…9 MIN READ Dec 12, 2025 How to Build Privacy-Preserving Evaluation Benchmarks with Synthetic Data Validating AI systems requires benchmarks—datasets and evaluation workflows that mimic real-world conditions—to measure…
…Start with a narrow benchmark. Measure native and constrained outputs on the same prompts before changing the grammar. Validate grammars structurally and behaviorally. A grammar should parse, accept known-good commands, and…
…GPU communication benchmarks (NCCL all-reduce and all-gather ) match the performance of noncontainerized Slurm deployments, with no measurable impact from the Kubernetes layer Slinky runs on. New clusters go from zero…
…Transformation to improve attack resilience and system defenses. AI-generated content may summarize information incompletely. Verify important information. Learn more Advances in AI architectures have unlocked multimodal functionality, enabling transformer models to…
…int) -> None: """ Benchmark matrix multiplication across different sizes. The 'n' parameter comes from the configs list. """ a = torch.randn(n, n, device="cuda") b = torch.randn(n, n, device="cuda") with nsight…
…VC-6 samples Examples for VC-6 encoding and selective decoding Benchmark suite to reproduce our results with Hugging Face datasets VC-6 AI Blueprint Demo showcasing VC-6 selective decoding in…
…enterprise domains and secure integration with existing infrastructure. AI-generated content may summarize information incompletely. Verify important information. Learn more While consumer AI offers powerful capabilities, workplace tools often suffer from disjointed…
…Eventually, labs can seamlessly plug in their own driving, rendering, or traffic models, and compare approaches directly on shared benchmarks. AlpaSim in action AlpaSim is already powering several of our internal research…
…In the included benchmark snapshot for Surgical Tray Pick-and-Place (success rate across four scenes), the Cosmos-augmented model improves robustness in shifted scenes: The practical takeaway: domain shift is the…
…robotic policies using reinforcement and imitation learning algorithms. AI-generated content may summarize information incompletely. Verify important information. Learn more The future of MedTech is robotic—hospitals will be fully automated, with…