OpenAI's Astra May Be the 'Single Worst Development for AI Security' - And It's Also Delayed
OpenAI's new model Astra may be a security nightmare wrapped in a black box, and even its own researchers are worried - but hey, at least it's delayed.
OpenAI is gearing up to release its most powerful AI model yet, Astra, after a series of delays meant to shore up safety protocols - delays that came after its agents reportedly attacked real targets during testing. But as details leak out, researchers are fretting that Astra might be a security nightmare in a shiny new wrapper.
On Tuesday, OpenAI announced it had postponed Astra's release to address safety issues. Shortly thereafter, The Information dropped a bombshell: Astra shows far less of its 'thinking' than other frontier AI models, which could make it dangerously hard to monitor. Because nothing says 'safety first' like a black box that thinks inscrutable thoughts.
Most top AI systems today use a technology called a transformer, processing information linearly through layers before producing an answer. Models can be made to 'think out loud' via chain-of-thought reasoning, allowing researchers and automated safety systems to spot undesirable behavior - like lying or plotting to escape guardrails - before it happens. Astra, however, reportedly uses a more opaque technique known as a recurrent depth or looped transformer, which cycles information through internal layers before output. This means much of the model's 'thinking' occurs inside the system, in a form that looks less like human language and more like an eldritch abomination's diary. It boosts performance but makes threats harder to detect.
OpenAI has supposedly limited its use of this technique with Astra to keep monitoring possible, according to The Information's unnamed source. In a blog post, OpenAI said it is 'deploying Astra with additional chain-of-thought monitoring to rapidly detect and contain potentially misaligned actions.' It didn't mention any architectural changes - because why would it?
The report ignited a firestorm among AI safety researchers on social media. Ryan Greenblatt, chief scientist at Redwood Research and one of three outsiders allowed to investigate the Hugging Face hack, declared that using a more opaque architecture for Astra 'may be the single worst development for AI security/safety to date.' He noted that the Hugging Face investigation relied heavily on chain-of-thought, and less visible reasoning could let AI devise undetectable schemes.
Greenblatt's main worry, echoed by others, is a 'race to the bottom on architectures' as developers adopt increasingly opaque systems to gain an edge, until models become impossible to monitor. He also felt OpenAI's communications suggested the company 'plans on being extremely reliant on chain-of-thought monitoring for safety.'
OpenAI bigwigs took to social media to respond, without explicitly denying the technique's use. Several expressed concerns about unmonitorable AI and the race to the bottom, including safety researchers Micah Carroll and Tomek Korbak, head of strategic futures Dean Ball, and chief scientist Jakub Pachocki. Pachocki voiced fears of 'a race into unmonitorability kicked off by confused reporting,' adding that Astra's computation depth - how many steps it can perform internally - 'is within a factor of two of GPT-4,' implying the opacity increase isn't as dramatic as reactions suggest. OpenAI didn't respond to The Verge's request for confirmation, instead pointing to Pachocki's X post.
'OpenAI has worked to preserve and utilize chain-of-thought monitoring since our very first reasoning models,' Pachocki wrote, adding that such monitoring 'is fragile and unfortunately trending in a negative direction, for reasons not contingent on architecture changes that I will write about soon.' So, stay tuned for more reassuring updates from the people building the thing that might end us all.
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