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AI Jobs and Career
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Summary: In today’s briefing, we analyze “The Institutional Capital War and Automated Vulnerabilities.” We deconstruct Nvidia’s massive re-architecture of the silicon stack around autonomous agents at COMPUTEX 2026, detailing the Vera CPU and the 550B Nemotron 3 Ultra model. We break down Alphabet’s surprise $80 billion equity raise alongside Warren Buffett’s Berkshire Hathaway, evaluating its macro impact on Anthropic’s confidential IPO filing. We explore the alarming security failure inside Meta, where hackers successfully weaponized Meta’s AI support agent to hijack high-profile Instagram accounts. Finally, we cover Senator Bernie Sanders’s legislative push to nationalize 50% of frontier AI lab equity, Florida’s product liability lawsuit against Sam Altman, and President Trump’s scaled-back, voluntary AI Executive Order.
Important Topics:
Nvidia Crowns AI Agents: At COMPUTEX 2026, Nvidia realigns its hardware strategy, launching the RTX Spark PC chips and the Vera CPU, which executes autonomous agent tasks 1.8x faster than traditional architecture.
Alphabet’s $80B Capital Grab: Alphabet launches a massive equity raise to expand its TPU infrastructure, including a $10 billion direct purchase by Berkshire Hathaway, effectively absorbing investor liquidity ahead of upcoming AI lab IPOs.
Anthropic Files for IPO: Anthropic officially submits its confidential IPO prospectus to the SEC, leveraging a private market valuation of $900 billion and a $47 billion revenue run rate.
Meta AI Support Exploited: A critical vulnerability allowed hackers to take over prominent Instagram accounts, including Space Force leadership, by simply tricking Meta’s AI support chatbot into executing unauthorized email resets.
The American AI Sovereign Wealth Fund Act: Senator Bernie Sanders outlines an upcoming bill to tax 50% of the equity of OpenAI, Anthropic, and xAI, turning corporate profits into a citizen-owned public fund.
Florida Sues OpenAI & Sam Altman: Florida’s Attorney General files a 10-count lawsuit treating ChatGPT as a legally “defective product” following a campus mass shooting where the perpetrator utilized the bot for planning.
Meta Logs Employee Work for Training: Internal documents show Meta is utilizing its Model Capability Initiative (MCI) to continuously track mouse movements, clicks, and email text of U.S. employees to feed AI training models.
Trump Signs Scaled-Back AI EO: President Trump signs a revised executive order cutting the government’s voluntary pre-release model review window from 90 days down to 30 days.
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AI Unraveled is produced using a hybrid “Human-in-the-Loop” workflow.
Nvidia threads agents across the stack
Image source: Nvidia
AI Jobs and Career
And before we wrap up today's AI news, I wanted to share an exciting opportunity for those of you looking to advance your careers in the AI space. You know how rapidly the landscape is evolving, and finding the right fit can be a challenge. That's why I'm excited about Mercor – they're a platform specifically designed to connect top-tier AI talent with leading companies. Whether you're a data scientist, machine learning engineer, or something else entirely, Mercor can help you find your next big role. If you're ready to take the next step in your AI career, check them out through my referral link: https://work.mercor.com/?referralCode=82d5f4e3-e1a3-4064-963f-c197bb2c8db1. It's a fantastic resource, and I encourage you to explore the opportunities they have available.
The Rundown: Nvidia just introduced a series of new AI releases across hardware, robotics, models, and more at COMPUTEX 2026, all built around the idea that agents will soon be the biggest consumers of compute power.
The details:
The new RTX Spark supercomputer chips built with Microsoft run AI agents directly on PCs, with Nvidia saying it takes Windows “from tool to teammate.”
Nvidia called Vera the “CPU for agents”, a processor that finishes tasks 1.8x faster than rivals and is now being used by Anthropic, OpenAI, and the NYSE.
Cosmos 3 is a new open robotics model, giving robots and self-driving cars the ability to plan ahead and anticipate moves instead of just reacting.
Nemotron 3 Ultra is a new 550B parameter model that moves to the top of U.S. open-source and competes with Chinese rivals like Qwen3.5 and Kimi K2.6.
Why it matters: Nobody builds across the entire tech stack quite like Nvidia, but the central theme in the chipmaking giant’s latest moves is the prioritization of AI agents themselves as the consumers of compute — with a company worth $5T+ now organizing its entire lineup around enabling software that didn’t exist two years ago.
Bernie Sanders seeks a public AI stake with new bill
Image source: Erik Carter / The New York Times
The Rundown: In an NYT op-ed, Bernie Sanders previewed the American A.I. Sovereign Wealth Fund Act, an upcoming bill proposal that would route half the stock of the largest AI companies into a public fund and pay the gains back to Americans.
The details:
Sanders framed it as a one-time tax collected in equity, with the government gaining voting power and a board seat at OAI, Anthropic, and xAI.
Sanders cites the AI labs themselves as precedent, with each already pitching public funds or “universal high income” to spread AI’s gains.
He pointed to Norway’s $2T oil fund and Alaska’s oil dividends to residents as examples of “ensuring ordinary people benefit from national wealth”.
Sanders said, “A.I. is being built on a public resource far more valuable than oil: the accumulated knowledge, creativity, and labor of mankind.”
Why it matters: With public AI sentiment at a low and mega IPOs from top AI labs coming at valuations that leave little room for the average investor, Sanders’ concerns that ordinary people are not benefiting are real. Getting the AI labs on board to give up 50% of their equity, despite the posturing, is another question.
Hackers access IG accounts by… asking Meta AI?
Image source: 404 Media
The Rundown: Meta just fixed an Instagram security flaw that allowed hackers to use its AI help tool to take over prominent profiles by simply asking the chatbot to use a different email address and gaining the codes needed to access the accounts.
The details:
Meta gave its AI the power to handle password resets on Facebook and Instagram starting in March, with the exploit reportedly active for months.
Accounts hacked include a dormant Barack Obama account, Sephora, and Space Force head John Bentivegna, with accounts then resold in minutes.
Hackers switched a VPN near a target’s region and asked AI support for a password reset and email change, and AI sent a code to the new email.
Meta told 404 Media that the exploit “has been resolved and we are securing impacted accounts.”
Why it matters: This isn’t the first AI support story gone wrong, and won’t be the last — but the bigger issue might be the reach of a company like Meta (which has frontier AI ambitions) turning its entire support process over to a tool so easily exploited. Hackers might not need Mythos-level capabilities… Sometimes you just have to literally ask.
Alphabet raises $10B from Berkshire as part of $80B equity capital raise
Yesterday Alphabet announced a massive $80B equity capital raise to secure compute and finance data center expansion.
The raise will be broken up into a few initiatives over the course of this year. Berkshire Hathaway will buy $10B worth of shares at a roughly 6% discount from Monday’s closing stock price. Another $30B will consist of underwritten public offerings, and the last $40B will be staggered common stock offerings beginning in Q3 2026. All the shares Alphabet will sell are brand new, meaning the plan is slightly dilutive for existing shareholders.
A lot of opinions on the timeline about this deal this morning. I’ve seen a number of people theorizing that Alphabet is sucking up liquidity/ AI demand from investors before they’d be able to buy an Anthropic or OpenAI IPO. Rihard Jarc gave a few less-conspiratorial explanations — one being that Alphabet is seeing demand for Gemini go up, and so it’s going to invest more in compute and scale. And Ben Thompson had, per usual, a solid piece on the raise this morning. He wrote:
The first question is why did Google issue equity instead of debt? Debt is, all things being equal, the preferred instrument for investment: the proceeds of the latter pay off the former, and existing equity holders reap all of the benefits. Equity, on the other hand, removes the risk of debt, but at the cost of giving up a share of future profits[…]
That leads to what may be the Occam’s Razor explanation: Google is also going to start issuing a lot more debt as well, which is to say that everyone continues to underestimate the amount of demand there is for compute. Of course that’s not far off from a more bearish interpretation: Google is uncertain about the return on investment of all that capex, and would prefer to share the risk (along with the upside). If there isn’t a substantial debt issuance down the road then this might be the right answer.
You can read Alphabet’s press release for the raise here.
— Brandon
POTUS signs revised AI EO:
On Tuesday, President Trump signed an AI-themed executive order after all, though it’s reportedly “scaled back” from the previous, never-finalized version. The new order — signed privately rather than in a planned-then-canceled public ceremony — requests that AI companies submit their new models for a voluntary government review at least 30 days before their public releases. (Previous versions had also been voluntary, but asked for a 90-day pre-release submission window.) Politico reports that former AI czar (and friend of the pod) David Sacks was instrumental in shutting down the first version of the order, and that some Silicon Valley insiders were still pushing for just 14 days of advance review rather than a full 30.
X debuts “React with Video” feature:
In their latest attempt to keep up with the endless scroll video apps of the world, X introduced a new feature encouraging users to respond to posts with a custom video, rather than just clicking like or writing a text response. The in-app created videos closely resemble TikTok or Instagram “reactions,” with users’ selfie footage hovering over the original content as they provide their analysis and commentary. Currently, the feature is only available for iOS users, but product lead Nikita Bier suggests it’s coming to Android and the web “soon.”
Gigascale announces climate tech fund:
The venture firm is led by former Meta CTO Mike Schroepfer. Their new $250 million fund backs founders who are building out the “physical economy” through the lens of climate tech. Think energy and energy grid disrupters, companies mining critical materials, and so forth. TechCrunch notes that Schroepfer is bucking a trend here, going all in on climate concerns even as the industry has shifted to a focus on building AI infrastructure and expanding our energy footprint by essentially any means possible. The thesis is that there are still ways to ramp up America’s compute through clean power technology, particularly solar, and that the sudden, drastic need for more electricity is actually an opportunity for climate tech companies, not a setback.
Anthropic confidentially files for IPO LINK
Anthropic has confidentially submitted its IPO prospectus to the SEC, putting the Claude maker on track for a share sale that would give investors a way to bet on artificial intelligence.
The filing gets Anthropic ahead of OpenAI, which is preparing its own confidential paperwork, though the company said any public offering will hinge on market conditions and the SEC review.
Anthropic’s revenue run rate has climbed to $47 billion from $10 billion in annual revenue last year, and it closed a funding round last week at a $965 billion valuation.
Alphabet raises $80 billion for AI buildout LINK
Alphabet is pulling in $80 billion through new equity offerings, an unusually large fundraise aimed at expanding Google’s footprint in AI hardware and pouring money into its chip-making operation.
The plan includes $40 billion in new stock dripped into the market starting in the third quarter, plus $30 billion in underwritten shares and mandatory convertible preferred stock backed by Goldman Sachs, JPMorgan, and Morgan Stanley.
Berkshire Hathaway is putting up $10 billion for shares, and the money is meant to scale up Google’s tensor processing units, or TPUs, which have been competing internally with Nvidia’s GPUs.
Florida becomes first state to sue OpenAI over child safety risks LINK
Florida has filed the first state-level lawsuit against OpenAI and CEO Sam Altman personally, treating ChatGPT as a defective product and seeking civil penalties along with a court order blocking data collection from children under 13.
Attorney General James Uthmeier’s complaint brings 10 counts including product liability, negligence, and fraudulent misrepresentation, citing the April 2025 FSU mass shooting where the gunman exchanged over 270 messages with ChatGPT about weapons and campus locations.
The suit lands weeks before OpenAI’s expected IPO filing at a valuation of up to $1 trillion, alleging the chatbot causes addiction in young users, lacks parental oversight tools, and contributed to deaths of two University of South Florida graduate students.
Meta captures employee emails for AI training LINK
Meta is logging how its employees work on their computers through a program called the Model Capability Initiative, feeding the data into AI training across more than 200 apps and websites, according to internal documents seen by Reuters.
The MCI tool tracks mouse movements, clicks, navigation patterns, code changes, browsing history, device sleep cycles, and clipboard actions, and also captures the contents of emails and chats sent to US-based employees, including from overseas colleagues.
Meta says the tool is installed only on US devices and analyzes interaction behavior rather than message substance, but workers report data usage spikes that burned through a month of home internet in days, suggesting continuous uploading.
China’s military obtained Nvidia chips despite US curbs LINK
A new report reveals that China’s People’s Liberation Army has spent years acquiring Nvidia AI chips, including models blocked by US export controls, undermining Washington’s effort to keep American hardware out of Beijing’s military programs.
Wirescreen reviewed roughly 3,800 procurement records and found about 500 cases between 2019 and 2025 where Chinese military units sought A100, A800, H100, and H800 chips for nuclear simulations, war games, cyber operations, and weapons research.
A separate Bloomberg review found at least seven Chinese universities tied to the armed forces, including blacklisted Beihang and Northwestern Polytechnical, sought access to Nvidia’s H200, the most powerful AI chip Washington still permits for sale in China.
What Else Happened in AI on June 0-2nd 2026?
Anthropic announced it has filed with the U.S. Securities and Exchange Commission to go public, officially pushing forward on the race with OpenAI to hit the open markets.
Apollo’s chief economist shared data claiming “zero evidence of job losses because of AI”, saying that “cheaper technology is creating more demand and more jobs.”
MiniMax released M3, an open-weight model it claims tops GPT-5.5 and Gemini 3.1 Pro on coding benchmarks while approaching Anthropic’s Opus 4.7.
OpenAI started construction on ‘The Barn’, a 1 GW Stargate data center campus in Michigan, promising 2,500 union jobs and $45M in Codex credits for in-state students.
Florida’s AG brought the first state-led lawsuit against OpenAI and CEO Sam Altman, alleging ChatGPT played a role in planning mass shootings and instances of self-harm.
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List of Freely available programming books - What is the single most influential book every Programmers should read
- Bjarne Stroustrup - The C++ Programming Language
- Brian W. Kernighan, Rob Pike - The Practice of Programming
- Donald Knuth - The Art of Computer Programming
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- Ellis Horowitz - Fundamentals of Computer Algorithms
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- The Art of Unix Programming
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- Practices of an Agile Developer
- Don't Make Me Think
- Agile Software Development, Principles, Patterns, and Practices by Robert C. Martin
- Domain Driven Designs by Eric Evans
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- Best Software Writing I by Joel Spolsky
- The Practice of Programming by Kernighan and Pike
- Pragmatic Thinking and Learning: Refactor Your Wetware by Andy Hunt
- Software Estimation: Demystifying the Black Art by Steve McConnel
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- Hackers: Heroes of the Computer Revolution
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- The C++ Programming Language (3rd edition) by Stroustrup
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- Hackers and Painters: Big Ideas from the Computer Age
- The Soul of a New Machine by Tracy Kidder
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- Zen and the Art of Motorcycle Maintenance by Robert M. Pirsig
- About Face - The Essentials of Interaction Design
- Here Comes Everybody: The Power of Organizing Without Organizations by Clay Shirky
- The Tao of Programming
- Computational Beauty of Nature
- Writing Solid Code by Steve Maguire
- Philip and Alex's Guide to Web Publishing
- Object-Oriented Analysis and Design with Applications by Grady Booch
- Effective Java by Joshua Bloch
- Computability by N. J. Cutland
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- The Alchemist by Paulo Coelho
- Smalltalk-80: The Language and its Implementation
- Writing Secure Code (2nd Edition) by Michael Howard
- Introduction to Functional Programming by Philip Wadler and Richard Bird
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Health Health, a science-based community to discuss human health
- What you need to know about the cyclospora outbreakby /u/BulwarkOnline on July 15, 2026 at 8:36 pm
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- Everything I’ve eaten as a paranoid vegetarian to avoid the explosive diarrhea parasite sweeping the USby /u/theindependentonline on July 15, 2026 at 8:02 pm
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- Pete Hegseth says the military will test service members’ testosterone levelsby /u/nbcnews on July 15, 2026 at 6:59 pm
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- Why we still don’t know what foods are the source of the cyclospora outbreakby /u/marji80 on July 15, 2026 at 6:54 pm
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- The Key Difference Between Regular Diarrhea And Cyclosporiasis, The Summer’s Explosive Diarrhea Illnessby /u/huffpost on July 15, 2026 at 4:48 pm
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Today I Learned (TIL) You learn something new every day; what did you learn today? Submit interesting and specific facts about something that you just found out here.
- TIL that Lionel Messi was diagnosed with Growth Hormone Deficiency (GHD) at age 11 and required daily Human Growth Hormone (HGH) injections until he was 14 just to reach an average height.by /u/guy_rocco on July 16, 2026 at 4:28 am
submitted by /u/guy_rocco [link] [comments]
- TIL that South Korea sends auxiliaries to the US Army, who are administered and equipped under the US Army to augment US forces in Korea. SK is the only country with such an arrangement.by /u/TheDwarvenGuy on July 16, 2026 at 12:58 am
submitted by /u/TheDwarvenGuy [link] [comments]
- TIL that the modern strawberries we eat today were a hybrid of two strawberry cultivars from Chile and North America. The Chilean one was brought to France by Amédée- François Frézier. When the two were planted together, the modern strawberry was born.by /u/Recent_Flounder6011 on July 15, 2026 at 11:24 pm
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- TIL the oldest attested name for Japan is "倭" ("wa"), which was actually a Chinese word meaning "submissive" or "dwarf". The Japanese realised the label was offensive and, in the 8th century, started instead using "和" (also "wa"), meaning "harmony".by /u/NateNate60 on July 15, 2026 at 11:09 pm
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- TIL the girl who first suggested the name Pluto when it was discovered in 1930 at age 11, lived to see Pluto demoted to a "dwarf planet" in 2006.by /u/fanau on July 15, 2026 at 10:51 pm
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Reddit Science This community is a place to share and discuss new scientific research. Read about the latest advances in astronomy, biology, medicine, physics, social science, and more. Find and submit new publications and popular science coverage of current research.
- Americans’ view of the drug crisis: Republicans are starting to feel worse over time about the general state of the drug problem, while Democrats are generally feeling a little bit better. This partisan effect has grown since the mid-2010s.by /u/mvea on July 15, 2026 at 9:48 pm
submitted by /u/mvea [link] [comments]
- Likweli: A remarkable new species of Colobus monkey from the Lomami National Park, Democratic Republic of Congoby /u/Kolderke on July 15, 2026 at 8:36 pm
submitted by /u/Kolderke [link] [comments]
- Parent-teen conflict can reverberate for decades and even influence how connected families feel generations later. Harsh parenting in adolescence set off a chain reaction: Strained parent-child relationships in adulthood made it harder for grandparents to build strong ties with grandchildrenby /u/Wagamaga on July 15, 2026 at 7:33 pm
submitted by /u/Wagamaga [link] [comments]
- Researchers take inspiration from deep-sea sponges to design material with dual mechano-fluidic propertiesby /u/berkeley_engineering on July 15, 2026 at 6:34 pm
submitted by /u/berkeley_engineering [link] [comments]
- Horses recognize a predator on a video screen with no sounds or smells for context, a study finds. Sensors showed horse heart rates increased when they viewed wolves, but they kept a poker face – overall displaying an unexpectedly high level of cognitive processing for prey animals, researchers say.by /u/memorialmonorail on July 15, 2026 at 6:26 pm
submitted by /u/memorialmonorail [link] [comments]
Reddit Sports Sports News and Highlights from the NFL, NBA, NHL, MLB, MLS, NCAA, F1, and other leagues around the world.
- Messi and other Argentina players looking at Jordan Pickford’s bottle which contained notes and instructions on where the Argentinians tend to place their penalties and what to do.by /u/PrimedGold on July 16, 2026 at 2:50 am
submitted by /u/PrimedGold [link] [comments]
- Haha, excellent end.by /u/L_Davalos_210 on July 16, 2026 at 2:30 am
submitted by /u/L_Davalos_210 [link] [comments]
- Argentina could face disciplinary action for displaying Falklands banner after beating Englandby /u/Tackit286 on July 16, 2026 at 1:55 am
submitted by /u/Tackit286 [link] [comments]
- Jude Bellingham slaps Barco on the back of the head after losing to argentinaby /u/Fit-Case1093 on July 15, 2026 at 9:34 pm
submitted by /u/Fit-Case1093 [link] [comments]
- Argentina defeats England 2-1 and advances to the World Cup Finalby /u/xggq on July 15, 2026 at 9:04 pm
submitted by /u/xggq [link] [comments]
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