Toast 1 Search Agent Released: Frontier Quality, 12x Faster at 1/10th Cost
austinvhuang · x · 2026-08-14
Toast 1 is the first specialized search agent model introduced by mixedbread.ai.
- Performance & Cost: The model claims to achieve frontier-level search quality across all domains while delivering 12x faster inference speeds at just 1/10th of the cost, establishing a new Pareto frontier.
- Technical Background: According to developers, it is trained with ColBERT retrieval technology. In practical testing, it can perform wide and deep searches across various inputs within seconds.
Related event: Mixedbread Launches Toast 1 Search Agent(5 posts)→
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