Raschka debunks OpenAI Astra "looped transformer" hype
Sebastian Raschka argues Astra's rumored recurrent-depth design is just layer reuse, as in Nanbeige4.2-3B, which pretrains on 28T tokens with a 22-layer stack run twice. Two passes retained ~75% of standard token efficiency; more passes gave little gain.
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