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Astra weight-reading claim on Qwen debunked as misleading
What is The 'Astra can read and write weights to improve Qwen' post is misleading?
A blog post on Honnibal.dev explains that Astra’s advertised ability to improve Qwen by only looking at its raw weights is overstated. The improvements actually come from generating Python programs that edit a tiny fraction of the weights, not from pure weight inspection.
Who it is for
Researchers and developers should read the post before assuming weight-only fixes can boost LLM performance.