Cascadity Audio
← All streams
CV

Community Views

How we cover this

Threads where a community figured something out together.

The most useful threads on Reddit

0

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.

Rabbit Holes 2
0

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.

Rabbit Holes 1
0

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.

0
Rabbit Holes 1
0

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.

Rabbit Holes 1
0

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.

Rabbit Holes 2
0

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.

Rabbit Holes 2
0

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.

Rabbit Holes 1
0

r/homeassistant: a custom smart-home dashboard with a live network map and planes flying past the house

Eye candy for smart-home tinkerers, and a sharp debate in the replies about whether dashboards this busy are actually usable.

A gallery post presents a densely designed Home Assistant dashboard. In replies, the builder says it is written entirely in custom JavaScript rather than standard cards, that the network map reads data from TP-Link Deco routers, that a Flightradar integration shows planes passing near the house, and that most of the configuration was done with an open-source AI tool connected to Home Assistant. The builder adds that it is too custom to reuse and is meant as inspiration.

About 700 upvotes in a 386,000-member community. The top reply calls it the most beautiful dashboard the commenter has seen; others say the layout is too crowded for daily use, with each card a different design to learn, and one argues that a good smart home should need so little intervention that it barely needs a dashboard at all.

Rabbit Holes 1
  • Home Assistant

    After exploring I will present my dashboard, the platform behind the dashboard is explained in Home Assistant.

    Wikipedia describes Home Assistant as free, open-source software for centralized home automation that acts as both a smart home hub and an integration platform across brands.

    Wikipedia · Wade · 5 min

    0
0

r/baseball: Milwaukee packs the streets, high-rises and even the river for the Brewers' World Series parade

Two of the week's most-watched clips capture a city's first title party, down to a pitcher catching a beer thrown from the crowd.

Two of the week's biggest r/baseball threads come from the Brewers' World Series parade on Friday, October 30. One video shows the route crowded from street level to high-rise windows, with people in kayaks on the river. The other shows a fan throwing a can of beer to pitcher Jacob Misiorowski on the team's parade vehicle, and Misiorowski catching it and drinking it. FOX6 Milwaukee reports that the Milwaukee Police Department estimated more than 750,000 people attended the parade or the rally at Henry Maier Festival Park, nearly 1.5 times the city's population, and said it may be the largest single-day event crowd in Wisconsin history.

Together the threads drew about 25,600 upvotes in a 2.8-million-member community. Fans who say they waited decades for a title trade congratulations; one notes the parade stopped in front of the Bob Uecker mural. Under the beer clip, many joke that Misiorowski has better hands than the Packers' receivers, while several of the top replies warn that throwing full cans at a bus full of people, including children, could badly hurt someone.

Rabbit Holes 1
0

r/homeassistant: a daily e-ink 'newspaper' on the wall shows train times, with Victorian, 1950s and Star Wars themes

A charming, practical build, and the builder explains the real limits of colour e-ink displays in the replies.

A London commuter shares a framed e-ink display that, at 5:20 every morning, shows whether their train is on time, the Jubilee line's service status and the day's weather, styled to look like a vintage newspaper or flyer. They write that they built it on Home Assistant with a Seeed E1004 frame and used Claude to get a working prototype, then made themes based on a Victorian newspaper, a 1950s magazine cover and Star Wars; AI tools refused to help with the Star Wars theme over copyrighted material, so they designed that one by hand. In replies, the builder says the frame wakes once a day, downloads one image and goes back to deep sleep, so a charge should last six months or more, and that a script converts each image to the screen's six ink colours.

About 1,300 upvotes in a 386,000-member community. Many replies ask for the code (the builder says they will try to post it); some call the look generic AI style, which the builder rejects at length, and several say the frame's price put them off.

Rabbit Holes 2
  • E Ink

    After exploring Finally did something! Made a daily e-ink display, the screen technology itself is explained in E Ink.

    Wikipedia describes E Ink as a brand of electronic paper display technology, commercialized by the E Ink Corporation, co-founded in 1997 by MIT undergraduates and a Media Lab professor.

    Wikipedia · Wade · 5 min

    0
  • Dither

    After exploring Finally did something! Made a daily e-ink display, the trick that lets six ink colours look like more is Dither.

    Wikipedia explains dithering as deliberately applied noise that hides quantization error and prevents patterns such as colour banding in images.

    Wikipedia · Wade · 5 min

    0
0

r/LocalLLaMA pushes back on a quote attributed to Sam Altman calling local AI 'a terrible allocation of scarce resources'

The thread is a lively case for and against running AI on your own machine, with both the economics and the ownership argument aired.

The post shares an image and a transcription of remarks it attributes to OpenAI CEO Sam Altman: that local inference (running AI models on your own computer) is "a terrible allocation of scarce resources," because it leaves part of the world's limited supply of memory chips sitting in personal computers that are in use only a small fraction of the time, while cloud data centers can keep that hardware busy. The poster adds a joking summary framing it as a seller explaining why you shouldn't own the product. We could not find the original interview or post the quote comes from, so treat the wording as the poster's.

The most-upvoted replies read the remarks as self-interested. Several argue that hardware people own is also used for gaming and rendering, and one compares the argument to dismissing personal computers in the 1970s. A minority concede that, in purely technical terms, shared cloud hardware is probably more efficient, while saying they still don't want a few companies controlling it. About 3,800 upvotes and 1,700 comments in a 329,000-member community.

Rabbit Holes 1
0

r/baseball and r/sports celebrate the Brewers' first World Series title

A neutral-fan party: the replies are full of the season's best numbers and plenty of goodwill for a small-market champion.

Milwaukee beat the Tampa Bay Rays 4-1 in Game 5 at Tropicana Field on Wednesday night to win the first World Series title in franchise history, AP reports: Jacob Misiorowski threw 5 2/3 scoreless innings, rookie Cooper Pratt had two hits and two RBIs, and catcher William Contreras was named Series MVP. The Brewers' only previous World Series, in 1982, ended in a Game 7 loss.

The r/baseball announcement drew about 21,100 upvotes in a 2.8-million-member community; a clip of the final moments in r/sports drew about 23,000 in a 21.8-million-member one. The top r/baseball reply lists what commenters see as the season's story: a first 100-win season, an 11-2 playoff record, and a sweep of the Dodgers on the way. Many fans of other teams call it well deserved and point to the young core. In r/sports, the top replies joke that Wisconsin will run out of beer, and one remembers the late broadcaster Bob Uecker.

Rabbit Holes 1
0

r/technology and r/environment react to reports of wolves entering Finnish villages near Google's cleared data center sites

A vivid local consequence of the AI data center rush, with regulators, villagers and Google all on the record.

Google's Finland country manager has apologized for unauthorized forest clearing near Muhos, Tom's Hardware reports, and Finland's licensing and supervision authority (LVV) has ordered the company to stop work there and near Otanmäki in Kajaani, where data centers are planned. Citing reporting by The Guardian, it says villagers report wolves and other wild animals moving into nearby villages; "We had wolves coming into the village because all the wild animals moved out of the forest," Otanmäki resident Anni Ranta is quoted as saying. Locals also complain of noise and browned streams. A Google spokesperson said the company "will fully comply with LVV's requests."

The r/technology thread drew about 45,500 upvotes in an 18-million-member community and the r/environment thread about 2,800 in a 1.5-million-member one. Replies are angry at Google; commenters call for large fines and years of required restoration, while others argue fines are too small to matter for a company that size. One explains why wolves are considered a keystone species.

Rabbit Holes 1
0

r/technology and r/news react to a leak naming more than 41,000 Homeland Security workers

WIRED's analysis shows what the leaked directory reveals about how DHS is organized; the threads show a sharply divided public.

Details of more than 41,000 Department of Homeland Security employees and contractors, including names, work email addresses, phone numbers and office locations, were published on Wednesday by the transparency group Distributed Denial of Secrets as an archive called "Icepick," WIRED and the BBC report. The groups say the data came from a hacking group calling itself the Department of Peace, via DHS's Okta single sign-on; Okta told WIRED it has no evidence its systems were compromised. WIRED says the records include undercover and surveillance programs; DHS said it is "aware of a potential breach."

The r/technology thread (WIRED) drew about 46,500 upvotes in an 18-million-member community and the r/news thread (BBC) about 43,600 in a 29.5-million-member one. Many top replies cheer the leak, quoting the hackers' note that "they have our information, so it's only fair that we have theirs"; others argue that names and work contacts of public employees should be public anyway, and some question why undercover immigration agents are needed.

Rabbit Holes 1
0

r/homeassistant: a huge upcoming release raises AI worries, and a core developer explains how they review code

A maintainer's candid account of how a big open-source project handles a flood of AI-assisted contributions.

The post is an image, titled "Who's excited?", about the size of the upcoming Home Assistant 2026.11 release. German Home Assistant blog simon42 reports the 2026.11 beta is out with the final release planned for November 4, and that it reads like three releases at once, with HACS (the community add-on store) becoming a built-in marketplace and support for Matter cameras.

The top reply, from user frenck_nl, who says the screenshotted post is his, explains that the release is big because of a large number of contributions, that bringing HACS in was only a few pull requests, and that AI shows up in many submissions. He writes that the team has added static checks and tuned automated Copilot reviews, that his analysis of 10,000 reviews found about 40% of review comments were repeats worth automating, and that human judgment still decides. Other commenters say they'll wait for a later point release, or doubt that a large count of merged changes is good news in the AI era. About 2,600 upvotes in a 386,000-member community.

Cascadic Analysis 2
UndertowRole underspecification / the Doorman Problem

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

frenck_nl's numbers draw the line well: about 40% of review comments were repeats worth automating with static checks and tuned Copilot reviews. The other 60% is the part of a reviewer's role that isn't written down, judging whether a change fits the project and will be maintainable, and he says human judgment still decides. The risk in a release this large is volume quietly shifting more of that judgment to the automated layer.

0
UndertowDelayed Consequence / False Success Problem

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

A change that passes static checks and an automated review can still fail in someone's home months later, on a device combination nobody tested. Commenters planning to wait for a later point release are guarding against exactly that. A large count of merged changes measures throughput at merge time, not how the code behaves once it is running.

0
Rabbit Holes 1
  • Home Assistant

    After exploring Who’s excited?, the project itself is introduced in Home Assistant.

    Wikipedia describes Home Assistant as free, open-source software for centralized home automation that works across device brands and runs with local control.

    Wikipedia · Wade · 5 min

    0
0

r/cybersecurity reacts to Microsoft offering voluntary buyouts to about a quarter of its workforce

AP's report has the real numbers behind a thread that called it a 25% layoff; the replies show how anxious the tech job market feels.

Microsoft has offered voluntary buyouts to 60,000 employees, about 27% of its global workforce, AP reports, as it spends heavily on AI. Chief People Officer Amy Coleman wrote that the offer was open to eligible employees in Canada, India, the United Kingdom and the United States, and that "The Voluntary Exit Offer is new for us." The company had about 223,000 full-time employees at the end of June and said in July it was cutting 4,800 jobs. An offer is not a layoff: how many people accept is not yet known.

The post, a short text calling it "25% voluntary buyout layoffs" and "an absolute bombshell," drew about 8,200 upvotes and 1,900 comments in a 1.1-million-member community. The top replies talk about anxiety over layoffs; one argues that if other big tech companies follow, AI taking jobs stops being speculation, another proposes limits on buybacks and executive bonuses after mass layoffs, and several former Microsoft employees say they ended up happier after leaving.

Cascadic Analysis 1
UndertowRole underspecification / the Doorman Problem

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

AP places the offer alongside Microsoft's heavy AI spending; it doesn't say AI will do the departing employees' work, but much of the thread reads it that way. If people leave and their documented tasks are automated, what goes missing is the undocumented part: knowing which alert is noise, who to call, how the odd legacy system really works. In security work, that tacit knowledge is often what catches the rare event.

0
Rabbit Holes 1
0

r/homeassistant: a working smart-home control panel built from 1960s and 70s Polish hardware

The photos are the point: a home automation dashboard that looks like a vintage control desk, with every switch real.

A photo gallery post shows a smart-home control panel assembled from vintage hardware. The builder writes that everything in it works and runs on Home Assistant, including a voice assistant, but that they wanted to draw attention to the physical side: every part they could buy is an original from the 1960s and 70s, some of it iconic to people who remember communist-era Poland, and whatever they couldn't find they built themselves. They describe the panel as one piece of a bigger retro project.

It was the top thread of our sweep relative to community size: about 5,000 upvotes in a 386,000-member community. The replies are almost entirely admiration ("completely over the top," one top comment says, approvingly); one praises it as a break from AI-generated projects, and many ask for a detailed video, which the builder says they will make.

Rabbit Holes 1
  • Home Assistant

    After exploring Yet another dashboard, the software running behind the switches is explained in Home Assistant.

    Wikipedia describes Home Assistant as free, open-source software for centralized home automation that works across device brands and runs with local control, without requiring the cloud.

    Wikipedia · Wade · 5 min

    0
0

r/LocalLLaMA reacts to claims that AI providers cut off people reverse-engineering their own smart TVs

A real question for anyone who uses cloud AI for tinkering: where providers draw the line between fixing your own device and 'cyber abuse.'

The thread links an X post saying a person who was reverse-engineering his own TV had been banned from OpenAI, and the poster adds that an open-source reverse-engineering tool called REA was blocked by Claude a day later, linking another X post that says Anthropic stopped Claude from doing it. Gadget Review reports that a user known as @log4j says OpenAI closed his account, labeling the activity "Cyber Abuse," after he used AI help to reverse-engineer a Samsung TV he owns, reportedly over concerns about its telemetry and ad data collection; he says the work was local and that he never used OpenAI to find vulnerabilities. The site notes his account hasn't been independently verified, that OpenAI hasn't explained the case, and that claims about Claude come from user posts, not any Anthropic announcement.

The top replies urge tinkerers to keep quiet until work is done, suggest moving to open models (one replies that some of those are pulling cyber training too), and argue that safeguards shouldn't be decided by corporations. About 3,500 upvotes in a 329,000-member community.

Cascadic Analysis 1
UndertowSpecification gaming / goal misgeneralization

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

A safeguard aimed at "cyber abuse" has to be written as something checkable, such as reverse engineering requests, and the check is not the intent. If the accounts are right (they are unverified, and OpenAI hasn't explained the case), a person examining what his own TV collects was treated the same as an attacker. Replies urging people to move to open models, some of which are also pulling cyber training, show how a misfiring proxy pushes legitimate users toward fewer safeguards, not more.

0
Rabbit Holes 2
0

r/baseball ranks ballpark roofs after Brewers closer Trevor Megill blasts Tropicana Field's

A blunt player quote turns into a fun fan debate about domes, plus a neat bit of TV history about yellow tennis balls.

Before Game 3 of the World Series, Brewers closer Trevor Megill complained that Tropicana Field's off-white roof is the same color as the baseball, making fly balls hard to track; EssentiallySports reports the quote, relayed by Talkin' Baseball, insulted whoever chose the color in profane terms. The site notes that under MLB's rules a ball that hits the Trop's roof or support cables over fair territory stays in play, and that a ball off a cable at Milwaukee's own retractable-roof park had gone the Brewers' way in the NLDS.

The thread, an image of the quote, drew about 13,000 upvotes in a 2.8-million-member community. The top replies ask for a tier list of roofs, with Toronto's SkyDome a popular pick; a Twins fan recalls loving the Metrodome until Target Field opened; others say the Trop was just renovated and could have been painted a different color. One commenter notes that tennis balls turned yellow partly because white ones were hard to see on black-and-white TV.

Rabbit Holes 1
0

r/Economics debates a report: US wages and salaries fall to about 43% of national income, the lowest since 1929

A striking long-run number, with a useful caveat about what it does and doesn't count.

The thread links an Unusual Whales article (published in August) reporting that wages and salaries were roughly 43% of US gross domestic income in the first quarter of 2026, the lowest reading in a series dating back to 1929. The article adds context: the figure leaves out benefits such as employer health insurance and retirement plans; a broader labor-share measure including those stood at 54.1% in Q1 2026, the lowest since 1947; it doesn't mean pay was cut, since the Employment Cost Index shows wages and salaries up 3.2% in the year to June 2026; and a New York Fed analysis in June 2026 linked the decline to structural changes such as globalization and automation.

The thread drew about 23,800 upvotes in a 5.2-million-member community. The most-upvoted replies are largely political, with many blaming Republican economic policy and national debt; one top reply argues the real issue is that most people are being left out of gains they produce.

Rabbit Holes 1
0

r/LocalLLaMA weighs Google Research's open-source Harness2, which lets AI agents rework their own setup

A plain explanation of what an agent 'harness' is, and hands-on skeptics asking whether self-tuning helps local models.

The post shares Harness2 (styled Harness²), released on GitHub by Google Research under the Apache 2.0 license. Its README describes a framework that keeps a model's weights fixed but lets the agent propose and test edits to everything around it (system prompt, guardrails, memory, tools, subagents, skills), then keep the better version and carry lessons to later tasks, without ground-truth answers. The authors report gains of up to 11.5 points on WorkBuddy-Bench, 4.5 on JobBench and 11.8 percentage points on the LAB legal benchmark with GLM-5 and Gemini 3.5 Flash. The README also says it is "not an officially supported Google product."

Top replies worry that all the self-refinement will eat context, a bigger problem for people running models locally, and that a harness tuned to a task can overfit benchmarks. Others answer that it changes context rather than growing it, and ask experts whether it is significant. About 1,600 upvotes in a 329,000-member community.

Cascadic Analysis 3
UndertowLoss of meaningful human control as capability and autonomy increase

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

Guardrails are one of the components Harness² lets the agent propose edits to, along with its system prompt, memory, tools and subagents. A system that can adjust its own rules and keeps the version that scores better needs a fixed line somewhere that it isn't allowed to rewrite, or the person running it is supervising a moving target.

0
UndertowPersistent memory creates a new poisoning surface

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

The "harnessing-level" loop keeps adopted harnesses and lessons from each task in a persistent improvement harness that guides later tasks. A wrong lesson, or one learned from a task containing planted instructions, would carry forward into tasks that have nothing to do with where it came from.

0
UndertowSpecification gaming / goal misgeneralization

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

The README says refinement happens without ground-truth feedback: the agent compares its own runs and keeps the edits that look better. Reddit commenters worried that a harness tuned to a task can overfit benchmarks, and the reported gains (up to 11.5 points on WorkBuddy-Bench) are measured on the same kinds of benchmarks the method is tuned on.

0
Rabbit Holes 1
0

r/LocalLLaMA cheers Linus Torvalds' reply rejecting 'don't use AI' rules for Linux kernel work

Torvalds' mailing-list reply in full, and a useful debate on where AI help ends and low-effort patches begin.

The post is a screenshot of a Linux kernel mailing-list reply in which Linus Torvalds calls the idea of "don't use AI for X" rules "idiotic" and, mockingly, proposes banning compilers and text editors for kernel submissions. He writes that he expects people "to understand what they are doing," and that this has "very little to do with what tools they use." The Next Web reports the reply came on October 13 after kernel maintainers moved to drop the "Assisted-by" tag that had asked contributors to disclose AI coding tools.

The top replies agree that quality work should be accepted regardless of where it came from, while others stress the other half of his message: contributors must understand their code. Several worry that AI makes it easy to flood open-source projects with low-quality pull requests that take maintainers time to sift. About 3,100 upvotes in a 329,000-member community.

Cascadic Analysis 1
UndertowDelayed Consequence / False Success Problem

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

Torvalds' standard is that contributors must understand their code, whatever the tool. Dropping the "Assisted-by" tag also drops the record of which patches came from AI tools. If a kind of mistake those tools tend to make shows up years later in code that passed review, maintainers won't have an easy way to find the other patches that might share it.

0
Rabbit Holes 1
0

r/news reacts as Katie Zacharia leaves the White House press secretary job after five days

The shortest stint in the job in memory, and the comparisons it set off.

The post linked a report that Katie Zacharia had been fired after five days as White House press secretary. The Associated Press (via FOX19) reports she is departing after a short tenure marked by her first and only briefing on October 13, which lasted about 14 minutes with questions from three reporters, and by criticism that she had described herself as a lawyer without passing the bar exam. President Trump told reporters he had advised her, "Honestly, if I were you, I'd reconsider," and said the press treated her unfairly; a person familiar with the matter said she was transitioning out. She had been named on October 9 to succeed Karoline Leavitt.

The thread is mostly jokes measuring her tenure against Anthony Scaramucci's brief 2017 stint as communications director. Others ask why the women in the administration seem to be the ones dismissed. About 47,900 upvotes in a 29-million-member community.

Rabbit Holes 2
0

r/cybersecurity: eight eMudhra TLS certificates found with private keys only a few bits long

Why a single weak certificate authority can matter to everyone, and the long cleanup ahead.

The post links Ars Technica's report that eight intermediate TLS certificates belonging to the India-based certificate authority eMudhra had private keys of only 3 to 8 bits (a normal P-384 key has about 384 bits), so anyone could use them to issue certificates that browsers and apps would trust for any site. Ars says browser makers and some major apps and programming languages had blocked all eight by Tuesday, with no sign yet of malicious use in certificate transparency logs, but cryptography engineer Filippo Valsorda called it "a massive cleanup job, bigger than Heartbleed," because of Linux distributions, containers and IoT devices. Exploiting it requires intercepting traffic.

Replies from defenders range from gallows humor about ruined evenings to disbelief at the key sizes. Others question why systems automatically trust so many certificate authorities, and note that the certificates had been cross-signed by Sectigo. About 3,100 upvotes in a 1.1-million-member community.

Rabbit Holes 2
0

r/homeassistant: a hidden 'garage' for a robot vacuum that opens on schedule

A neat, small build that shows how far home automation tinkering goes, plus the safety questions it raised.

A video post shows a robot vacuum parked inside a kitchen island behind a flap door. The builder writes that the door opens according to the cleaning schedule and closes when cleaning is done, using a 12V linear actuator, an LED strip that shows the actuator and robot status, and an ESP32-C3 microcontroller managed in Home Assistant.

The most-upvoted reply jokes about meeting the door with an ankle at 3 a.m.; others warn that it closes fast enough to worry about children, toes and pets. The builder replies that an infrared sensor reopens the door if anything is in its path, that it sends a notification if the flap stays open too long, and that an emergency stop can cut power to the actuator. Others asked for a write-up. About 2,500 upvotes in a 386,000-member community.

Rabbit Holes 2
  • ESP32

    After exploring Robot vacuum garage, the tiny chip running the door is explained in ESP32.

    Wikipedia describes the ESP32 as a family of low-cost, energy-efficient microcontrollers with built-in Wi-Fi and Bluetooth.

    Wikipedia · Wade · 5 min

    0
  • Robotic vacuum cleaner

    After exploring Robot vacuum garage, for the machine it houses, there is Robotic vacuum cleaner.

    An overview of self-propelled vacuum cleaners with sensors, robotic drives and programmable cleaning routines, including early remote-controlled designs.

    Wikipedia · Wade · 5 min

    0
0

r/homeassistant debates a polished smart-home dashboard built with Claude in one week

A live argument about AI help in a hobby built on tinkering, with practical tips from both camps.

A new Home Assistant user posted 14 screenshots of a phone dashboard made in their first week, with an illustrated house, a floor plan that lights up occupied rooms, and panels for devices including a car and an oven. In replies, the poster says Claude designed the dashboard through the regular browser chat (no direct connection to their system), that they wired up the devices themselves, kept passwords and other secrets out of the chat, and stayed within a $20-a-month plan.

The thread splits. Some argue it shows why AI is here to stay, letting a beginner reach in a week what took others years; one of the top replies is surprised there isn't more anti-AI pushback. Others say the design looks good but makes odd choices on closer inspection, and prefer building it themselves with AI only as a helper. About 1,800 upvotes and 500 comments in a 386,000-member community.

Cascadic Analysis 1
UndertowDelayed Consequence / False Success Problem

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

The dashboard looks finished after a week, and the poster wired up the devices themselves, but some commenters spotted odd design choices on closer inspection. Polished output can hide decisions the owner never made consciously; those tend to surface later, when a device changes or an automation misfires and the person maintaining it has to work out how it was built.

0
Rabbit Holes 1
0

r/baseball: Brewers fans react to the team's first World Series trip since 1982

The other side of the same night: what a long-awaited pennant means to fans of a small-market team.

Posted seconds after the Dodgers thread, this image post marks the Milwaukee Brewers clinching the National League pennant with a four-game NLCS sweep of the two-time defending champion Dodgers. It drew about 16,800 upvotes and 1,400 comments in a 2.8-million-member community.

Where the Dodgers thread is mostly about the loser, this one belongs to Milwaukee fans. The top reply describes a kind of euphoria the writer had never felt, after the Brewers came from behind in most of the games. Others call it a "team of destiny" and look ahead to the American League winner. One long, widely upvoted reply recalls weekly Brewers games with an elderly Wisconsin neighbor.

Rabbit Holes 1
  • Milwaukee Brewers

    After exploring THE BREWERS ARE GOING TO THE WORLD SERIES!, the club's long road is traced in Milwaukee Brewers.

    The club's history: a National League Central team based in Milwaukee, named for the city's brewing industry, which has played at its current ballpark since 2001.

    Wikipedia · Wade · 5 min

    0
0

r/technology bristles at reports YouTube is hiding the dislike button; YouTube says it's creators only

What is actually changing, YouTube's own clarification, and why readers care so much about a thumbs-down.

The post links Dexerto's report on a redesigned YouTube desktop layout that moves the dislike option into the three-dot menu. Dexerto has since updated it with YouTube's statement: "We are not testing hiding the dislike button on YouTube for users," calling it "a new UI for creators on their own uploaded videos." Creators can still see dislike counts in YouTube Studio. YouTube hid public dislike counts in November 2021.

Most of the thread was written before or without that clarification. Top replies argue that removing negative signals helps advertisers and rage-bait (one cites Nextdoor), credit Reddit's downvotes for keeping it saner, recall the five-star ratings Netflix and YouTube once used, and complain about scam ads. About 29,700 upvotes and 1,900 comments in an 18-million-member community.

Rabbit Holes 1
0

r/baseball celebrates as the two-time champion Dodgers are swept out of the NLCS

The week's most-upvoted thread relative to its community's size: a whole league's fans enjoying one team's exit.

A text-only post announcing that the Los Angeles Dodgers had been eliminated from World Series contention went up minutes after Milwaukee finished a four-game sweep in the National League Championship Series. It became the biggest thread of our sweep relative to community size: about 32,900 upvotes and 2,400 comments in a 2.8-million-member subreddit.

The replies are mostly a party. The top comments point out that the Dodgers were swept at home, ending their hopes of a third straight title, by the same Brewers team they had swept in last year's NLCS, and that it came two months after the Dodgers traded for Skubal. Others joke that rival fans (one describes a Yankees fan and a Red Sox fan hugging) briefly found common ground. A smaller group of Dodgers fans argue the sweep was a fluke.

Rabbit Holes 1
0

r/technology: Ukraine's disinformation center says suspected bot posting fell 84% after Yandex strikes

New numbers on last week's story, and a top reply questioning what the earlier traffic drop really measured.

This follows last week's thread on Ukrainian drone strikes on Yandex data centers. What's new is a report from Ukraine's Center for Countering Disinformation, covered by UNITED24 Media: it tracked 22,664 messages from 5,201 accounts showing signs of inauthentic behavior on Facebook and Telegram between October 6 and 12. After the October 8 strike on the Sasovo data center, messages fell from 4,032 to 660 in a day (83.6%), then recovered and passed pre-strike levels by October 10 and 11. After the reported shutdown of a Vladimir data center, they fell again by 42.6% on October 12.

The most-upvoted replies take political shots or say Reddit has felt calmer; one widely upvoted reply notes that the earlier, widely shared drop was in Yandex's search crawler traffic, not spam bots. About 38,600 upvotes in an 18-million-member community.

Rabbit Holes 1
0

r/LocalLLaMA wonders why Chinese open-model labs have gone quiet

The open-model community watches release calendars closely; this is what it expects next.

An image post in r/LocalLLaMA titled "It's been too quiet on the other side of the Pacific" pokes at the lull in new open-weight releases from Chinese labs. Replies mention that Qwen 4 is "supposedly coming out by the end of October" and ask about Kimi, while others push back that labs should release when a model is ready, not to bump a version number.

It scored highest of any thread in our sweep relative to its subreddit's size (about 4,200 upvotes in a 329,000-member community).

Rabbit Holes 1
0

r/homeassistant: a mobile dashboard built over years, now documented

A hand-built smart-home interface that readers liked precisely because it was not AI-generated.

A user published part two of the documentation for "Origami," a phone-first Home Assistant dashboard built mostly by hand over years from two community cards, Bubble Card and paper-buttons-row, and designed so others in the household can use it. Commenters praised it as a "real" dashboard instead of AI-generated web pages.

Rabbit Holes 1
0

r/LocalLLaMA: an open-source Mac app searches your files by what is in them, locally

A well-received example of running a new multimodal embedding model entirely on your own machine.

A developer shared DigUp, a free Mac app that runs Google DeepMind's EmbeddingGemma 2 locally through llama.cpp so you can search text, images, audio and video by description, such as "where they talk about sleep" in a podcast, and jump to the moment. The poster says the model download is 865 MB and indexing peaks under 2 GB of memory. The top reply praised it as how self-promotion should be done; others asked for a command-line version.

Rabbit Holes 1
0

r/baseball relives Game 3: Bauers' 11-pitch homer and a stunned Dodger Stadium

The two most-upvoted clips of the swing that put Milwaukee up 3-0, and how fans reacted.

Two of r/baseball's top posts of the week came minutes apart in Game 3 of the NLCS. One is Jake Bauers' two-run homer on the 11th pitch of his at-bat, which gave Milwaukee the lead for good; replies note how unexpected his October has been for a player one commenter calls "borderline awful" in the previous series. The other shows the Dodger Stadium crowd after Bauers and Garrett Mitchell went back to back, with a top reply complaining that the broadcasts showed no Brewers fans celebrating. About 14,000 and 8,300 upvotes in a 2.8-million-member community.

0

r/technology on Nicolas Cage refusing an AI waiver for Spider-Noir

An actor's refusal that Reddit treated as a stand for the craft.

The post links Variety's report that Nicolas Cage told a New York Comic Con panel he did not sign an AI waiver for Amazon's "Spider-Noir" and is "probably not" working with the studio again: "I am not an AI-friendly actor." Amazon cancelled the series after one season despite 11 Emmy nominations. The top reply, with about 8,900 upvotes, praised Cage for standing up for his craft. About 45,000 upvotes on the post.

Rabbit Holes 1
0

r/homeassistant: security cameras turned into a backyard bird counter on e-ink frames

A fully local project that reuses hardware people already own.

A user ran BirdNET-Go, a port of the Cornell Lab of Ornithology's bird-call model, as a Home Assistant app on a Raspberry Pi 4, feeding it the audio from existing security cameras' RTSP streams so no audio leaves the house, then displayed each day's birds on e-ink frames styled as specimen sheets. The top reply pointed to an earlier open-source project the poster should credit; others shared their own versions.

Rabbit Holes 1
0

r/technology: Yandex bot traffic collapses after Ukrainian drone strikes on its data centers

A war story measured in web traffic, and how Reddit read it.

The post links Tom's Hardware's report that, after Ukrainian strikes knocked out Yandex data centers in Sasovo and Kaluga, Cloudflare measured bot traffic from Yandex's network falling to 0.4% of its two-week peak, and NetBlocks reported Yandex Cloud traffic at 30% of normal. The report says the strikes respond to Russian attacks on Kyiv data centers. Top replies, with about 17,000 and 14,000 upvotes, celebrated the drop in Russian bot traffic. The post drew about 82,000 upvotes; the same story also ranked in r/cybersecurity.

Rabbit Holes 1
0

r/privacy warns against Meta's Muse agent and the access it asks for

The permission list is the story: what an AI agent wants in exchange for doing errands.

The post quotes an SFGATE column saying Meta's Muse agent asks for logins, bank details, messages, calendar and contacts, more sensitive access than nearly any other AI app according to ZDNET, and recounts Inc. columnist Jason Aten's report that Muse read his private messages even though he remembers denying it access. Replies range from vows to keep Meta products out of the house to a link to Mark Zuckerberg's Harvard-era messages about users' data. About 2,900 upvotes in a 1.4-million-member community.

Cascadic Analysis 2
UndertowConversations are a new kind of sensitive data

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

The SFGATE column quoted in the thread says Muse asks for logins, bank details, messages, calendar and contacts. An assistant that reads and remembers all of that turns everyday conversation into a store of sensitive data in one company's hands.

0
UndertowPrivilege escalation + credential propagation

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

Inc.'s Jason Aten reported Muse read private messages he remembers denying it access to, and Muse couldn't say how. An agent holding many credentials at once makes it hard for a user to know what it can reach, or to take access back.

0
0

r/nfl: a choked-up Dan Campbell gives a game ball to the Lions' radio voice

A moment of decency that one of football's biggest communities rallied around.

A clip of Lions coach Dan Campbell, emotional, announcing that he was giving a game ball to team play-by-play announcer Dan Miller, whose wife died of cancer that week. The top reply, with about 6,600 upvotes, is simply "I love this man"; a truck driver who listens to games on the radio called Miller one of the best announcers out there. About 22,000 upvotes in an 11.9-million-member community.

0

r/nfl: Mike Evans turns Stefon Diggs around to see who he is

Trash talk as physical comedy, and the replies to it.

A clip of Mike Evans turning Stefon Diggs around as if to see who he was, and Diggs giving him a shove after being embarrassed. The top reply, with about 19,000 upvotes, called it "one of the greatest trash talk moves I've seen"; another said it is an old Evans move. About 29,000 upvotes on the post.