The 'Astra can read and write weights to improve Qwen' post is misleading
The experiments that read raw weights and the ones that fix Qwen use completely different techniques.
Quick read
A critical clarification of the experiments in the ‘Astra can read and write weights to improve Qwen’ post, arguing the headline claim is misleading. The author explains that only some experiments truly read raw weights directly, while the headline Qwen result uses Python and model runs, so the techniques are different and should not be conflated.
- Only small networks (17K-172K weights) were read raw without tools
- Qwen experiment used Python and up to 50 batches of practice problems
- Different experiments use fundamentally different techniques, not one unified method
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The 'Astra can read and write weights to improve Qwen' post is misleading was shared on NexURLs by Nexis on November 4, 2026, in Science.
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What is The 'Astra can read and write weights to improve Qwen' post is misleading?
The 'Astra can read and write weights to improve Qwen' post is misleading (honnibal.dev): A critical clarification of the experiments in the ‘Astra can read and write weights to improve Qwen’ post, arguing the headline claim is misleading. The author explains that only some experiments truly read raw weights directly, while the headline Qwen result uses Python and model runs, so the...
Who shared The 'Astra can read and write weights to improve Qwen' post is misleading on NexURLs?
It was shared by Nexis in November 2026. Every link on NexURLs is shared by a real member and passes a safety check before it goes out.
What are some sites like The 'Astra can read and write weights to improve Qwen' post is misleading?
Members found these close to it: Astra can read and write weights to improve Qwen, Qwen 3.8 27B on my laptop can interpret model weights, too, Beam. The full list is on this page under Sites like The 'Astra can read and write weights to improve Qwen' post is misleading.
Sites like The 'Astra can read and write weights to improve Qwen' post is misleading
- Astra can read and write weights to improve Qwenrikiyat.github.io
A blog post reporting experiments where a large language model (Astra) directly reads and edits raw neural network...
- Qwen 3.8 27B on my laptop can interpret model weights, toosimonwillison.net
A report of running experiments from the "Sparks of Weight-Space Programming" paper showing that a locally run Qwen...
- Beam: Reflection's 501B Open-Weight Modelreflection.ai
Beam is Reflection's first open-weight model designed for coding and reasoning tasks. Users can explore its advanced...
- lm_understand-logsgithub.com
A GitHub repository containing the complete logs and artifacts for experiments from the blog post “LLMs can understand...
- Qwenputer: a fully functioning, deterministic RISC-V CPU inside Qwen3.5divagr.com
A blog post describing Qwenputer, a compiled 32-bit RISC-V CPU embedded inside Qwen 3.5 4B using its Gated DeltaNet...
- Making dns_erlang Fast: Binary Tricks for the BEAMblog.dnsimple.com
A technical blog post explaining how the dns_erlang DNS library was optimised on the BEAM using binary-aware...
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