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Artificial Analysis scores Qwen3.8 Flash Next at 40 on its Intelligence Index. The DeepSeek V4 Flash 0731 build I used before scores 34. Every open model that scores higher is 320B+ and needs two or more Sparks at a reasonable quantization.…
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My local DeepSeek V4 Flash run on DeepSWE 1.1 solved 51 of 113 tasks (results). Many of the other 62 missed by a test or two. I wanted to know if a cheap external judge could flag those patches before submission so the agent would keep work…
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A quantized open-weight model (EXL3 3-bpw) on a single 128 GB DGX Spark ran the entire DeepSWE 1.1 suite at max reasoning: 45% solved, with per-task results and failure analysis.
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On a hard DeepSWE task (adding using / await using declarations to the Meriyah JavaScript parser), a local DeepSeek V4 Flash on a single DGX Spark fully solved the task: 49/49 tests, matching frontier GPT-5.6 Terra and ahead of Claude Sonne…
- Initial Commit; May 25, 2020
It has been a while since I wanted to start my own blog. I have some thoughts related to Machine Learning, Energy, Longevity and Internet. I hope some of my posts will spur new thoughts in your head.