundamental to intelligent systems because models cannot efficiently memorize constantly changing external knowledge. Its research priorities emphasize tangible outcomes and real-world usability, including open-source tools, models, insights, performance improvements, and efficient methods that can be deployed with acceptable cost and latency rather than only achieving benchmark results. The company plans a hybrid openness strategy in which some product-integrated technology remains private while research findings, specialized tooling, and lightweight retrieval and reranking models are shared publicly to support the broader ecosystem. Mixedbread also notes that this approach will require iteration and tradeoffs, and announces hiring for research, internship, software engineering, and DevOps roles focused on multimodal retrieval and scalable search.

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