Ashwath Aithal

Trillion-parameter agentic RL refits are now 12-40x faster, shrinking an 87.5-minute full checkpoint transfer to 150 seconds by sending only bit-exact weight deltas.

Achieving six times the inference throughput of current LLMs while maintaining accuracy, Nemotron 3 Ultra redefines performance benchmarks for agentic reasoning tasks.

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.