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Teaching your AI new tricks.
- Humans count the boxes in this image, hidden ones included, with 82.1% accuracy. The best off-the-shelf multimodal model manages 17.7%. Spatial-IQ is a diagnostic benchmark from NVIDIA Research that breaks 3D object counting into nine perceptual and cognitive sub-tasks, from
- Another open-weight release from @thinkymachines 👀 Inkling-Small is here. With native reasoning over audio and images and variable thinking effort, it's a great choice for fine-tuning, with NVIDIA NeMo on NVIDIA DGX Station. NVFP4 checkpoint here: huggingface.co/thinkingmachin…Today, we are releasing Inkling-Small. Inkling-Small achieves comparable performance to Inkling at a quarter of its size. It features 276B total parameters, 12B active. We are making the full weights available. thinkingmachines.ai/news/inkling-s… Fine-tune it on Tinker today, or chat with
- Today we’re open-sourcing Numbat, an agent-detection and response layer that is designed to work across agent harnesses. Numbat gives security teams visibility into agent activity, with controls to block selected actions before execution. Read more: research.perplexity.ai/articles/secur…





