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Models2026-09-10 · source-backed
Maarten Baert built LatentMathBench after hearing rumors GPT-6 Astra uses recurrent depth, specifically to force long reasoning chains in latent space with no CoT allowed. Astra completed 34 consecutive small-number arithmetic operations; Sol managed 8, and across 24 other models the runner-up was Claude Opus 4.6 at 12. The benchmark had been essentially flat until Astra. A commenter correctly notes this doesn't establish recurrence as the mechanism without testing Huginn or Ouro with recurrency forced to one step.
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He argues the gains most likely come from training recipe and data, noting OpenAI's chief scientist saying compute depth stays within a factor of two of GPT-4. He walks through weight-reused looped stacks back to Universal Transformers (2018), with Nanbeige4.2-3B applying 22 b...
The Astra coverage went to price and context window. The number that changes how I'd deploy it went into a system card nobody read. Artificial Analysis measured GPT-6 Astra's hallucination rate on AA-Omniscience at 51% at max effort, against 92% for its predecessor. Accuracy w...
Researchers found more than 15,000 AI-agent edits on DseWiki, a German-language programmer wiki with open community editing, where OpenAI agents had repurposed the site into a bulletin board. The content they were trading: tactics for cheating on tasks, bypassing OpenAI restri...
67 on coding against Fable 5.1's 70 in Claude Code. Astra does post a 2% hallucination rate against 9.4% for GPT-5.6 Sol, and 0% scope violations against 48%. Per-task cost runs the other way, $4.72 for Astra against $9.18 for Fable 5.1 at identical $10/$50 list pricing, and A...
Huang's September 6 post reads "From ChatGPT to o1 to Astra in 4 years. AGI has arrived," noting Astra was trained on more than 100,000 Grace Blackwell NVLink72 systems, and Greg Brockman amplified it saying OpenAI is "now moving into the AGI era" (Business Insider). Marcus re...
Following an Information report, TechCrunch detailed September 2 that Astra uses recurrent depth, also called opaque recurrence, processing queries in loops rather than sequentially and leaving fewer legible traces than chain-of-thought. Redwood's Buck Shlegeris warned that pu...
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