OpenAI's new plan REVEALED

“Spud” lands, and Wes thinks this is the real story

Wes opens with OpenAI’s internal codename “Spud,” joking about the potato name but making clear he thinks this is a major release, not a minor refresh. Sam Altman told staff the model has finished pre-training, is “very strong,” and is coming in a few weeks — likely late this month or in April.

Altman reshuffles the org and moves closer to infrastructure

At the same time, Altman is stepping back from direct safety and security oversight: safety will report to Mark Chen, and security moves into scaling ops under Greg Brockman. Wes’s read is blunt: Altman wants bandwidth for the real bottleneck now — chips, data centers, power, and supply chains built at “unprecedented scale.”

OpenAI drops the side quests and goes all-in on a “super app”

Wes connects the dots by arguing OpenAI is done with fragmented products and is now building “the one app to rule all apps.” In his framing, ChatGPT, Codex, Atlas/Operator-style tooling, and web browsing are being folded into one product, and Spud is the model meant to power the whole thing.

Sora gets sacrificed, and the Disney angle makes it sting

This focus had casualties, and the biggest one is Sora: employees were reportedly shocked by how much compute it consumed, so OpenAI killed it to free resources for Spud and the super app. Wes says even planned ChatGPT-native video generation is off the roadmap, and he adds a dramatic detail — a Disney licensing deal tied to Sora, with a reported $1 billion production commitment over three years, appears to have died suddenly before money changed hands.

The Sora team isn’t disappearing — it’s pivoting to world models and robotics

Bill Peebles and the former Sora research team are now being redirected toward “systems that deeply understand the world by learning to simulate arbitrary environments at high fidelity.” Wes frames this as a pivot toward robotics world models, very much in line with what Google DeepMind and Nvidia have been signaling.

Anthropic is the pressure in the background

Wes says Altman’s memo explicitly names Google and Anthropic as the competition, and he emphasizes that Anthropic has been winning ground with enterprise users through products like Claude Code, Claude’s white-collar workflow tools, and Dispatch for managing agents from a phone. OpenAI’s recent acqui-hire of the OpenCloud creator, in his telling, looks like a direct attempt to catch up.

Then the video swerves to math — and this is where Wes gets animated

The “buried” companion story is Terence Tao, who recently published work showing how much AI has improved at theorem discovery. Wes zeroes in on Tao’s quote about a proof: AlphaEvolve found the right strategy, then “ChatGPT proved the first and I proved the second,” which he treats as a jaw-dropping signal that frontier models are no longer toy assistants.

Wes’s bottom line: stop betting against the curve

He argues the skeptics are increasingly cornered: if the world’s most respected living mathematician is publicly crediting AI for meaningful proof work, it’s getting harder to say the labs are faking progress. Wes ends by asking whether people still think claims about coding, science, and economic acceleration were just hype — because from his view, the people “following the line on the chart” have been more right than the people dismissing it.