OpenAI’s ‘Spud’ Model Could Mark a Major Leap Toward AGI
OpenAI’s upcoming Spud model promises smarter AI interactions, reduced user effort, and a major step closer to achieving artificial general intelligence.
OpenAI is doubling down on its next-generation artificial intelligence model, internally codenamed “Spud,” as it sharpens its focus on core technologies amid growing competition in the enterprise AI space. The company, led by Sam Altman, is reportedly prioritizing advancements in foundational models, and early signals suggest that Spud could represent a significant technological leap.
OpenAI President Greg Brockman recently offered insights into the upcoming model during an appearance on the Big Technology podcast. He described Spud as the culmination of “two years worth of research,” hinting that the model may redefine expectations for AI performance and usability.
Brockman emphasized that Spud is expected to deliver a noticeable improvement in how AI systems understand and respond to user inputs. He introduced the phrase “big model smell” to capture the anticipated leap in capability—drawing a comparison to the unmistakable feel of something brand new and significantly improved. According to him, one of the key frustrations users face today is having to repeatedly clarify instructions when AI systems fail to grasp context accurately.
“When you ask a question and the AI doesn't quite get it, it's always so disappointing And you have to explain, and you're just like, ‘you really should be able to figure this out,’” Brockman said.
With Spud, OpenAI aims to reduce that friction. Brockman suggested that users may soon be able to interact with AI more intuitively, without needing to overthink how they phrase requests. The model is expected to better infer intent and context, allowing for smoother, more natural interactions across a wide range of tasks.
Industry reports indicate that Spud is currently in its pre-training phase, with a possible release later this year. Its development comes at a time when OpenAI is reassessing priorities and reallocating resources to maintain its competitive edge, particularly against rivals like Anthropic.
In line with this strategic shift, the company has reportedly scaled back or paused certain initiatives. Among them is the discontinuation of its video-generation platform, Sora—a move that surprised many given its recent high-profile partnership with Disney. However, Brockman clarified that the decision was driven by a broader vision.
“There’s been this debate of how far will the text models go? How far can text intelligence go?... And I think that we have definitively answered that question. It is going to go to AGI. Like, we see line of sight,” he explained.
OpenAI’s long-term ambition has always been to achieve artificial general intelligence (AGI), where machines can perform tasks with human-like reasoning and adaptability. According to Brockman, redirecting computational resources away from projects like Sora will help accelerate progress toward that goal.
He added, “[At] this moment the kinds of applications [AGI] that we've always dreamed of are starting to come into reach.”
As anticipation builds around Spud, it may not only showcase OpenAI’s latest technical breakthroughs but also signal a decisive step forward in the global race toward AGI.
