AI Research
Dots3-Note Preview Opens a 280B Multimodal Agent Model
Dots Studio has released dots3-note preview, its first open-weight dots3 model. The multimodal MoE has 280 billion total parameters, 16 billion active parameters, a 512K context window, and an Apache 2.0 release.
AI-narrated summary, not a word-for-word reading.

Key takeaways
- check_circleDots Studio announced dots3-note preview at 04:00:31 SAST on 14 August 2026 and released model weights under Apache 2.0.
- check_circleThe model has 280 billion total parameters, activates 16 billion per token, accepts text, images, video and audio, and supports up to 512K tokens of context.
- check_circleOpenRouter created its free route 1 hour, 4 minutes and 1 second after the announcement. AIMI first observed it 52 minutes and 44 seconds later.
The first open-weight model in the dots3 family
Dots Studio announced dots3-note preview at 02:00:31 UTC on 14 August 2026, or 04:00:31 SAST. The official model card describes it as the first open-weight model in the dots3 family. The checkpoint and modelling code are available through Hugging Face and GitHub under Apache 2.0.
The preview label matters. Dots Studio has released usable weights and deployment instructions, but it has not described this build as generally available or announced a maker-hosted production API. The release is aimed at people who want to inspect or serve the model themselves.
A large model with a smaller active footprint
Dots3-note preview is a mixture-of-experts model with 280 billion total parameters and 16 billion active parameters. It supports a context length of up to 512K tokens. Inputs can include text, images, video and audio, while output is text.
The model card lists reasoning, tool use, code generation, long-context work and multimodal understanding among its target tasks. Those are maker claims. Dots Studio has published benchmark charts, but independent testing will be needed before treating the reported scores as a production guarantee.
Serving it is still an infrastructure job
The recommended FP8 setup uses one eight-GPU node. The documented vLLM path is available on main. Dots Studio's SGLang recipe uses a dedicated release image, while the listed Transformers and SGLang source integrations are still tied to open pull requests.
This is not a lightweight local download for an ordinary laptop. The 16-billion active-parameter figure reduces inference work compared with a dense 280-billion-parameter model, but the full checkpoint and multimodal encoders still demand serious hardware.
The OpenRouter route followed within two hours
OpenRouter created dots-studio/dots-3-note-preview:free at 03:04:32 UTC, exactly 1 hour, 4 minutes and 1 second after the maker announcement. AIMI first observed the route in OpenRouter's models endpoint at 03:57:16 UTC, 52 minutes and 44 seconds after the provider timestamp and 1 hour, 56 minutes and 45 seconds after the announcement.
OpenRouter listed the route at zero input and output cost when AIMI captured it. That proves a free provider route at the observation time, not a permanent price promise. AIMI has not run a route handshake yet, so availability is listed without a successful generation test.
AIMI then recorded the route as removed at 06:21:40 UTC on 14 August and added again at 05:52:23 UTC on 15 August, an absence of exactly 23 hours, 30 minutes and 43 seconds. The reappearance confirms provider-route availability at that later observation. It is not a second Dots Studio release.
How it fits into the 14 August release sequence
Dots Studio announced dots3-note preview at 04:00:31 SAST on 14 August. Qwen recorded its final official Qwen3.8-27B model-card update at 17:00:01 SAST that day, exactly 12 hours, 59 minutes and 30 seconds later.
OpenRouter's Dots3 route reappeared at 07:52:23 SAST on 15 August. That was 14 hours, 52 minutes and 22 seconds after the Qwen model-card update and 27 hours, 51 minutes and 52 seconds after the Dots Studio announcement. These timestamps describe separate maker and provider events. They do not establish that either company responded to the other.
Frequently asked questions
Is dots3-note preview open source?
Dots Studio calls it open-weight. The model weights and modelling code are released under Apache 2.0, but the preview still depends on a sizeable serving stack and hardware.
What inputs does the model accept?
The official model card lists text, images, video and audio as inputs. The model returns text.
Can I run it on a laptop?
Not realistically with the documented setup. Dots Studio recommends an FP8 deployment on one eight-GPU node.
Is the OpenRouter route permanently free?
No permanent promise was found. OpenRouter listed zero input and output pricing when AIMI observed the route on 14 August 2026, and provider pricing can change.
Sources
Copyright & image credits
The article image is credited to © AZ Labs. Source: AZ Labs original editorial artwork based on the Dots Studio model card.