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OpenAI’s new reasoning technique alarms AI safety experts

OpenAI’s new Astra model will use “recurrent depth,” a technique that allows the model to operate outside of the sequential thinking that characterizes most.

By Dillip Chowdary • Sep 03, 2026 • Source: TechCrunch

OpenAI’s new reasoning technique alarms AI safety experts

What happened

OpenAI has introduced a new artificial intelligence model named Astra that utilizes a novel reasoning technique known as recurrent depth. This architectural shift departs from the sequential thinking patterns that define traditional reasoning models in the industry today. By allowing the system to process information outside of a rigid linear sequence, the technique represents a fundamental change in how neural networks compute responses. However, this departure from established sequential processing mechanisms has raised significant concerns among artificial intelligence safety experts who

OpenAI’s new Astra model will use a reasoning technique called “recurrent depth” that allows it to operate outside of the sequential thinking that characterizes most reasoning models, The Information reported on Tuesday. This technique, also called “opaque recurrence,” will likely make the model’s chain of thought more difficult to monitor — and that has AI safety experts rattled.

How it works

OpenAI’s new reasoning technique alarms AI safety experts
Illustration · Pexels

While Astra’s use of the technique is reportedly limited, its emergence has still raised significant concerns among AI safety experts. “I am extremely concerned by the reporting that Astra uses opaque recurrence,” wrote Redwood CEO Buck Shlegeris in a post after the news broke.

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Why it matters

“I don’t know whether Astra is much less CoT monitorable than previous models. See the full write-up from TechCrunch via the source link for quotes and complete context.

Who is affected

Read the original coverage at TechCrunch via the source link above for the complete details and primary quotes.

What to watch next

Cross-check release notes and official docs before changing production systems based on early reporting.

Developer Action Items

  • ☐ Map where OpenAI sits in your stack (SDK, API key, billing, data-processing addendum).
  • ☐ Hold non-urgent migrations until the integration or use-of-proceeds roadmap is public — day-one coverage is not a ship signal.
  • ☐ If you are mid-contract or mid-POC, ask the vendor what changes for existing customers this quarter.
  • ☐ Write the single decision this forces: stay, dual-source, or exit.
Dillip Chowdary

Author

Dillip Chowdary

Writes Tech Bytes coverage of AI, engineering, and the tools that actually ship. Editor of Tech Pulse Daily.

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