Tinker

69 posts

Tinker

Tinker

@tinkerapi

I tink, therefore I am. Post-training API by @thinkymachines

San Francisco Tham gia Ocak 2026
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Tinker
Tinker@tinkerapi·
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
Tinker@tinkerapi·
Nemotron 3 Nano and Super from @nvidia are now available on Tinker! We're offering a limited-time GTC 50% discount for both. The Nemotron family features open hybrid MoE models optimized for compute efficiency for agentic applications.
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Tinker
Tinker@tinkerapi·
This week’s projects expand the horizons of training in Tinker, from massive libraries of RL environments to new methods of training agents and models that budget their own thinking.
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Tinker@tinkerapi·
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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Tinker@tinkerapi·
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
Tinker@tinkerapi·
psst, new Tinker community projects spotlight coming tomorrow! Remember to send us anything you've built on or for Tinker so we can show it off 👍
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Marco Mascorro
Marco Mascorro@Mascobot·
🚨 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
Tinker@tinkerapi·
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.
Tinker tweet media
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10
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Ethan Elasky
Ethan Elasky@ethanelasky·
@thinkymachines any update on pricing for qwen3.5? the billing page hasnt been updated yet
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