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GPT-6 Astra, Looped Transformers, and Hidden Reasoning

BACKGROUND
2 SIGNALSFIRST DETECTED 9 September 2026
Narrative synthesis pending — 2 signals collected.
How the story developed
9 Sept
Other feeds and industry voices
16 Sept
Recurrent Looped Transformer

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1whxb4j/recurrent_looped_transformer/"> <img alt="Recurrent Looped Transformer"

OPINION · WHAT · LocalLLaMAOPEN STORY
6 Oct
GPT-6.1 Astra Delay

<table> <tr><td> <a href="https://www.reddit.com/r/OpenAI/comments/1wyrvoc/gpt61_astra_delay/"> <img alt="GPT-6.1 Astra Delay"

OPINION · WHAT · OpenAIOPEN STORY
14 Jul
Looped State-Space Language Models with Adaptive Exit-State Selection

arXiv:2607.10110v1 Announce Type: new Abstract: Recent work on looped language models suggests that many reasoning problems benefit from greater computational depth rather than

REPORT · WHAT · ArXiv CS.AIOPEN STORY
3 Oct
GPT-6 Astra Dots used Blender on its own computer to build an entire 3D palace, 0 hours of human modeling

<table> <tr><td> <a href="https://www.reddit.com/r/singularity/comments/1wwcne4/gpt6_astra_dots_used_blender_on_its_own_computer/"> <img alt="GPT-6 Astra Dots used Blender on its

OPINION · WHAT · singularityOPEN STORY
2 Oct
Built this game with Astra 6

<table> <tr><td> <a href="https://www.reddit.com/r/OpenAI/comments/1ww0lpo/built_this_game_with_astra_6/"> <img alt="Built this game with Astra 6"

OPINION · HOW · OpenAIOPEN STORY
9 Sept
Astra can do 34 consecutive simple math operations in latent space, 4x more than Sol

<!-- SC_OFF --><div class="md"><p>After hearing rumors that GPT-6 Astra uses some form of recurrent depth, I decided to make a benchmark that specifically forces LLMs to do long

OPINION · HOW · OpenAIOPEN STORY
2 Sept
OpenAI’s Astra uses "recurrent depth" to think silently

<table> <tr><td> <a href="https://www.reddit.com/r/singularity/comments/1w4wc0p/openais_astra_uses_recurrent_depth_to_think/"> <img alt="OpenAI’s Astra uses &quot;recurrent

OPINION · WHAT · singularityOPEN STORY
3 Oct
OpenAI publishes a model guide for the GPT-6 family covering model choice, reasoning effort, and tool use

<table> <tr><td> <a href="https://www.reddit.com/r/OpenAI/comments/1wwq6yn/openai_publishes_a_model_guide_for_the_gpt6/"> <img alt="OpenAI publishes a model guide for the GPT-6

OPINION · WHAT · OpenAIOPEN STORY
Sources
OpenAISebastian Raschka

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