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Four Qwen 3.5 models from @Alibaba_Qwen are now live on Tinker. Qwen 3.5 introduces hybrid linear attention that enables long context windows, as well as native vision input.
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Tinker
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Tinker
@tinkerapi
I tink, therefore I am. Post-training API by @thinkymachines
San Francisco 参加日 Ocak 2026
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They explain how, today on the blog! thinkingmachines.ai/news/training-…
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Mantic used Tinker to RL gpt-oss-120b on judgmental forecasting; the result outperformed frontier models on event predictions. Combined with @_Mantic_AI's forecasting architecture, task-specific training takes us to the cusp of automated superforecasting.
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tasty AND trained on Tinker >>>
Leonard Tang@leonardtang_
Hello MJ1: The World's TASTIEST Judge Model Agent verification is the bottleneck to AI's progress. The field's ability to verify visual output lags far behind that of text, especially in matters of ~taste~. So we built the world's tastiest multimodal judge model, MJ1.
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Tinker がリツイート
Reasoning models waste tokens on easy questions. Instead of external scaffolding, @pranavxviswa trained token budgeting into the model itself and found that it got more accurate and while learning to think efficiently on its own.
x.com/pranavxviswa/s…
Pranav Viswanath@pranavxviswa
@aviral_kumar2 Great work Aviral! I also investigated this space using RLVR for reasoning models to adaptively budget their compute by problem difficulty using Thinking Machines’ Tinker (pranavviswanath.github.io/rlvr-reasoning/), found similar results!
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New in the cookbook: Harbor RL trains models on real software engineering tasks inside sandboxed containers. The agent gets a bash shell, an instruction, and a test suite. If the tests pass, it gets the reward.
github.com/thinking-machi…
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Tinker がリツイート
I joined @thinkymachines to work with @johnschulman2, @miramurati, @soumithchintala, @dchaplot, @alexgartrell, and others on the future of collaborative AI!
And I can confirm that we do have 45 lb weights.
If you're interested in training weights and/or Tinkering with us, join us! #join-us" target="_blank" rel="nofollow noopener">thinkingmachines.ai/#join-us
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Tinker がリツイート
🚨 New: Integrating Harbor (@harborframework) for end-to-end Computer-Use evaluation(for Windows and Linux) at scale with @thinkymachines' Tinker, OSWorld, @daytonaio, and bare-metal servers.
We just added support for Computer Use, @tinkerapi, and OSWorld to Harbor - a framework for evaluating agents and generating RL training data by running large-scale rollouts across parallel sandboxed environments and collecting trajectories for SFT and RL.
Repo and blogpost below 👇
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Tinker がリツイート
@rudzinskimaciej @Alibaba_Qwen pricing is live on the console and the homepage! thank you for flagging 🙇
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@tinkerapi @Alibaba_Qwen Can you update the price to include thes models?
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Four Qwen 3.5 models from @Alibaba_Qwen are now live on Tinker. Qwen 3.5 introduces hybrid linear attention that enables long context windows, as well as native vision input.
English
検索エージェントの質は推論より計画で決まる、という示唆が実装者には大きい。蒸留→GRPOの二段学習は、実務の改善ループを短くできる。
Tinker@tinkerapi
Contextual AI used Tinker to post-train the planning behavior for a search agent. They land on a two-stage training recipe: On-Policy Distillation and GRPO with a CLP reward. Read more 👇
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@ethanelasky @thinkymachines pricing is updated in the console! for prefill / sample / train:
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@thinkymachines any update on pricing for qwen3.5? the billing page hasnt been updated yet
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