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OpenAI releases GPT-6 Astra, which allegedly hides its reasoning trace using looped transformers

OpenAI released GPT-6 Astra, a model that leapfrogs GPT-5.6 in benchmarks and reportedly obscures its chain of thought through a looped transformer architecture.

WHY IT MATTERS

Astra's performance leap, particularly in graphical and logic tasks, sets a new frontier for agentic coding and computer use. The rumor of hidden reasoning traces suggests a shift in how models handle chain-of-thought transparency, potentially complicating debugging. Engineers may also need to update or remove older instruction files to avoid constraining the newer model.

Written by elseif from the cluster below · every claim links back to a source

The three things worth knowing

01

OpenAI released GPT-6 Astra, which leapfrogs GPT-5.6 in writing, math, coding, and especially 3D rendering tasks.

02

Astra achieved 99.9% on the ARC-AGI-3 benchmark, compared to 7.8% for GPT-5.6 Sol.

03

Rumors suggest Astra hides its reasoning trace, potentially linked to a looped transformer or recurrent depth architecture.

THE CLUSTER

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sebastianraschka.com via Hacker News GPT-6 Astra, Looped Transformers, and Hidden Reasoning Open ↗