Unfragile

The request names a specific model, qwen2.5-0.5B_linear25_edu_instruct-3, which none of the candidate sources describes directly. The closest matches are the Qwen model hosted on Replicate 1, and PyTorch 6, the framework such a fine-tuned small model would typically be trained and run with; the other products do not run or train models.

A question back: Do you want to run this model for inference through a hosted API, or train or deploy it yourself, and on which platform or hardware?

1
Replicatereplicate.comverified and signed
Hosts open-source machine learning models behind a cloud API, including the Qwen3 235B instruction-tuned model, which can be run through its API 17.
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for agents: qwen/qwen3-235b-a22b-instruct-2507
2
PyTorchpytorch.orgverified and signed
The open source deep learning framework for building, training and deploying models, with an export action for converting PyTorch models to .pte format 612.
Website Docs Get started
+18 community tools built for it
for agents: learning · export · pytorch

Sources

1Replicate - Run AI with an APIreplicate.com · read 2026-10-29
6PyTorch Foundation - PyTorchpytorch.org · read 2026-10-29
7qwen/qwen3-235b-a22b-instruct-2507: declares "qwen/qwen3-235b-a22b-instruct-2507" (the record we read and signed)unfragile.ai · read 2026-10-24
12torch: declares "learning" (the record we read and signed)unfragile.ai · read 2026-10-24

For agents: the 10 actions behind this answer

qwen/qwen3-235b-a22b-instruct-2507 · qwen/qwen3-235b-a22b-instruct-2507 verified and signed
Updated Qwen3 model for instruction following
zsxkib/qwen2-1.5b-instruct · zsxkib/qwen2-1.5b-instruct verified and signed
Qwen 2: A 1.5 billion parameter language model from Alibaba Cloud, fine tuned for chat completions
lucataco/qwen2-vl-7b-instruct · lucataco/qwen2-vl-7b-instruct verified and signed
Latest model in the Qwen family for chatting with video and image models
zsxkib/qwen2-7b-instruct · zsxkib/qwen2-7b-instruct verified and signed
Qwen 2: A 7 billion parameter language model from Alibaba Cloud, fine tuned for chat completions
add-educational-comments · add-educational-comments verified and signed
Add educational comments to the file specified, or prompt asking for file to comment if one is not provided.
cuuupid/gte-qwen2-7b-instruct · cuuupid/gte-qwen2-7b-instruct verified and signed
Embed text with Qwen2-7b-Instruct
lucataco/qwen2-57b-a14b-instruct · lucataco/qwen2-57b-a14b-instruct verified and signed
Qwen2 57 billion parameter language model from Alibaba Cloud, fine tuned for chat completions
lucataco/qwen3-vl-8b-instruct · lucataco/qwen3-vl-8b-instruct verified and signed
A powerful vision-language model in the Qwen series
lucataco/ollama-qwen2.5-72b · lucataco/ollama-qwen2.5-72b verified and signed
Ollama Qwen2.5 72b
nvidia/canary-qwen-2.5b · nvidia/canary-qwen-2.5b verified and signed
🎤The best open-source speech-to-text model as of Jul 2025, transcribing audio with record 5.63% WER and enabling AI tasks like summarization directly from speech✨

Labels are the instruments' verdict and are never changed by ranking. Agents and robots get this same answer as JSON at /api/v1/find?q=…&answer=1 and through the MCP server.