Model Detail
JoyAI-VL-Interaction-Preview
—JoyAI-VL-Interaction-Preview is a multimodal model with 4.4B parameters released by jdopensource. The model is registered under the video-text-to-text pipeline tag on Hugging Face, distributed under the permissive apache-2.0 license.
JoyAI-VL-Interaction-Preview ships with 4.4B parameters. Total weight footprint is approximately 8.8 GB, which is the relevant figure when planning local-inference VRAM. The apache-2.0 license is permissive, allowing commercial deployment and derivative work without per-seat fees, though attribution requirements still apply.
JoyAI-VL-Interaction-Preview is best fit for mixed text-and-image reasoning tasks such as document understanding. Treat this as a starting matrix rather than a benchmark verdict — the right deployment usually depends on the specific evaluation suite that mirrors your workload.
JoyAI-VL-Interaction: Real-Time Vision-Language Interaction Intelligence
arXiv:2606.14777v2 Announce Type: replace-cross Abstract: Many moments in the real world do not wait for a user to ask. A fire starts on a security monitor, an expression flickers across a video call, or a product a viewer wants flashes by in a livestream. Yet today's large models remain mostly turn
JoyAI-Image: Awaking Spatial Intelligence in Unified Multimodal Understanding and Generation
arXiv:2605.04128v2 Announce Type: replace-cross Abstract: We present JoyAI-Image, a unified multimodal foundation model for visual understanding, text-to-image generation, and instruction-guided image editing. JoyAI-Image couples a spatially enhanced Multimodal Large Language Model (MLLM) with a Mul
JoyAI-LLM Flash: Advancing Mid-Scale LLMs with Token Efficiency
arXiv:2604.03044v2 Announce Type: replace-cross Abstract: We introduce JoyAI-LLM Flash, an efficient Mixture-of-Experts (MoE) language model designed to redefine the trade-off between strong performance and token efficiency in the sub-50B parameter regime. JoyAI-LLM Flash is pretrained on a massive
