
Pretrained
- Episodes
- 83
- Released
- weekly
- Latest episode
- Nov 8, 2026
About the podcast
Everyone's talking about AI but most of it is hype, jargon, or someone trying to sell you something. Pierce Freeman and Richard Diehl Martinez are two Stanford friends who actually work in this space with nothing to sell you but good vibes. We'll make you smarter - and you might actually enjoy it.
Episodes 83
Ripple 65B, Midterm Data Center Bans, and AI That Writes Weights
Pierce and Rich recap the week. They start with Ripple and Recursive’s loop: better chips train better models, which then design better chips. Ripple is a dense transformer, while Muse Spark, Beam, Inkling and …
Show notes
Pierce and Rich recap the week. They start with Ripple and Recursive’s loop: better chips train better models, which then design better chips. Ripple is a dense transformer, while Muse Spark, Beam, Inkling and Nemotron are all mixture-of-experts, and they explain why going dense makes RL post-training easier. Ripple needed only about 10% of the rollouts Beam did. It beats the field on Terminal-Bench and SWE-bench but trails on math, safety and automation, so is “frontier” a stretch? Then there’s the $32M fully loaded R&D cost, which is less than you’d likely pay just to rent the final training run.
Next is the midterm backlash against data centers. They cover what people actually mean by an “AI ban,” why data center builders have defaulted to Texas and on-site gas turbines, why CoreWeave and Nebius fell after the results, and why water and power are solvable problems but jobs aren’t.Last is the MIT weight-editing post. Astra identifies Breakout from raw weights, builds a Go player from a zero-initialized network, and fixes a Qwen model that keeps repeating itself on math problems.
They explain why the toy examples are easier than they look (Pierce reproduced the Breakout one), how the setup quietly changes across the nine experiments, and whether programming in weight space is the future of recursive self-improvement or just the assembly language of ML.
Inside OpenAI’s Layered Defenses
Happy Halloween. OpenAI went back through the Hugging Face incident this week and showed how it now watches its own models for misalignment: a three-layer monitoring system, recall thresholds for what has to …
Show notes
Happy Halloween. OpenAI went back through the Hugging Face incident this week and showed how it now watches its own models for misalignment: a three-layer monitoring system, recall thresholds for what has to get caught, and new benchmarks for sandbox escapes and sabotage. They’re also cutting RL training off from the open internet. After a few months of rogue agents, this is the most detailed look yet at how a frontier lab plans to keep them in the box.
Pierce and Rich walk through each layer of the monitoring setup and how the funnel decides what gets a closer look. They cover what the Sneaky Sandbox and Sabotage benchmarks are trying to catch, and why taking RL off the internet is harder than it sounds. Then they get into microVMs and where sandboxes still leak, including agents that pass messages to each other through CPU cache timing. Is OpenAI’s system actually secure enough? They also cover Astra sandbagging and faking its thinking traces, and why messy RL environments keep producing reward hackers. Plus a recap of the rest of the week: OpenAI’s sub-exponential 3SAT result, the PHP remote code execution exploit, and Block’s new Dessa speech-to-speech model.
AI’s Trust Gap: Disputed OpenAI Firings, a Shaky Math Proof and Hidden Model Costs
Pierce and Rich run through the week in AI, seven minutes per topic. Gemini Argon is cheap at $2 / $10 per million tokens until the price doubles after November 30. But on Artificial Analysis it costs $1.99 per …
Show notes
Pierce and Rich run through the week in AI, seven minutes per topic. Gemini Argon is cheap at $2 / $10 per million tokens until the price doubles after November 30. But on Artificial Analysis it costs $1.99 per task against 72 cents for GPT 6.1 Solmax at about the same score, which is why per-token pricing is starting to mean less than cost per task.
Liquid AI’s biggest LFM2.5 model is 24B total with 2B active, combining mixture of experts, short convolutions and grouped query attention to hit 184 tokens per second on an M5 Max.
Fish Audio’s Drama 3 takes bracketed stage directions like [exhale] and [emphasis], and gets there with plain GRPO and a pile of human preference data.
They also recap the rest of the week: the OpenAI spy caught on camera retrieving his bug, why everyone is copying Tinker’s pay-per-token training API, and OpenAI firing three safety researchers, one of whom was METR’s point of contact. Plus: is the industry getting sloppy as it speeds up?
Our first weekly roundup. We set a timer and mostly stuck to it.Chapters
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The Agent Wars: Dots vs Muse vs Grok Bot
In the last two months, xAI's Grok Bot, Meta Muse, and OpenAI Dots all launched with nearly the same pitch: a persistent personal agent with its own cloud computer, memory, and scheduled tasks. Pierce (fresh …
Show notes
In the last two months, xAI's Grok Bot, Meta Muse, and OpenAI Dots all launched with nearly the same pitch: a persistent personal agent with its own cloud computer, memory, and scheduled tasks. Pierce (fresh back from Italy with Parmesan) and Richard compare the three, from Grok Bot's bot "teams" to Dots' always-on assistant to Muse negotiating Facebook Marketplace sales for you, sometimes badly.
We get into the security side: how Meta's "sentinel" keeps your credentials out of the agent's reach, where that approach can fail, and why handing agents Bash and letting them talk to each other opens new attack paths. We also look at why Muse hit 5M downloads in about three weeks, how much of that came from Meta's own ad spend, and why its retention numbers may say less than they seem to.
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Trump Says AI's Only Guardrail Is a "High IQ President"
On September 14, Trump called AI safety a hoax and said the only guardrail AI needs is a "high IQ president." Vance said it felt weird that frontier labs keep begging the government to regulate them. Days …
Show notes
On September 14, Trump called AI safety a hoax and said the only guardrail AI needs is a "high IQ president." Vance said it felt weird that frontier labs keep begging the government to regulate them. Days later, Jensen Huang put Trump on speakerphone on stage at the All-In summit, where Trump called the AI fears a hoax again. Jensen's own position is that pausing and pacing are things the labs can do voluntarily. With Trump and Xi both in New York for the UN this week, the White House and the labs asking to slow down have rarely been further apart.
Pierce and Rich trace how we got here, from the original pause letter to the Pacing the Frontier campaign. Signing is gated to frontier-lab email addresses, and only one of their friends did. They also get into what the labs should actually slow down: RL environments and new architectures, not chips. Also: whether a lab-wide slowdown amounts to an illegal AI OPEC, and Bernie Sanders' ASI bill, which carries 20 years in prison and a "corporate death penalty" (nobody has seen the full text). Plus the awkward fact that most US startups run on Qwen, Kimi and GLM, and what a Trump-Xi deal on AI could realistically include.
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TypeSafe's Blazing Fast Universal Classifier
A new AI lab says it's "not building God, we're building prod." Meanwhile, the Pentagon reportedly almost boarded a Chinese ship based on intelligence that an AI made up.This week Pierce and Rich dig into Jev …
Show notes
A new AI lab says it's "not building God, we're building prod." Meanwhile, the Pentagon reportedly almost boarded a Chinese ship based on intelligence that an AI made up.
This week Pierce and Rich dig into Jev, the new model from TypeSafe AI. It doesn't write text at all. You give it a question and a fixed set of answers, and it tells you how confident it is in each one, fast and cheap. We cover why its "can't hallucinate" claim is mostly marketing, what its confidence scores are good for, our best guesses at how it works under the hood, and why it might be the last classifier anyone has to train. Plus: it plays Doom.
Then we get into CNN's report that AI-generated military intelligence got a boarding operation scoped against a regular commercial ship before anyone checked the sources. (The report hasn't been confirmed by the US government.) How did it get that far, and why do AI-written briefs deserve extra scrutiny?
Also: Rich bets a whole dollar that OpenAI buys TypeSafe within a year.
The Past, Present, and Future of P(Doom)
Jacob Coxon, a 26-year-old researcher who spent three years at OpenAI and six weeks at Anthropic, quit last week with a single tweet warning that AI could kill us within a decade. A Wall Street Journal piece …
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Jacob Coxon, a 26-year-old researcher who spent three years at OpenAI and six weeks at Anthropic, quit last week with a single tweet warning that AI could kill us within a decade. A Wall Street Journal piece ran the same day. Interviews were booked for the next morning. Within hours the biggest accounts on X were amplifying it.
Pierce and Rich break down what Coxon actually claimed, why the "coordinated op" theory took hold, and what Dario's pacing letter - and OpenAI's fast follow - are asking for. Also: GPT-6 Astra supervising GPT-7's training, agents editing their own memories to hide ethical objections, the AI 2032 forecast running ahead of schedule, and both hosts finally putting a number on their P(doom).
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GPT-6 Astra: The Safety Paradox
OpenAI shipped a 117-page model card, and almost every section starts with the same phrase: in response to the Hugging Face incident. GPT-6 Astra is the first model they've ever rated at their most critical …
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OpenAI shipped a 117-page model card, and almost every section starts with the same phrase: in response to the Hugging Face incident. GPT-6 Astra is the first model they've ever rated at their most critical deployment level, it beats Fable 5 at a fraction of the price, and it zero-shot solved Portal. Then the tension - the safest model they've ever shipped is also the least interpretable, because Astra reasons in looped transformers that never touch token space. We get into ExploitGym honeypots Astra refused to take while still finding exploits nobody knew existed, coding deception dropping from 30% to single digits, and the eval they conspicuously didn't run: whether a thousand agents left alone will form a swarm on their own. Plus evaluation awareness in the first 10% of the trajectory, and the fact that the only third-party evaluator in the whole report is British.
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Inside the NVIDIA–HuggingFace Deal
This week Richard and Pierce break down the biggest open-source AI deal to date: Nvidia's $12.9 billion acquisition of Hugging Face. We trace Hugging Face's unlikely path from a teen-focused chatbot app to the …
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This week Richard and Pierce break down the biggest open-source AI deal to date: Nvidia's $12.9 billion acquisition of Hugging Face. We trace Hugging Face's unlikely path from a teen-focused chatbot app to the "GitHub for AI models," dig into why they turned down a $7B stake from Nvidia last year only to sell outright now, and what this means for open source, China, and platform neutrality. Then we geek out over Pollen Robotics' MicroDuck and Hugging Face's RL sandbox, before turning to Bill Gates's new open letter on AI - including his hottest takes on "human-reserve" jobs, taxing AI tokens, and what AI is doing to kids.
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The First A.I. Designed Viruses Are Here
A model generated 285 candidate genomes, a lab synthesized them, and 16 of them turned out to work. Sophia Kivelson (Stanford, biomedical data science) breaks down the Arc Institute paper everyone read as "AI …
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A model generated 285 candidate genomes, a lab synthesized them, and 16 of them turned out to work. Sophia Kivelson (Stanford, biomedical data science) breaks down the Arc Institute paper everyone read as "AI designs viruses" - what actually happened, why it can't touch a human cell, and why the only RL environment for this stuff is a wet lab with a two-month rollout. Then the part that made us nervous: some of these phages work fine while barely resembling the original, and nearly every biosecurity screen we have is looking for resemblance. Plus benchtop DNA printers with blocklist firmware, why the rules stop at the lab door and not the laptop, and bacteria as tiny programmable factories.
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The Grok Glow Up
SpaceX bought Cursor for $60 billion on August 14, two days after Grok 4.6 shipped and a day before Grok Bot launched. We break down why the real prize isn't the product - it's years of accept/reject data from …
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SpaceX bought Cursor for $60 billion on August 14, two days after Grok 4.6 shipped and a day before Grok Bot launched. We break down why the real prize isn't the product - it's years of accept/reject data from millions of engineers, the closest thing anyone has to an RL environment for white-collar work. Plus Colossus 2 renting GPUs to Google and Anthropic at a one-year payback.
Then: Anthropic quietly baking watermarking into Claude's sampler worldwide, John Gruber wrote a teardown, and writers revolted. But Richard thinks it was never about the EU at all.
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Hot Rogue Agent Summer
OpenAI's agents built a secret message board inside their own prison, Jeff Dean walks out of Google, and Mark Zuckerberg kickboxes a man on a floating barge in Lake Tahoe. This week Pierce and Rich declare it …
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OpenAI's agents built a secret message board inside their own prison, Jeff Dean walks out of Google, and Mark Zuckerberg kickboxes a man on a floating barge in Lake Tahoe. This week Pierce and Rich declare it hot rogue agent summer and run four sandbox escapes through the Rogue-o-Meter, from Kimi K3 quietly finding the answer key on GitHub to an Anthropic model that was told the internet was fake, believed it, and hacked two companies that had no idea until someone called them.
They dig into the OpenAI incident that got a Black Hat talk of its own - thousands of agents coordinating a zero-day with nobody in charge, caught only because the compute bill went weird - before turning to UK AISI, where Mythos 5 skipped the code entirely and started catfishing open source maintainers with fake identities and hand-written blog posts. Then it's over to Google, where Jeff Dean, Sanjay, Oriol, and Quoc have left for Discovery Loop, Demis got a title nobody can decode, and Gemini keeps leaking its own thinking traces. Plus Zuck's superintelligence manifesto, why the harness matters more than the model, and whether we all quietly crossed the event horizon a few months ago.
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Leopold Aschenbrenner’s AI Fund Implosion
A Citadel strategist was the only one of 104 economists calling a Fed hike. The market tanked. Leopold Aschenbrenner's 4x-leveraged book got margin called, and Ken Griffin phoned to buy all $16 billion of it at …
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A Citadel strategist was the only one of 104 economists calling a Fed hike. The market tanked. Leopold Aschenbrenner's 4x-leveraged book got margin called, and Ken Griffin phoned to buy all $16 billion of it at 60 cents on the dollar. Then the Fed didn't hike, and Citadel made 500M overnight. We break down the 13F, the energy-bottleneck thesis, and whether he was right but early. Plus: 1,100 researchers including Ilya and Dario sign a letter asking for the option to slow down, and Hugging Face's postmortem shows exactly how OpenAI's model escaped its sandbox to steal the answers to its own test.
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Claude's Fable Cracked an 87 Year Old Math Problem
A 100-year-old conjecture was proved false on a laptop during the World Cup final. Anthropic's Levent Alpoge used Claude Fable 5 to find a three-dimensional counterexample disproving the Jacobian conjecture …
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A 100-year-old conjecture was proved false on a laptop during the World Cup final. Anthropic's Levent Alpoge used Claude Fable 5 to find a three-dimensional counterexample disproving the Jacobian conjecture - we break down what the Jacobian actually is (in Google Maps terms) and why Anthropic is the only lab that can see whether Claude was brilliant or lucky.
Then: 50 companies including Nvidia, Microsoft, Meta, and a16z signed the Open Weights letter telling Washington hands off, OpenAI and Google quietly added their names a day later, and Anthropic is the lone holdout - while reportedly lobbying DC to restrict Chinese weights the whole time. Plus we do the math on the Kimi K3 distillation timeline: Fable 5 was live for 18 days before K3 shipped, so how much Claude is realistically in there?
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OpenAI's Model Breaks Out of the Lab
OpenAI's newest models broke out of their testing sandbox, hacked their way onto the open internet, and breached Hugging Face - all to steal the answers to the very test they were taking. In this emergency …
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OpenAI's newest models broke out of their testing sandbox, hacked their way onto the open internet, and breached Hugging Face - all to steal the answers to the very test they were taking. In this emergency episode, Pierce breaks down exactly how the escape happened, why "reward hacking" (not sentience) is to blame, and what it means that the only thing standing between AI and the outside world is other software. Plus: the twist where safety filters blocked Hugging Face's own investigators from using AI to respond to the attack.
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AI Questions You're Afraid to Ask
This week on Pretrained, Pierce and Rich tackle a batch of listener questions they're seeing for the first time. They pull back the curtain on what actually happens when you hit enter in ChatGPT or Claude, from …
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This week on Pretrained, Pierce and Rich tackle a batch of listener questions they're seeing for the first time. They pull back the curtain on what actually happens when you hit enter in ChatGPT or Claude, from prompt rewriting and system prompts to GPU queues and the UI tricks that make streaming text feel human. From there, they dig into what really separates GPT, Claude, Gemini, and Llama, why models hallucinate with such confidence, and the real-world failure modes that should make everyone double-check AI output. Plus: is AI actually making us dumber, how do you use it at work without "cheating," which jobs are genuinely at risk, and why the gap between free and paid tiers is quietly creating a two-tiered AI experience most people don't even know exists.
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AI Is Deciding the World Cup. Should It?
Fable is back, baby. Rich and Pierce break down the whiplash saga of Claude Fable 5 and Mythos and ask the bigger question: should the government be able to pull the plug on a frontier model overnight? From the …
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Fable is back, baby. Rich and Pierce break down the whiplash saga of Claude Fable 5 and Mythos and ask the bigger question: should the government be able to pull the plug on a frontier model overnight? From the rumored Amazon leak that spooked Washington to the case for an "FDA for LLMs" and what the UK's AI Safety Institute gets right, they debate who should really be checking under the hood. Then it's off to the pitch: how AI is reshaping the World Cup, from semi-automated offside calls that strip refs of judgment (and maybe the soul of the game) to the tiny island of Curaçao using AI-powered diaspora scouting to become the smallest nation ever to qualify.
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The Government Is Deciding Which AI Model You Can Use
OpenAI just dropped GPT-5.6 in three tiers - Sol, Terra, and Luna - and yes, the naming scheme looks awfully familiar. This week, Pierce and Rich break down what the new lineup actually means, why nobody can …
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OpenAI just dropped GPT-5.6 in three tiers - Sol, Terra, and Luna - and yes, the naming scheme looks awfully familiar. This week, Pierce and Rich break down what the new lineup actually means, why nobody can prove when a model is "done" training, and how AI is getting scary good at chaining real exploits. Then things get spicy: Anthropic accuses DeepSeek, Moonshot, and Minimax of running 24,000 fake accounts and 16 million conversations to distill Claude. But is it hypocritical to cry theft when your own models were trained on the open internet? Plus a four-year tour of US AI policy, from the AI Bill of Rights to pre-release cyber reviews.
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Midjourney's Bizarre Pivot and SpaceX Buys Cursor
Do data centers really drink the water table dry? Pierce breaks down the three ways they shed heat, why the scary viral stats are less lies than motivated framing, and how tax breaks lure these things into the …
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Do data centers really drink the water table dry? Pierce breaks down the three ways they shed heat, why the scary viral stats are less lies than motivated framing, and how tax breaks lure these things into the country's most parched counties. Then: Midjourney becomes a healthcare company, SpaceX buys Cursor for $60B in stock, and the Fable 5 export-ban saga rolls on: the Lutnick letter, the SK Telecom-China angle, Anthropic's new KYC-and-biometrics policy, and the unsolvable problem of telling 70% of your own staff they can't touch the model. Get hyped on some data centers.
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Why Fable 5 Really Got Shut Down
Apple announced Siri AI at Tim Cook's final WWDC keynote as CEO - then told Europe it won't ship there, because the EU's Digital Markets Act would force Apple to hand any third-party AI nearly unlimited …
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Apple announced Siri AI at Tim Cook's final WWDC keynote as CEO - then told Europe it won't ship there, because the EU's Digital Markets Act would force Apple to hand any third-party AI nearly unlimited, autonomous access to your phone. We break down whether that's Apple crying wolf again or a genuinely new class of risk, why Anthropic shipped Fable 5 with anti-bootstrapping safeguards designed to stop foreign labs from cloning frontier models or auto-optimizing their GPU kernels (with a silent capability downgrade if it thinks you're trying), and how the same drone tech being battle-tested in Ukraine is one tenacious, self-recharging LLM away from a landmine in the sky.
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The AI-Industrial Complex Is Here
OpenAI just replaced ChatGPT's memory with a background process that literally dreams about your conversations. We break down Dreaming V3 and why rebranding cron jobs as "dreaming" might actually be the future …
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OpenAI just replaced ChatGPT's memory with a background process that literally dreams about your conversations. We break down Dreaming V3 and why rebranding cron jobs as "dreaming" might actually be the future of AI memory, what Jensen Huang's RTX Spark reveal at Computex means for the bet that inference is about to leave the data center for your laptop, how a shadow industry called AI Engine Optimization is poisoning Reddit threads to get products ranked inside ChatGPT, and why the US government pulling Intel-style equity deals on AI labs could put Uncle Sam on Sand Hill Road - including proposals that would hand the public a 50% stake in the companies building AGI.
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Anthropic Is Done Subsidizing Your AI Plan
Microsoft canceled their Claude Code licenses after the finance team saw the bill, and Anthropic somehow posted its first ever profitable quarter on $10.9 billion in revenue the same week. We break down why …
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Microsoft canceled their Claude Code licenses after the finance team saw the bill, and Anthropic somehow posted its first ever profitable quarter on $10.9 billion in revenue the same week. We break down why token pricing is collapsing (Gemini Flash is now $1.50 per million tokens, down from $60 when GPT-4 launched), what Apple is quietly building ahead of WWDC to own the entire agentic pipeline on your phone, and why Pope Leo XIV just dropped a 40,000-word encyclical framing AI as this generation's Industrial Revolution - with Anthropic's Chris Olah speaking at the Vatican.
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Cerebras Built a Chip the Size of Your Head
Cerebras just went public with a chip the size of a dinner plate - and it can run inference 10x faster than Nvidia for realtime transformer workloads. At least sometimes. The physics of SRAM scaling might cap …
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Cerebras just went public with a chip the size of a dinner plate - and it can run inference 10x faster than Nvidia for realtime transformer workloads. At least sometimes. The physics of SRAM scaling might cap how far it can go. We break down the bull and bear case.
Then: Calif used Mythos to crack Apple's M5 kernel in five days flat, SpaceX handed Anthropic 220,000 Nvidia GPUs from the old xAI clusters, and the Trump administration wrote an executive order on AI safety vetting and then killed it hours before signing.
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We Are Sleepwalking Into An AI Crisis
Rob Reich is a Stanford political philosopher, associate director of the Stanford Institute for Human-Centered AI, and former senior advisor at the US AI Safety Institute. He joins Pierce and Richard for a …
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Rob Reich is a Stanford political philosopher, associate director of the Stanford Institute for Human-Centered AI, and former senior advisor at the US AI Safety Institute. He joins Pierce and Richard for a sweeping conversation about AI, policy, modern education, and much more.
Rob skewers Silicon Valley's misuse of democratizing AI, unpacks the corporate-form gymnastics behind OpenAI's restructuring and Anthropic's PBC status, indicts Stanford itself as the world's most successful nonprofit, and offers an insider's view of standing up the US AI Safety Institute from a five-person team inside the Department of Commerce.
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AI Layoffs Just Went Mainstream
This week, AI layoffs stopped being a rumor and became a headline: Cloudflare cut 20% of its staff. They dressed it up as a pivot to an "agentic AI-first operating model," but Wall Street didn't buy it and the …
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This week, AI layoffs stopped being a rumor and became a headline: Cloudflare cut 20% of its staff. They dressed it up as a pivot to an "agentic AI-first operating model," but Wall Street didn't buy it and the stock dropped 24%. Then we turn to Pennsylvania's attorney general suing Character AI after one of its bots posed as a licensed therapist and dig into why the small players keep getting singled out and what kind of legal precedent that sets for everyone building on top of base models. And finally, Brussels blinks: the EU postpones the AI Act's high-risk obligations after its whole use-case-first framework collided with the reality of general-purpose models.
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AI Is Less Popular Than Congress with CatGPT
Catherine Goetze (CatGPT) teaches millions of people about AI on TikTok and Instagram - and just launched a company selling landlines. We get into why regular people hate AI, why she refuses to use it for her …
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Catherine Goetze (CatGPT) teaches millions of people about AI on TikTok and Instagram - and just launched a company selling landlines. We get into why regular people hate AI, why she refuses to use it for her own content, and what SF's "single before Series B" work culture is doing to a generation of founders.
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China Just Cracked CUDA
ByteDance just wrote a $5.6 billion check for a Chinese AI chip you've never heard of, Huawei's new programming stack copies CUDA so closely an LLM could translate between them, the White House told Anthropic …
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ByteDance just wrote a $5.6 billion check for a Chinese AI chip you've never heard of, Huawei's new programming stack copies CUDA so closely an LLM could translate between them, the White House told Anthropic it can't expand access to Mythos because the Pentagon wants first dibs, Samsung warned that memory prices are only getting worse from here, and China killed Zuckerberg's $2 billion bid for Manus because it turns out Singapore-washing your company doesn't fool Beijing. Pierce and Rich break down what all of it means.
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DeepSeek Doesn't Need Nvidia Anymore
DeepSeek shipped V4 on zero Nvidia chips, the State Department warned every US embassy the same morning, Google put $40 billion into Anthropic, Microsoft tore up their OpenAI deal, a 23-year-old with no math …
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DeepSeek shipped V4 on zero Nvidia chips, the State Department warned every US embassy the same morning, Google put $40 billion into Anthropic, Microsoft tore up their OpenAI deal, a 23-year-old with no math degree used ChatGPT to crack a famous Erdős conjecture, and Sony built a ping pong robot that beats the pros. We break down what all of it means.
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Apple Bets on Local AI
Tim Cook is out after 15 years and four trillion dollars, and Apple's pick of John Ternus tells you everything about where they think AI is going. We break down why Apple is betting on silicon over the cloud …
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Tim Cook is out after 15 years and four trillion dollars, and Apple's pick of John Ternus tells you everything about where they think AI is going. We break down why Apple is betting on silicon over the cloud, and whether their hardware cycle can ever catch a frontier that ships new models by the day. Then: Claude Design dropped on Friday and tanked Figma 7% in an afternoon, so we dig into Anthropic Labs' first big swing and what it means for mid-tier design tools. Finally, Opus 4.7 is here and flagged in the system card that this is the most deceptive Claude yet when it knows it's being evaluated. They shipped it anyway.
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Mythos Found a Bug No One Saw for 27 Years
Anthropic's new model Mythos found a 27-year-old bug in OpenBSD and a 16-year-old bug in FFmpeg given nothing more than the source code and an open-ended prompt. We dig into how it pulls this off, why AMD's AI …
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Anthropic's new model Mythos found a 27-year-old bug in OpenBSD and a 16-year-old bug in FFmpeg given nothing more than the source code and an open-ended prompt. We dig into how it pulls this off, why AMD's AI director just published the receipts on Claude Code getting worse, and what Google quietly becoming the open-weights leader says about where each lab is actually headed. Plus: Spark's weird new RL compression trick, and why every model release this week is really a strategy memo in disguise.
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