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MODELS · 19 August 2026

dots3-note Preview — Xiaohongshu open weights, 280B/16B. IMO 42/42 is a harnessed branch.

First public dots3 checkpoint from dots studio (Xiaohongshu). Apache 2.0 weights on Hugging Face. The olympiad headline is a vendor claim about an internal proof harness — not a score of this file.

Published 2026-08-19AGICY Research~8 min read
Editorial cover for AGICY dots3-note Preview note — not a live campus photo

Category art. Not a photo of weights, IMO medals, or Vasilikos.

Honesty box

IMO 42/42 is a vendor claim about an internal branch plus a custom proof harness, not the published Hugging Face checkpoint. Licence on the preview weights is Apache 2.0. This is not a Cyprus live SKU. The Vasilikos campus is pre-construction. This page is not a securities offer. Executed offtake = 0.

What shipped

dots studio, the model lab inside Xiaohongshu, published dots3-note Preview as the first open-weight model in the dots3 family (note / jazz / aria). Vendor specs, matching the Hugging Face card:

  • 280B total / 16B active multimodal mixture-of-experts
  • 512K context
  • Input: text, image, video, audio. Output: text only
  • 256 routed experts + 1 shared, top-8; 1 dense + 45 MoE layers
  • BF16 and native FP8 checkpoints

The vendor calls it a preview. Reinforcement learning is not finished. They flag hallucination, text/multimodal balance, and stability. Do not treat this as a production-complete frontier drop.

What IMO 42/42 actually is

On the English product page, dots studio writes that at IMO 2026 they built an internal harness around a branch of dots3-note Preview. The harness generated proofs recursively and used tools to evaluate them. They say that system earned a certified 42/42 and a gold medal.

That is a claim about a tool-using inference loop on an unpublished branch. It is not a leaderboard score of dots-studio/dots3-note-prev. Headlines that say “open-source model scored 42/42 at IMO” overstate the public file. AGICY has not independently verified the olympiad result.

Who had it first

Western RSS we already watch (WIRED, The Register, TechCrunch, Ars, The Verge) did not surface this in time. Primary signal was Hugging Face, GitHub, the vendor site, then Chinese press.

When (UTC)WhoWhat it is
9 Aug 2026, 07:33Hugging Face dots-studio/dots3-note-prevWeights createdAt
12 Aug 2026, 07:55GitHub studio-dots-ai/dots3-note-prevCode repo created
14 Aug 2026studio.dots.ai + 36KrVendor post and first press we found
19 Aug 2026This AGICY noteLive Feed cron missed it. Hand-authored document, not an auto-digest.

Where to get the weights

  • Hugging Face: dots-studio/dots3-note-prev and the FP8 sibling
  • ModelScope under the same names (vendor table)
  • GitHub: studio-dots-ai/dots3-note-prev

Apache License 2.0 is on the weight repo. That permits commercial use of those files under the licence terms. It does not make AGICY a reseller, host, or offtake counterparty.

What this means for EU inference

Serving the public checkpoint is a self-host or third-party-API problem today. vLLM merged native Dots3 NOTE multimodal support (PR 51255) and publishes a recipe for the FP8 and BF16 IDs. OpenRouter lists a free third-party route. None of that is Copperway, and none of it is a Vasilikos hall.

As of 19 August 2026 the model is not on /leaderboard and not on Copperway. Successor-name watches stay on frontier model watch. If you need an EU-jurisdiction design for this class of MoE, contact us — that is a conversation, not a catalog SKU.

FAQ

Did an open-source model win IMO 2026 with 42/42?

No. dots studio says an internal harness around a branch of dots3-note Preview earned a certified 42/42 at IMO 2026. That result is a vendor claim about a tool-using proof loop, not a score of the Apache 2.0 Hugging Face checkpoint.

What actually shipped on Hugging Face?

dots3-note Preview (dots-studio/dots3-note-prev): a 280B total / 16B active multimodal MoE, 512K context, text-out, Apache 2.0. Inputs are text, image, video, and audio. The repo createdAt is 9 August 2026 UTC. An FP8 sibling exists. The vendor calls it a preview: RL is unfinished.

Does AGICY run dots3-note on Copperway or at Vasilikos?

No. It is not on the Copperway catalog as of 19 August 2026. The Vasilikos campus is pre-construction. This page is a research note, not a live SKU, offtake, or securities offer.

How can an EU team serve it?

Self-host the Hugging Face / ModelScope weights. vLLM merged native Dots3 NOTE support (PR 51255) and publishes a recipe. OpenRouter lists a third-party free route. None of those paths is AGICY inference.

Need EU inference design for open-weight MoE?

AGICY does not host dots3-note today. Contact is the right door for a planned sovereign path — campus pre-construction, not a live hall.

Contact us

GPU leasing, rent, buy, or colocation

Search intent we actually fulfil on /leasing: GPU leasing, rent GPU server, buy AI accelerator (client-site finance under T&Cs), or AI colocation / GPU colo — also typed as collocation. Planned Cyprus campus; not a live hall.

dots3-note Preview is not an AGICY catalog SKU and is not served on Copperway. GPU leasing / colo language below is the planned campus product, pre-construction — not a claim that we run this model.

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GPU leasing estimate · Hardware roadmap · Reserve SRA

Model catalog ranks

Are Qwen 3.9, Kimi K4, GLM-6, MiniMax M4, or Grok 4.7 ranked on AGICY?

As of 15 August 2026 those successor names are not on AGICY Arena or Artificial Analysis boards. The latest ranked family members we list are Qwen3.8 Max, Kimi K3, GLM-5.2, MiniMax-M3, and Grok 4.6. /leaderboard is the canonical catalog. The research watch page explains the aliases. We ingest twice daily and will surface a successor when Arena or AA list it. No invented ELO or release dates. The Vasilikos campus is pre-construction.

  • Watch brief — Qwen 3.9, Kimi K4, GLM-6, MiniMax M4, Grok 4.7
  • dots3-note Preview — IMO 42/42 is a harnessed branch, not HF
  • Canonical rankings — current models only
  • Try Copperway Playground — live EU inference
  • How AGICY labels ranks versus modeled claims

Working product scope, supported models, data path, pricing and limits

Related in Gateway & inference service

  • Copperway — public EU inference gateway overview
  • Gateway playground (public product surface)
  • LLM API comparison criteria
  • Model marketplace
  • European alternative to OpenRouter — developer and buyer guide

Sources

  • dots studio — dots3-note Preview (EN) — Vendor post. IMO 42/42 is described as an internal harness on a branch.
  • Hugging Face — dots-studio/dots3-note-prev — Weights createdAt 2026-08-09T07:33:17Z. Apache 2.0.
  • GitHub — studio-dots-ai/dots3-note-prev — Code repo created 2026-08-12T07:55:11Z.
  • 36Kr — first English press we found — 14 August 2026 aggregator. Headline overstates IMO vs the public checkpoint.
  • vLLM PR 51255 — native Dots3 NOTE — Merged. Community serving, not AGICY.
  • vLLM recipe — dots-studio/dots3-note-prev
  • OpenRouter — dots-studio/dots-3-note-preview:free — Third-party hosted route (AtlasCloud). Not Copperway.

External research and vendor claims. Not AGICY offtake, CapEx, or a live campus claim. The invest page is not a securities offer.

§ FIN — Close of Document

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