… This makes the AlpaGym post-trained policy runnable inside AlpaSim for closed-loop rollouts. ... model: model type: alpamayo1 checkpoint path: "/root/.cache/huggingface/alpasim models/alpamayo1 CLRL/step NNNNNN" device: "cuda" ... …
… Summary of results for FP8 on KV cache and attention We ran results on the Qwen3-8B-Base model using the GRPO algorithm, with FP8 applied in rollout and BF16 for training. …
… Create a new configuration file for your model some examples can be found below driver configs/my model.yaml @package global services: driver: image: command: - " " And run: uv run alpasim wizard deploy=local topology=1gpu driver= wizard.log dir=$PWD/tutorial Examples of customization using the CLI… …
… The new Super model is a 120B total, 12B active-parameter model that delivers maximum compute efficiency and accuracy for complex multi-agent applications such as software development and cybersecurity triaging. This model follows the introduction of Nemotron 3 Nano in December. …
… Rolling out a new model version means coordinating updates across three independent resources—LWS’s partition update mechanism supports staged rollouts per-resource, but synchronizing across resources is managed externally. …
… Best practice 18: Implement model versioning through the Dynamo-Triton model repository. Dynamo-Triton serves multiple versions simultaneously, enabling canary deployments and gradual rollouts. …
… Credential management: Override default Grafana credentials before any broader rollout. …
… Jetson AI Lab provides tutorials and model benchmarks for developers to run optimized Nemotron models that build robotics and edge AI applications. For a deeper dive into the model architecture and design, read the Nemotron 3 Nano Omni technical report . …
… Beyond incident summary metrics, additional evaluation methods can be introduced over time to further harden the system, including: LLM‑as‑a‑judge setups to evaluate reasoning traces for correctness, completeness, and safety LLM‑as‑a‑judge to assess final conclusions and remediation plans Tool‑call… …
… LSTM A and p99 latency: 4.70 microseconds with one model instance 4.67 microseconds with two model instances 4.61 microseconds with four model instances 4.67 microseconds with eight model instances LSTM B and p99 latency: 7.10 microseconds with one model instance 6.88 microseconds with two model in… …