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Computed, not curated: the articles with the most reader engagement (votes, clicks through to the source, rabbit holes explored) across every category in the current issue.

What readers loved most this week, from every stream

Issue 7 · Friday, November 6, 2026 · see the latest

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r/LocalLLaMA cheers a Qwen statement that future Qwen 4 and Qwen 5 models will stay open source

A window into how much the open-weights crowd depends on Alibaba's Qwen, and how far it trusts a corporate 'forever' promise.

The post answers rumors from the previous few days that Qwen4 would be the last open-weight Qwen series and that later models would be available only through an API. It shares an image of a statement it attributes to Qwen head Liu Dayiheng, saying future Qwen 4.0 and Qwen 5.0 models will continue to be open source, that AI's value should not belong to only a few people, and that the series has passed 3 billion downloads, 460 open-source models and 300,000 derivative models. We could not find a separate report of the Qwen 4/5 wording; 36Kr reported very similar remarks, and the same figures, from Liu's first appearance as Qwen's leader at Alibaba's conference in Hangzhou on September 22.

It was the top thread of our sweep relative to community size: about 4,800 upvotes and 500 comments in a 329,000-member community. The most-upvoted replies celebrate the pledge; others praise how capable Qwen's models are for their size. Skeptics point out that a company's 'forever' promise lasts only as long as its current management and business conditions, and a few add that it holds only as long as China's government allows it.

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Midterm Election Day passes without major cyber incidents; a few state websites strain under bot traffic

GovTech's roundup separates the real glitches (ballot scanners, website outages) from anything that touched the vote count.

The November 3 US midterms passed without significant cyber incidents, GovTech reports. Overnight reports from the election-security information-sharing center described one office facing failed exploitation attempts, a small number facing denial-of-service attacks or heavy web traffic, brief website interruptions, misleading text messages and a handful of bomb threats; none appeared to significantly limit voting. Former CISA director Chris Krebs told NPR it was "just another Tuesday on the internet."

Washington Secretary of State Steve Hobbs confirmed a cyberattack on his office's website, KOMO reports; some pages were briefly unavailable amid bot traffic, and he said the counties' tabulators are not connected to the internet. Colorado's election-night results site went down for about 45 minutes; its vendor, SOE Software, blamed unusually high automated traffic from results-scraping services across several vendors, and the state said ballots and results were unaffected.

The biggest problems were not cyberattacks: ballot scanners rejected ballots in most of Westchester County, New York, after a late programming change, and some Pennsylvania scanners jammed.

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Researchers find residential proxy traffic exiting through the White House network, letting anyone rent its IP addresses

Layer3's post shows the data; Krebs adds that one of the proxy services traced there has a Russian founder tied to the 2016 election-system hacks.

The security firm Layer3 Intel says its residential proxy monitoring routed traffic out through AS2650, the network of the Executive Office of the President, 236 times between October 5 and November 3, from six addresses on 26 of 30 days, via 28 different proxy services. Residential proxy services sell the use of ordinary people's devices so traffic appears to come from their networks, often via SDKs bundled into free apps. Layer3 says anyone could buy this access for a few dollars, that other detection services also list the addresses as proxy exits, and that the evening-heavy timing suggests an infected personal device rather than guest Wi-Fi.

KrebsOnSecurity reports that Synthient linked the activity to Windows 11 installations of Infatica, a proxy service whose founder's hosting firm, King Servers, hosted most of the addresses Russia used against Arizona and Illinois election systems in 2016. Synthient's Ben Brundage says some resellers charge as little as 60 cents a gigabyte. Layer3 says it will share its logs with agencies.

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OpenAI cuts its funding target to $20 billion after raising about $11 billion of the $30 billion it first sought

The Next Web pulls together the WSJ, FT and CNBC reporting on the round, its valuation and who is still expected to invest.

OpenAI has secured about $11 billion in its latest funding round, less than half of the $30 billion it first sought, The Wall Street Journal reported, citing people familiar with the matter; interest from some large investors was "tepid." The Financial Times reported that the company cut the target by $10 billion to about $20 billion, and CNBC confirmed the new target, citing a person who said the round is still open and the figures could change. The Next Web summarizes all three.

The round values OpenAI at $1.25 trillion after the new money, down from the $1.4 trillion it first pitched, the FT reported. OpenAI told shareholders it expects to raise more in the coming weeks, including from family offices and wealthy individuals, per the WSJ. The FT says UAE investors, including state-backed MGX, are likely to be the largest backers, with SoftBank, Founders Fund, Coatue, Sequoia and Andreessen Horowitz also planning to invest. OpenAI plans to list as soon as early next year.

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r/technology and r/cybersecurity react to TRM Labs attributing the record $6.36 billion Binance theft to North Korea

TRM's minute-by-minute reconstruction shows how an attacker emptied hot wallets on ten blockchains in about 20 minutes.

The threads link a TRM Labs report on the theft of about $6.36 billion from Binance wallets on ten blockchains, most of it in roughly 20 minutes starting at 20:05 UTC on October 29. TRM calls it the largest crypto theft on record, about four times the $1.5 billion Bybit hack of 2025, and attributes it with high confidence to TraderTraitor, which it describes as North Korea's premier hacking unit. TRM says the attacker likely gained the ability to make Binance's hot-wallet signing system sign arbitrary transactions; on Ethereum it used pre-signed EIP-7702 authorizations to take over a wallet. Binance had not published a root cause. As of TRM's snapshot, about $2.7 billion had been frozen, led by Tether and Circle.

About 34,000 upvotes in r/technology and 1,200 in r/cybersecurity. Top replies point out that an industry built on avoiding regulation ends up wanting governments to step in, question keeping crypto on an exchange at all, and ask who actually bears the loss.

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r/LocalLLaMA on Revolut cutting its AI coding costs about 90% by self-hosting an open model instead of Claude

A rare inside look at the numbers behind a large company moving its engineers from a paid AI service to a model it runs itself.

The Register reports that Revolut says it cut its AI coding inference costs by roughly 90 percent in under a year by making self-hosted models its default rather than relying mainly on commercial services such as Claude. Speaking at the AI Engineer conference in New York, ops and infrastructure lead David Abitbol said the fintech rolled AI coding tools out to about 2,000 engineers, adopted Z.ai's open-weights GLM-5.1 and now serves GLM-5.3 on 56 Nvidia B200 GPUs. Self-hosting cost about $0.30 per million tokens, roughly a tenth of Codex or Claude Code, and he said cheap tokens let engineers hand the AI debugging and ticket work, which is where the biggest gains came from. He also called very long context windows "a scam" in practice.

About 1,900 upvotes and 340 comments in a 329,000-member community. The top reply says this is why running models locally is not a waste of time; another argues that self-hosting means a company knows exactly which model it is running, while a cloud provider can change it without notice. One commenter who says they know people at Revolut describes its engineering culture as cautious.

Cascadic Analysis 1
UndertowDelayed Consequence / False Success Problem

What hidden risk could pull against this, even if the news is good?

The savings are measured right away: about $0.30 per million tokens, roughly a tenth of Codex or Claude Code, and the biggest gains came from handing AI debugging and ticket work. The quality of that work shows up on a slower clock, in code that ships and tickets that come back. A 90% cost cut is real; whether the cheaper model's fixes hold up is a separate question the cost figure can't answer, and one worth tracking alongside it.

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Oil falls more than 14% in a week as the US and Iran talk and Vance blames the war for midterm losses

CNBC's daily oil reports trace a fast reversal: from pricing in post-election strikes on Iran to betting on a deal.

Crude prices dropped sharply in the first days of November. Oil fell more than 7% on Monday, November 2, after Washington and Tehran signaled openness to a settlement, and fell again Tuesday, with Brent settling at $103.60 and WTI at $96.09, CNBC reports. CNBC also cites a Wall Street Journal report that the US struck Iran's Qeshm Island on Monday as part of 'limited strikes' in recent weeks.

On Wednesday, after Democrats swept Congress, Vice President JD Vance posted 'The reason we lost is the war.' WTI fell 8.3% to $88.12 and Brent 8.7% to $94.62, leaving oil down more than 14% for the week. Analysts told CNBC the market now expects Trump to have a bigger incentive to make a deal; Trump told the Financial Times he had no immediate plans to strike Iran. Others warned the selloff may be overdone and that escalation risk remains, with ship attacks continuing in and around the Strait of Hormuz.

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Anthropic's amended IPO filing: $17 billion in third-quarter revenue, slowing growth and $895 billion in compute commitments

CNBC pulls the key numbers from the amended S-1, the first look at Anthropic's third quarter before its roadshow.

Anthropic filed an amended Form S-1 with the SEC on Monday, November 2, adding third-quarter financials to the IPO prospectus it published the week before, CNBC reports. Revenue for the nine months to September 30 was $33.24 billion, up roughly 1,200% from a year earlier. Third-quarter revenue was about $17 billion, but growth slowed quarter over quarter: about 47%, down from 144% in the second quarter and 132% in the first.

The company reported a $104 billion net loss for the nine months, mostly from changes in the fair value of convertible notes and derivative liabilities; the third-quarter loss was $23.29 billion. Anthropic disclosed purchase commitments and leases totaling about $895.4 billion, almost all for compute and infrastructure, and said compute and infrastructure expenses rose 329%.

A separate CNBC piece notes the filing landed in a rough week: Microsoft, Alphabet and Amazon results added to worries about AI spending and the borrowing costs of the data center companies Anthropic relies on. No pricing or listing date was announced in the window.

Cascadic Analysis 1
UndertowDelayed Consequence / False Success Problem

What hidden risk could pull against this, even if the news is good?

The headline number looks like runaway success: nine-month revenue up about 1,200%. The obligations run on a different clock: about $895 billion in purchase commitments and leases, almost all for compute, while quarter-over-quarter growth slowed from 144% to 47% and compute and infrastructure costs rose 329%. Revenue is counted as it arrives, but commitments of that size are judged years later, and the filing alone can't show which way that will land.

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Tesla and SpaceX lose about $456 billion in two days as Musk-backed candidates lose the midterms

CNBC explains why investors expect congressional probes and tougher data center rules in Texas, where both companies are building AI infrastructure.

SpaceX shares fell about 9% and Tesla about 11% on Thursday afternoon, November 5, and by the close the two companies had lost about $456 billion in combined market value since Tuesday's election, CNBC reports. The drop came alongside a broad tech selloff.

Elon Musk was the biggest donor to Republican candidates and causes in the midterms, with more than $470 million, according to the Financial Times, and most of the candidates he backed lost. In Texas, where both companies are headquartered, Democrats won the Senate and governor races; Governor-elect Gina Hinojosa campaigned on a moratorium on new data center approvals. Deutsche Bank analysts wrote that SpaceX could face 'incremental headwinds' and that its Texas compute capacity, including the planned Terafab chip and data center site in Grimes County, could be delayed.

CNBC also reports that, citing CNN, Musk and SpaceX have been told to preserve records on Starlink restrictions in Ukraine, and that regulatory scrutiny could complicate Musk's idea of merging the two companies.

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A Virginia hawk found grounded in a driveway turns out to be 'too darn fat to fly'

UPI relays the wildlife center's deadpan diagnosis, and the neighbor's vanishing chickens explain everything.

An adult female red-shouldered hawk found sitting in a resident's driveway about a mile from the Southwest Virginia Wildlife Center in Roanoke was not hurt, UPI reports: she was simply too heavy to fly.

Rescuers checked her for broken bones, lead poisoning, eye problems, head trauma, emaciation and bruising and found nothing. The center's veterinarians said she weighed 2 pounds, nearly a pound over normal for a female of her species, and that they "couldn't even palpate her keel due to the heavy layer of fat covering it."

The woman who found the bird asked around and learned that a neighbor's free-roaming chickens had been "disappearing at an alarming rate" for weeks. The center said the hawk had been eating her fill and napping in nearby trees. She is now on a weight-loss diet, and the center asked residents to keep chicken runs covered so they don't "indirectly" feed wildlife.

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r/technology on Business Insider's look at tech figures reacting to Democrats winning Texas

A snapshot of how tech investors who moved to Texas reacted, in their own posts, when the state elected Democrats statewide.

The thread links a Business Insider article reporting that Texas voters chose Democrats James Talarico for the Senate and Gina Hinojosa for governor, despite heavy Republican spending backed by Elon Musk. It says no Democrat had won statewide in Texas since Ann Richards in 1990, and that Talarico is the first Democrat to win a Texas Senate race since Lloyd Bentsen in 1988. The article collects reactions from tech figures who moved to the state: investor Jason Calacanis wrote on X that he never expected Texas to turn blue; his All-In co-host Chamath Palihapitiya said on a livestream that the way to sink the AI trade runs through West Texas power for data centers; Hello Patient CEO Alex Cohen posted "RIP AI it was fun while it lasted." LinkedIn cofounder Reid Hoffman, a Democratic donor, called the results "an overwhelming wave against Trump and his cronies."

About 54,000 upvotes and 3,000 comments in an 18-million-member community. Most top replies focus on Musk and are sharply critical of him; one argues Texas would have stayed red had he kept out of politics, and a self-described IT director says he is puzzled that tech work is so often linked with the political right.

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Stocks jump the day after Democrats sweep Congress, as Trump says he accepts the results

Two CNBC pieces explain why Wall Street cheered a divided government, and why big cloud companies rose while smaller AI cloud firms fell.

US stocks rallied on Wednesday, November 4, after Democrats won control of both the House and the Senate in Tuesday's midterm elections. The S&P 500 gained more than 1%. CNBC reports that strategists credited President Trump's statement overnight, to The New York Times and The Wall Street Journal, that he accepted the results and would work with Democrats, which eased fears of a drawn-out fight over the outcome.

The biggest tech companies led: during the session Amazon rose 8%, Alphabet more than 6%, Apple nearly 7%, Microsoft 4% and Meta 3%. JPMorgan Asset Management's David Kelly said divided government means 'moderation in growth, moderation in inflation, less uncertainty.' Stocks tied to the AI data center buildout and to Elon Musk fell: CoreWeave dropped 10%, after voters sided against data centers in 40 of 41 local ballot measures, according to CNBC.

The rally did not last: the next day the market gave back those gains and more.

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Antarctic blue whales have grown about tenfold since whaling ended, to roughly 4,000, but are still under 2% of their old numbers

The first population assessment in over 20 years, with the numbers and the caveats straight from the researchers.

What happened: A study in the journal Endangered Species Research (Nov. 5 issue), led by Zoe Rand of the University of Washington, gives the first population assessment of Antarctic blue whales in more than 20 years. The team estimates about 4,018 whales in 2024, up from roughly 418 after the last reported catch in 1973, with growth of about 4.5% a year. The model puts their pre-whaling population at around 205,900.

Why it matters: The largest animal ever known was hunted down by 99.8%; the study shows protection is working, but the authors say a return to pre-whaling numbers will take more than a century.

How much agreement is there? Broad agreement that the recovery is real and welcome. The uncertainty is in the counting: the estimate's range runs from about 1,900 to 8,400 whales, and Phys.org notes few ship surveys have been done in the Southern Ocean since 2004.

Could someone help? Monitoring is the gap researchers point to: ship surveys are rare and costly, and scientists are working on ways to count whales by listening for them (acoustic monitoring).

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House Democrats introduce a resolution opposing any federal bailout if an AI bubble bursts

The release has the resolution's specific commitments and the lawmakers' and endorsing groups' reasoning in their own words.

Rep. Greg Casar, chair of the Congressional Progressive Caucus, and Rep. Maxine Waters, the top Democrat on the House Financial Services Committee, introduced a resolution on Oct. 29 warning of the economic risks of an AI-related asset bubble and opposing a bailout of companies or executives if it collapses. Eleven other Democrats joined them.

The resolution says AI-related firms hold "trillions of dollars in debt, much of which is raised in opaque and unregulated private credit markets," and that the stock market's price-to-earnings ratio is almost as high as at the peak of the 1990s tech bubble. Its sponsors commit to opposing emergency lending or capital injections for insolvent AI firms and "golden parachutes" for executives, and to backing direct help for workers and retirees, such as unemployment insurance and automatic stabilizers, in a downturn.

"A.I. companies that fail should go bankrupt," Casar said. Groups including the American Federation of Teachers, Americans for Financial Reform and the Future of Life Institute endorsed it. A resolution states a position; it does not change the law.

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Tame Impala and JENNIE's 'Dracula' jumps straight into the Halloween canon with its best streaming day ever

Billboard's piece compares it with 'Thriller,' 'Monster Mash' and 'Ghostbusters' and asks whether a current hit can become a holiday staple.

"Dracula," Tame Impala's song with a viral remix featuring JENNIE, had its biggest day yet on Halloween: 2.8 million official on-demand U.S. streams on Oct. 31, according to Luminate, a new single-day high by a nearly 40% margin, Billboard reports. Rolling Stone says the original and the remix together drew 16 million global on-demand streams from Oct. 30 to Nov. 1.

It still trailed the perennial favorites on Oct. 31: Michael Jackson's "Thriller" (10 million), "Monster Mash" (7 million) and Ray Parker Jr.'s "Ghostbusters" (6.6 million). But Billboard says it led 21st-century spooky songs comfortably, ahead of Rihanna's "Disturbia" (2 million) and Lady Gaga's "Bloody Mary" (1.4 million). The song, in its 58th week on the Hot 100, has topped Billboard's Radio Songs chart for seven weeks.

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r/Economics on stocks surging after Democrats won both chambers of Congress

CNBC's live blog follows the day the Dow had its best session since April 2025, and the reasons traders gave for it.

The thread was posted on a CNBC live blog that, overnight, reported Dow futures jumping after the midterms. By the close on Wednesday, November 4, CNBC reports, the Dow rose 1,569.40 points, or 3.03%, to 53,356.12, with the S&P 500 up 1.58% and the Nasdaq up 1.44%. CNBC says Democrats won majorities in the House and Senate, removing political uncertainty; U.S. crude fell more than 8% after Vice President JD Vance blamed the Iran war for Republican losses; and Trump told The New York Times he was "absolutely willing" to accept the results. Jay Woods of Freedom Capital Markets said "there will be gridlock and historically this is good for the market." Tesla fell in early trading.

About 9,000 upvotes in a 5.2-million-member community. The top reply warns against both blaming and crediting a party for a single day's market move; others agree with the gridlock argument, and several point to declines in Tesla and other companies whose leaders were close to the administration.

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r/news on Democrat Annie Andrews defeating Sen. Darline Graham in South Carolina

NBC's account of an upset in a state Trump carried by 17 points, with a striking fundraising gap behind it.

NBC News projects that Democrat Annie Andrews, a pediatrician, defeated Republican Sen. Darline Graham in South Carolina, making Andrews the state's first Democratic senator in more than 20 years. Gov. Henry McMaster appointed Graham in July after her brother, five-term Sen. Lindsey Graham, died suddenly; she then won the GOP nomination for a full term. NBC reports that Trump carried the state by more than 17 points two years ago, that Andrews raised more than $4 million in the final pre-election period against about $90,000 for Graham, and that the GOP-aligned Senate Leadership Fund spent $13 million backing Graham. In debates, Andrews called Graham a "rubber stamp" for Trump's agenda, and Graham accused Andrews of having "flip-flopped on everything."

About 52,000 upvotes and 3,900 comments in a 29-million-member community. The top reply criticizes the choice to run the late senator's sister; others call it one of the biggest upsets they can remember, including a commenter who says they have voted Democratic in South Carolina for 25 years.

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r/news and r/Music on Abdul El-Sayed winning Michigan's Senate race over Mike Rogers

One of the cycle's most-watched Senate races, with a celebrity subplot: Bruce Springsteen and Nicki Minaj backed opposite sides.

FOX 2 Detroit (via FOX 11) reports that Democrat Abdul El-Sayed beat Republican Mike Rogers in Michigan's U.S. Senate race, for the seat left open by retiring Democrat Gary Peters, after a campaign it describes as bitter, with personal insults on both sides. El-Sayed declared victory after 1:30 a.m., leading 52% to 46%, and the Associated Press called the race at 2:27 a.m. FOX 2 describes him as the first Muslim to win the seat. A Newsweek piece from election day, linked in the r/Music thread, reports that Springsteen endorsed El-Sayed on Instagram while Minaj appeared with President Trump at an October 25 rally and led chants for Rogers and gubernatorial candidate John James.

The r/news thread drew about 67,000 upvotes and r/Music's about 82,000, whose title says all the candidates Minaj endorsed lost by landslides (the linked article predates the results). r/news commenters call it a big win for the party's progressive wing and praise his victory speech. In r/Music, most replies are criticism of Minaj; others note that a celebrity endorsement carries little weight with voters.

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Democrats win the Senate with at least 54 seats, flipping seven, including Texas, Kansas and South Carolina; Alaska and Mississippi still uncounted

CBS's Senate live page has every call, Schumer's and Thune's reactions and the state of the two uncalled races; Reason puts the night next to 2006.

Democrats will control the Senate in January, CBS News and NBC News project, after the November 3 midterms. As of Thursday, November 5, the party had secured at least 54 seats. NBC lists seven flips: Iowa, Kansas, Ohio, Maine, North Carolina, South Carolina and Texas. Democrats also held Georgia, New Hampshire and Michigan, where Abdul El-Sayed beat former Rep. Mike Rogers and, CBS notes, becomes the first Muslim senator.

Among the upsets: James Talarico beat Attorney General Ken Paxton in Texas, the first Democrat Texas has sent to the Senate since 1988 (NBC); Elon Musk spent more than $150 million to boost Paxton, CBS reports. Pastor Adam Hamilton ousted Sen. Roger Marshall in Kansas, Troy Jackson defeated Sen. Susan Collins in Maine, and Annie Andrews beat Darline Graham in South Carolina. Republicans held Nebraska (Sen. Pete Ricketts over independent Dan Osborn), Montana and Florida.

The Alaska and Mississippi races were uncalled at the cutoff. Minority Leader Chuck Schumer vowed to "entangle" President Trump "in legislative razor wire" when he defies the law; Majority Leader John Thune said Republicans "will not stand idly by" as Democrats try to unwind their work. Trump told reporters he would "probably" get along with Democrats "unless they want to be destructive, but I have the power of the veto."

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Nasdaq falls 5.5% into a correction as AI stocks crash two days after the midterms

CNBC's stat sheet puts the day in context: the worst session since the April 2025 tariff shock, sector by sector, plus what past Nasdaq corrections did next.

US stocks had their steepest one-day drop since April 2025 on Thursday, November 5. The Nasdaq Composite fell 5.5% and closed more than 11% below its October record, which puts it in correction territory; the S&P 500 lost about 4.4% and the Dow about 1,833 points, or 3.4%, according to CNBC.

AI-linked stocks led the decline as investors weighed whether Democratic wins in Tuesday's midterms, including a Texas governor-elect who campaigned on a data center moratorium, could slow data center construction. The tech sector fell 7.3%, its worst day since March 2020; the iShares Semiconductor ETF dropped 12%. The 'Magnificent Seven' lost more than $1 trillion in market value, with Nvidia down more than 9% and now negative for the year. The VIX volatility index posted its biggest point gain since April 2025.

CNBC notes that across 10 Nasdaq corrections in the past decade, the index averaged a 9.41% gain over the three months after the bottom, with 2022 the main exception.

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Mississippi's Senate race is uncalled: Democrat Scott Colom leads Sen. Cindy Hyde-Smith by under 2,000 votes, with mail and affidavit ballots still out

WDAM has the Secretary of State's count and deadlines; Magnolia Tribune has both campaigns' statements and the independent candidate's spoiler math.

The U.S. Senate race in Mississippi was uncalled at the cutoff. By midday Thursday, November 5, Democrat Scott Colom led Republican Sen. Cindy Hyde-Smith by just over 1,700 votes, CBS reports; CBS rates it a toss-up. At the end of Wednesday's count, WDAM reports, Colom had 464,926 votes (49%) to Hyde-Smith's 463,788 (48.9%).

Secretary of State Michael Watson says about 3,600 mail ballots are outstanding, plus an unknown number of affidavit (provisional) ballots from voters whose eligibility must be confirmed. Mail ballots must arrive within five business days; counties have until November 13 to certify. Mississippi has no recount provision, so the plurality winner takes the seat. Colom's campaign estimates 15,000 affidavit ballots; Magnolia Tribune cites unconfirmed reports of up to 18,000.

The NRSC and Hyde-Smith's campaign asked all counties to separate and preserve affidavit ballots; Colom's campaign called it a "desperate stunt." The DSCC has sent lawyers to monitor the count. A Colom win would make him the first Democrat Mississippi has elected to the Senate since 1982, and its first Black senator since 1881.

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Japan's tax-free shopping becomes 'pay now, refund later' from Nov. 1: visitors pay the tax at the till and claim it back at departure

Time Out Tokyo has the practical traps (one opened snack can void a whole receipt); Nippon.com explains why Japan changed the system.

For purchases on or after Nov. 1, international visitors in Japan no longer skip the consumption tax (8% on food and non-alcoholic drinks, 10% on most other goods) at tax-free shops. They pay the full price and claim a refund after a customs check when they leave, Nippon.com reports. The split between general and consumable goods ends, along with the daily cap on consumables and the sealed anti-tamper bags; items must be bought within 90 days of departure and carried out personally.

Time Out Tokyo says the minimum spend stays ¥5,000 before tax per store per day. At the airport, travellers scan their passport at a tax-free kiosk before checking bags (or use Visit Japan Web), and customs may inspect goods. Refunds are per receipt, so eating one tax-free snack can void a whole bill; refunds go to a card, an app or, for cash buyers, a bank transfer. Nippon.com notes suspected resale of tax-free goods inside Japan, and a 2025 ruling-party proposal to scrap the exemption.

Instead of paying cash and mixing snacks with gifts on one receipt, pay by card and keep consumables on a separate bill, unopened, until you fly.

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MIT researchers say GPT-6 Astra can read and edit neural network weights directly; a critic says the headline result needed code

The original post has the experiments and full logs; Matthew Honnibal's rebuttal tables which ones really worked from raw weights alone, and Simon Willison tried one on a laptop model.

In a November 2 blog post, Rikiya Takehi, Jayden Teoh, Alex Zhang and Omar Khattab of MIT CSAIL report that OpenAI's GPT-6 Astra can "natively" read and write neural network weights, which they call Weight-Space Programming. Given only the raw numbers of small networks, Astra named which of four grid games each was trained on and what shape each of three diffusion models draws. It also wrote small game-playing networks from scratch. Asked to make the Qwen3.5-0.8B language model better at math without training, it found a cause of the model's reasoning loops and edited 0.016% of its weights; the authors say MATH-500 rose from 7.9% to 48.1% and IFEval from 21.0% to 62.3%. A similar attempt on Gemma 3 270M did not help. The logs are public on GitHub.

spaCy author Matthew Honnibal called the post misleading: by his count only three experiments, on networks of 17,000 to 172,000 weights, worked from raw weights with no tools, while the Qwen result used Python and up to 50 test runs of the model, much as a human ML engineer would. Simon Willison found that Qwen 3.8 27B on his laptop also named three of the four games from the published prompts, and wrote that some wider commentary on the paper did not feel justified.

Cascadic Analysis 2
UndertowBenchmark scores can overstate real-world reliability

What hidden risk could pull against this, even if the news is good?

The striking numbers, MATH-500 from 7.9% to 48.1% after editing 0.016% of Qwen's weights, come from the authors' own experiments, and the same approach did not help Gemma 3 270M. Matthew Honnibal counts only three experiments that worked from raw weights without tools, while the Qwen result used Python and up to 50 test runs of the model. Simon Willison found a 27B model on his laptop named three of the four games from the published prompts, so the gap between "reads weights natively" and what the logs show is worth checking before relying on it. The logs being public is what makes that check possible.

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UndertowWe don't completely understand why frontier models behave as they do

What hidden risk could pull against this, even if the news is good?

If the Qwen result holds, a model found a cause of another model's reasoning loops and changed a tiny fraction of its weights, a fix no person wrote and that the same method could not repeat on Gemma. Weights are not source code you can read line by line, so an edit that lifts test scores is not the same as an edit anyone can explain. Better scores show the change helped on those tests; they don't show what else in the model it touched.

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Belgian Prime Minister Bart De Wever offers his resignation over a budget deadlock; the king holds off and calls in the coalition leaders

Eunews explains the EU deficit rules behind the €10 billion fight; Anadolu has the palace statement and the king's options.

Belgian Prime Minister Bart De Wever offered his resignation to King Philippe on Monday, November 2, after his five-party coalition failed to agree on the 2027 budget and a roughly €10 billion savings plan through 2029. The palace said the king "is holding his decision in suspense" and would consult the majority parties' leaders from Tuesday; De Wever was due back at the palace on Friday, November 6, after the cutoff. The king warned that "the country cannot afford a prolonged political crisis."

The dispute reportedly pits the francophone center-right MR against the centre-left Vooruit and Les Engagés, according to the Belga news agency as cited by Eunews. Belgium ran a deficit of 5% of GDP last year against the EU's 3% ceiling and is under an EU excessive deficit procedure. Under Belgium's constitution the king can refuse the resignation, keep it pending to give the parties time, or accept it and leave a caretaker government with limited powers. In November 2025, De Wever instead asked for a 50-day extension. Unions have called a national strike for November 23.

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Voters side against data centers in 40 of 41 local ballot measures, and Democrats who ran against the buildout win in Ohio and Texas

CNBC tallies the 41 measures and the donor money that didn't work; Reason walks through the town-by-town bans.

There were 41 local ballot measures on data centers in 10 states on November 3, according to Ballotpedia, and voters sided against data centers in every one but Harwood, North Dakota, CNBC reports. Ohio had 21 of them; several towns wrote data center bans into their charters, some limited to so-called hyperscalers. Kansas towns including Emporia and El Dorado passed bans, and Joliet, Illinois, voters said no to an advisory question on AI data centers, Reason reports. The results are preliminary, and trackers' counts differ slightly.

The issue also ran at the top of the ticket. In Ohio, Sherrod Brown ousted Sen. Jon Husted after calling him "the face of data centers," and Governor-elect Amy Acton supports a "conditional moratorium." In Texas, Gina Hinojosa blamed Gov. Greg Abbott for the rapid buildout. In a CNBC voter poll, 56% said data centers were a crucial or major factor in their vote.

The industry's Data Center Coalition told Fox Business that data centers bring jobs, tax revenue and investment.

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The Great Pacific Garbage Patch may hold so much microplastic that it is changing the ocean's color, a satellite study suggests

CNN explains how researchers made plastic 'smoothies' in the lab to work out what microplastics look like from space.

What happened: University of Bergen researchers report in Communications Earth & Environment that 20 years of satellite data (2002-2022) show the water in and around the Great Pacific Garbage Patch getting brighter in blue and green wavelengths than the surrounding ocean, likely turning it cyan. Simulations with natural causes like phytoplankton didn't explain it well; adding microplastics did, CNN reports.

Why it matters: If it holds up, satellites could become a cheap way to estimate tiny plastic pieces that are otherwise counted by hand, and help solve where most ocean plastic ends up.

How much agreement is there? Some disagreement on the cause, not on the plastic problem. The authors say it is not yet proven that plastic is directly and exclusively behind the color shift and want to take measurements in the patch; an outside expert, Richard Thompson, calls detecting a plastic signal 'very challenging' but the findings important.

Could someone help? Cutting single-use plastic and joining beach and river cleanups keeps plastic from reaching the gyres; confirming the result needs direct measurements in the patch, which the team calls tricky and expensive.

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Google will switch off AI for K-12 students by default, but schools that ban AI entirely also lose Google Search

The New York Times report (republished by the Inquirer) has Google's education chief explaining the trade-off in his own words; CNBC covers the backlash and Google's reply.

Google announced on Nov. 3 that early next year it will turn off its AI tools in its software for K-12 students unless school administrators choose to turn them on, The New York Times reported (republished by The Philadelphia Inquirer). The catch: a school that restricts AI entirely also loses access to Google Search. "Search and AI are deeply integrated," Chris Phillips, Google's vice president for education, told the Times; students in such schools will see a message that search isn't available.

For districts that allow AI, Google says school accounts will get two search options from early 2027: search with AI Overviews and AI chats on, or search through Guided Learning, a student version of Gemini meant to walk students through problems without handing over answers. Google is also reversing an August change that had switched on AI features in Classroom by default.

CNBC reports that Sen. Bernie Sanders and New York Mayor Zohran Mamdani criticized the policy, and former FTC chair Lina Khan called it a sign of "the danger of allowing an unregulated monopolist to control an essential service." In a post on X, Google said Gemini, Gemini Notebook and Search are off by default and "schools are in control."

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UndertowRole underspecification / the Doorman Problem

What hidden risk could pull against this, even if the news is good?

Guided Learning is meant to walk students through problems without handing over answers, a job a teacher or tutor does with a lot of unwritten judgment about when a student needs a hint, a push or a break. Schools that switch it on are automating part of that role from its written description. Meanwhile schools that want no AI at all lose Google Search too, so the choice Google says leaves "schools in control" comes bundled with things a district may not want to give up.

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  • AI Overviews

    After exploring Google will turn off search for schools that reject AI, to see what the school accounts would be getting, read about AI Overviews.

    Explains Google's AI Overviews, the Gemini-generated answers shown at the top of search results since May 2024, and which sources a 2025 study found it cites most.

    Wikipedia · Wade · 5 min

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A House bill would require clothing labels to state each item's estimated microplastic content

Rep. Mace's release lays out what the bill would require and who would write the test method.

Rep. Nancy Mace (R-S.C.) introduced the Clothing Microplastic Transparency Act of 2026 on Nov. 5. It would require any company selling clothing to disclose the estimated mass of microplastic in each item on a stamp, tag or label. The Federal Trade Commission, consulting the EPA, would have one year after enactment to issue rules, including a standard test method companies must use to estimate the content. Violations would be treated as unfair or deceptive practices under the FTC Act.

"While current labels list fiber content, they do not disclose microplastics. Our bill puts the facts on the tag," Mace said.

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Karol G sets a TikTok Live record with 4.8 million entries to her album party in Mexico

Billboard Español reports the numbers and the setlist; Digital Music News explains TikTok's flagship live series.

Karol G drew 4.8 million entries and 3.6 million unique viewers to a TikTok Live performance on Wednesday, Nov. 4, which Billboard Español, citing a press release, calls the most simultaneous viewers ever for an artist on a TikTok Live. The one-hour set for TikTok LIVE Premiere, the platform's flagship live series, celebrated her album No Me Arrepiento de Sentir Tanto, Digital Music News reports.

About 2,000 fans were at Quarry Studios in Mexico for the show, where she performed 11 songs, including a remix of "BbY WOW" with DJ John Summit, Billboard Español reports. The album, released Aug. 7, debuted at No. 1 on Billboard's Top Latin Albums chart and spent 11 weeks there. The stream was a warm-up for the Latin American leg of her tour, starting with stadium shows in Monterrey on Nov. 6-8.

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A Suffolk town crier is certified as the world's loudest woman with a 105.9-decibel 'oyez'

Guinness tells how she got the job: her daughter said she could shout "chips" from one café and be heard at another a mile and a half away.

Brenda Willison, a town crier in Newmarket, Suffolk, England, now holds two Guinness World Records titles: loudest town crier (female) and loudest shout by an individual (female), Guinness World Records announced. On Sept. 9 she cried "oyez" at 105.9 dB (C-weighted), which Guinness compares to standing next to a snowblower or a blasting car horn. She said she had a cold and expects she can get louder.

She has been a town crier since 1987, when the Peterborough paper advertised for one. Unknown to her, her daughter wrote in that if Willison shouted "chips" outside one café at the country park where she worked, people could hear it at the other, a mile and a half away. Since then, Guinness says, she has cried at Buckingham Palace for the Queen Mother's 100th birthday and Queen Elizabeth II's Platinum Jubilee, and at the bridge over the River Kwai in 1995.

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You've reached the bottom of the creek.