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Stop forcing your multimodal encoders to inherit suboptimal LLM parallelism strategies: heterogeneous parallelism unlocks up to 49% higher TFLOPS/GPU.
Speculative decoding, typically used post-RL, can be integrated directly into RL training loops to accelerate LLM rollout generation by up to 2.5x.
