The sad thing for Jimmy Floyd Hasselbaink is that the cycle of racism feels endless. It was prevalent in football before his playing days and throughout his career as a prolific striker, and it has persisted since he retired in 2008.
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Conference on Software Engineering; 2015.
Smaller vision–language models with selective, task‑aware reasoning offer one promising direction for making multimodal systems more practical and accessible. We present our model and its learnings to inform ongoing research in multimodal modeling, computer‑using agents, and mathematical scientific reasoning. We hope these details are useful to researchers exploring similar tradeoffs and invite critical evaluation, replication, and extension by the community. If you’d like to join us and help shape the future of multimodal models, please apply for one of our open roles.