Leading general-purpose foundation models & professional AI agents. The proprietary Spark model family, with AStudio & Loomy harnesses. Open source.
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Spark-X2.6-4B is here! Stronger coding, agents & long-context skills through improved post-training. Thinking: none / low / high.
@huggingface @ModelScope2022 @ollama @vllm_project @sgl_project
huggingface.co/XHToken/Spark…
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Get Spark-X2.6:
Hugging Face: huggingface.co/collections/X…
ModelScope: modelscope.cn/collections/XH…
Ollama: ollama.com/SparkLLM/Spark-X2…
Run locally:
ollama run SparkLLM/Spark-X2.6-4B
Deployment guides include vLLM and SGLang.
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To repeat: deploy from the project docs, open My Skills, then check the saved avatar, coordinate and version. Invitation history is in team member management. Release: github.com/iflytek/skillhub/…
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A synthetic insert needs area 40 cm² and a length 3 cm greater than its width. Local Spark-X2.5-1.7B extracts the integers; SymPy solves. Demo: piped.video/shorts/QYTkE-Np6…
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Follow the public SymPy skill, solve over the reals, substitute each root, then check the original physical conditions. Local demonstration adapter. github.com/K-Dense-AI/scient… #SparkX25 #SymPy
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A negative root can satisfy an equation and still be an invalid size. In our local synthetic packaging demo, Spark-X2.5-1.7B extracted area 40 and gap 3; SymPy returned −8 and 5. Public skill: github.com/K-Dense-AI/scient…
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One actual model request: Windows, llama.cpp b10833, community Q4_K_M weights, SymPy 1.14.0. Reuse the skill, solve, substitute, and check physical constraints. huggingface.co/XHToken/Spark… #SparkX25 #SymPy
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Correct intermediate arithmetic, corrupted final number: 0.538461538 becomes 538,461,538 after a decimal disappears. Watch dearankh’s Spark-X2.5-1.7B Q4_K_M case: piped.video/shorts/c9NIbxcVF… #SparkX25 #LLM
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A small diagnostic of one configuration: final numbers and units need checking even when intermediate arithmetic is right. Original submission: huggingface.co/XHToken/Spark… #ModelEvaluation
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An empty list crashed our scoring test. A local OpenCodeReview + Spark-X2.5-1.7B scan mentioned the missing guard. Watch the demo: piped.video/watch?v=u2yBKugF…
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To try the same checks, use ocr scan --preview to verify the files, then test the review comments against boundary inputs. Source: github.com/alibaba/open-code… #SparkX25 #CodeReview
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First preview the target with ocr scan --repo <test-repo> --path score.py --preview, then check comments with boundary inputs. github.com/alibaba/open-code… #SparkX25 #CodeReview
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Spark X2.5 just crossed 2M+ downloads 💜
1M → 2M in only 15 days. Thank you to every developer who downloaded, quantized and built with it 🙏
And the next drop is almost here 🎁 Spark-X2.6-4B / 1.7B goes open source soon.
What should we upgrade? Tell us 👇
Spark-X2.6-4B / 1.7B will soon be open source. We’re excited to explore what’s possible with local AI, together with you. @SparkLLM
See you next week!
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2,029,840 downloads, by the numbers:
📦 1,019,681 across 6 official channels: Hugging Face, Ollama, ModelScope, Modelers, AtomGit, SCNet
🛠️ 1,010,159 from 109 community builds: GGUF, MLX, ONNX and more
Try the 1.7B & 4B models 👇
huggingface.co/collections/X…
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