Phylo, an applied research lab building Biomni Lab for biologists, adopted Fireworks to serve open-weight frontier AI models. The shift from proprietary to open models was driven by economics—reducing inference costs to expand access to scientists—and user demand for model choice. Biomni Lab uses long-horizon agentic runs for biology research tasks, achieving up to 40x faster hypothesis-to-analysis cycles.