DeepSeek Flash 1017: scores and source files - a alphabell Collection

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MOSS Image layout: models, editor and blind check

DeepSeek Flash 1017: scores and source files

Nanbeige and Qwen: two attention paths

Five ways to inspect a model

Flint Arcade: games and repair traces

Flint builders: runtimes, quants and debugging

Qwen Open 27B: model and evaluations

DeepSeek Flash 1017: scores and source files

updated about 9 hours ago

Eleven publisher-reported benchmark pairs, two pinned DeepSeek releases, and alphaBell’s source-checked interactive comparison.

Running

Model Observatory

🔬

Flint/Qwen traces and Nanbeige/Qwen architecture

Note Interactive 11-benchmark comparison: https://alphabell-model-observatory.static.hf.space/deepseek/index.html. The Space also explores Flint and Qwen captures.
deepseek-ai/DeepSeek-V4.1-Flash-1017

Image-Text-to-Text • 763B • Updated 10 days ago • 106k • • 3.28k

Note Publisher model card with the reported paired scores and harness notes, pinned at revision 1bae0e1088993b9b82de08f59de5be5a34e42170.
deepseek-ai/DeepSeek-V4.1-Flash

Image-Text-to-Text • 763B • Updated 11 days ago • 1.78M • • 4.76k

Note Original release for the paired comparison, pinned at revision 314113f8a7dadb388215396ba5fbee2c610a04d6.