Research
I put together a mega write-up on GPT-6 Astra & looped transformers. How looped transformers / recurrent depth works, cost-tradeoffs, whethe…
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
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.
Related
- Here's a link to the article: https://magazine.sebastianraschka.com/p/gpt-6-astra-looped-transformers-and
- GPT-6 Astra, Looped Transformers, and Hidden Reasoning
- Loop, Think, & Generalize: Implicit Reasoning in Recurrent-Depth Transformers
- Stabilizing Recurrent Dynamics for Test-Time Scalable Latent Reasoning in Looped Language Models
- Thinking Deeper, Not Longer: Depth-Recurrent Transformers for Compositional Generalization [R]
Source: Sebastian Raschka (X) | 2026-09-09