OpenAI just killed its flashiest product to make room for something nobody’s seen yet.
On March 24, The Information reported that OpenAI finished pretraining a new AI model codenamed “Spud.” In the same breath, Sam Altman told employees that Sora — the AI video generator that launched six months ago with a billion-dollar Disney deal — is shutting down. The GPUs that powered your AI-generated cat videos? They’re being redirected to Spud.
And if that wasn’t dramatic enough, OpenAI quietly renamed its product team to “AGI Deployment.”
That’s not a rebrand. That’s a statement.
Post by @btibor91
What We Actually Know About Spud
Let’s separate fact from speculation, because there’s a lot of both flying around right now.
The confirmed facts:
- OpenAI completed the pretraining phase of Spud. This is the computationally expensive part where the model learns from massive datasets. It’s done.
- Sam Altman called it a “very strong model” that could arrive in “a few weeks” and “really accelerate the economy.”
- The model will now enter post-training — alignment, safety testing, red-teaming. This phase typically takes months, not weeks.
- Altman is stepping back from day-to-day product work to focus on raising capital, securing chip supply chains, and building data centers “at unprecedented scale.”
What we don’t know:
- Whether Spud is GPT-5.5 or GPT-6 (both are being thrown around on social media)
- Whether it’s natively multimodal (can handle text, images, audio, and video from the ground up)
- What benchmarks it hits
- When exactly it ships to ChatGPT users
- Whether it’ll be available to free users or locked behind a subscription
Nobody has leaked benchmarks. Nobody has demonstrated capabilities. Everything beyond the points above is speculation — some informed, most not.
Why Sora Had to Die
Sora’s shutdown makes a lot more sense when you look at the numbers.
The AI video generator launched in September 2025 and immediately went viral. The “cameo” feature — which let anyone generate deepfake videos of real people — got millions of downloads. Martin Luther King Jr.’s daughter and Robin Williams’ daughter both asked users to stop making videos of their deceased fathers. The PR nightmare was real.
But the core issue wasn’t controversy. It was math.
Sora ate GPUs for breakfast. Every video generation burned through expensive compute that OpenAI could have spent on text, coding, and agentic AI — the stuff that actually generates business revenue. Employees had been complaining internally that Sora was a drag on resources, especially as competition from Anthropic and Google heated up.
The Disney deal — a potential $1 billion investment announced in December 2025 — collapsed as part of the shutdown. That tells you how serious the strategic shift is. OpenAI walked away from a billion-dollar partnership because the compute was worth more elsewhere.
If you were using Sora, check out our breakdown of the best alternatives that are already better.
The “AGI Deployment” Rebrand
Here’s the part that made people nervous.
OpenAI’s product team — the group responsible for shipping ChatGPT features and apps — got renamed from “product deployment” to “AGI Deployment.” At the same time, Altman handed off oversight of the safety and security teams. Safety now reports to CRO Mark Chen. Security reports to president Greg Brockman.
Read that again. The guy building the most powerful AI models in the world just delegated safety oversight so he could focus on building more data centers.
Some people on X called this a sign of confidence — things are moving fast, and Altman wants to remove bottlenecks. Others called it “the ultimate troll” and pointed to a pattern: hype the frontier, quietly kill the projects that burn cash.
The truth is probably somewhere between those two takes. OpenAI is preparing for an IPO (expected late 2026 or early 2027), and they just closed a $120 billion funding round at an $840 billion valuation. Everything they’re doing right now is positioning for that moment. Renaming your team “AGI Deployment” is marketing as much as it is strategy.
The Superapp: ChatGPT + Codex + Atlas
Spud isn’t just another model upgrade. It’s the engine for something bigger.
On March 20, The Wall Street Journal reported that OpenAI is building a desktop “superapp” that merges three separate products into one:
- ChatGPT — the chatbot you already know
- Codex — their coding agent (think: AI that writes and runs code for you)
- Atlas — a web browser built into the app, so AI can browse and take actions on the web
The pitch is straightforward: instead of switching between ChatGPT, a coding tool, and a browser, everything happens in one window. Your AI chats, codes, and browses — all at once.
Fidji Simo, OpenAI’s CEO of Applications, told employees they’d been “spreading our efforts across too many apps” and couldn’t afford “side quests” while Anthropic was rapidly winning over enterprise customers.
So Spud is likely the foundation that powers this unified experience. A model strong enough to handle chat, code, web browsing, and eventually agentic tasks — all from one interface.
What This Actually Means for ChatGPT Users
If you’re a regular ChatGPT user — not an AI researcher, not a developer, just someone who uses it for work — here’s what’s coming:
Short term (next few weeks to months):
- Nothing changes immediately. Spud is in post-training. It’ll take time.
- Sora is going away. If you relied on it for video, switch to an alternative now.
- ChatGPT will keep working as-is with GPT-5.4.
Medium term (summer 2026):
- The superapp could start rolling out on desktop — ChatGPT, coding, and browsing in one app.
- Spud may quietly appear as a new model option in ChatGPT (similar to how GPT-5.4 replaced earlier versions).
- Expect more “agentic” features — AI that doesn’t just answer questions but takes actions on your behalf.
Long term (late 2026 and beyond):
- Sora’s video data is reportedly being redirected to “long-term world simulation focused on robotics.” So video generation isn’t gone forever — it’s being repurposed for something more ambitious.
- The IPO will happen. That means more pressure to monetize, which could mean more features locked behind premium tiers.
- If Altman’s “accelerate the economy” pitch holds up, expect AI agents that can handle genuinely complex tasks — booking travel, managing projects, doing research — with less hand-holding.
How Spud Stacks Up (What We Can Guess)
Without benchmarks, comparing Spud to competitors is educated guesswork. But here’s what it’s up against:
| OpenAI Spud | Claude Opus 4.6 | Gemini 3.1 | |
|---|---|---|---|
| Status | Post-training (not released) | Available now | Available now |
| Likely focus | Agentic + coding + multimodal | Deep reasoning + code | Multimodal + search |
| Pricing | Unknown | $20/mo (Pro) | $20/mo (Advanced) |
| Superapp | ChatGPT + Codex + Atlas merger | Cowork + Computer Use | Google ecosystem integration |
| Agentic capability | Expected (builds on GPT-5.4) | Computer Use (live) | Limited |
The honest take: Claude and Gemini are shipping features right now. Spud is a promise. Promises are exciting, but you can’t use them yet.
If you want AI that controls your computer today, Claude’s Computer Use is already available. If you want AI that searches the web and cites sources, Gemini and Perplexity are there now.
Spud might leapfrog all of them. Or it might arrive as an incremental improvement with a fancy name. We’ve seen both from OpenAI.
The Skeptic’s Case
Not everyone’s convinced.
The loudest pushback comes from people who think OpenAI is running out of meaningful upgrades and covering it with branding. GPT-5.3 and 5.4 were solid improvements but didn’t blow anyone away. Some users on X called Spud “the latest attempt to keep the grift alive” and compared OpenAI to Enron.
That’s harsh. But the underlying concern is fair: OpenAI has a pattern of massive hype followed by incremental delivery. The “AGI Deployment” rename feels like it’s designed for headlines, not engineers.
And then there’s the name. “Spud.” As in potato. Multiple people pointed out the absurdity of following up the sleek “Sora” with a root vegetable. “Can they top the Sora hype with a model named after a potato?” asked one commenter.
Probably not. But the name won’t matter if the model delivers.
The Bottom Line
OpenAI made three big moves in one week: killed Sora, finished training Spud, and rebranded for AGI. All of it points in one direction — the company is consolidating around its strongest bets (text, code, agents) and cutting everything else.
For regular users, the practical impact is still weeks or months away. Don’t drop ChatGPT. Don’t rush to change anything. But do pay attention when Spud actually ships — because the way OpenAI is betting the company on it, this model will either justify the $840 billion valuation or expose it.
Either way, we’ll know soon enough.
Sources:
- OpenAI CEO Shifts Responsibilities, Preps ‘Spud’ AI Model — The Information
- OpenAI just killed Sora as company readies IPO and new ‘Spud’ model — Tom’s Guide
- OpenAI Kills Sora, Preps Spud Model — The Neuron
- OpenAI ‘Superapp’ to Merge ChatGPT, Codex, and Atlas Browser — MacRumors
- OpenAI Plans to Merge ChatGPT, Codex and Atlas — Decrypt
- OpenAI raises additional money, record $120B funding round — CNBC
- OpenAI Is Going All-In on AGI — Quasa.io
- OpenAI’s shock move with Sora should make you very nervous — Slate