I put together a mega write-up on GPT-6 Astra & looped transformers. How looped transformers / recurrent depth works, cost-tradeoffs, whether it hides reasoning traces, with lots of figures and a tour of recent looped transformer research.

Sebastian Raschka @rasbt ·
I put together a mega write-up on GPT-6 Astra & looped transformers. How looped transformers /…

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  1. #1

    Took a while, but here it is, a mega write-up on language models for text classification and, of course, Jev. It's basically a visual guide to RNNs, CNNs, transformers, and calibr…

    Sebastian Raschka @rasbt ·
    Took a while, but here it is, a mega write-up on language models for text class…
  2. #2

    Some food for thought when designing benchmarks... So, here's a little computer-use (visual) comparison between GPT-5.6 Astra and Qwen3.8 Max. The task here was to recreate the im…

    Sebastian Raschka @rasbt ·
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