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Show HN: EchoChain to see what happens when LLMs play telephone

It allows for multi-model testing, model rotation, tracking of factual claims, semantic similarity calculations, fidelity scores, reproducibility, statical tests, and visualizations. You can test models against each other, try various configurations, and learn which ones retain the most information. Right now, it only support OpenRouter; so, for this reason, please, make sure you set `OPENROUTER_API_KEY` before running it.I wonder about the implications of these results for multi-agent systems,

Show HN: A browser game where you navigate home to Earth using pulsars

Hi,<p>I vibecoded a game where one is lost somewhere in the Milky Way and have to read the sky to get back to Earth.<p>Right now it only uses pulsars and spectrum analysis and is very basic and I am looking for feedback to decide if I should build a full game of this (wormholes, starting from other galaxies, add contraints on energy, time etc). Please let me know if you feel that this is a fun game, what features can I add to this and would you come back tomorrow to play this again? Thank you

Show HN: Better Together – AI agents team up against spam calls and texts

Launched <a href="https:&#x2F;&#x2F;better-together.fun" rel="nofollow">https:&#x2F;&#x2F;better-together.fun</a> this weekend to allow our personal AI agents to collaborate on problems that are tough to solve solo.<p>First up is dealing with spam texts and calls.

American military technology beyond your imagination

AR features:<p>1. You can see words in front of you as you speak.<p>2. They can show you images in AR right in front of your eyes<p>Communications:<p>1. They can talk to you without you owning a communication device. This feature works equally well under the ground in subways as much as it does on planes.<p>AI:<p>1. Just like Elon Musk’s Neuranlink which can use a brain computer interface to reduce latency they can train AI to your brain using your memories and logic.<p>2. It follows that they can read your thoughts.

Pepperwind, a fictional company dataset with 223 tables and 79M rows

It was made with the help of the backend engine behind misata studio.What I found while I was researching about the synthetic dataset needs was that products that is being built for interconnected systems or analytical solutions that serve organisations often lack a real usable test dataset that is realistic enough to verify the performance and workflows accurately. And most of the time synthetic datasets don&#x27;t care about entity resolution, same customers existing in different places and in

Altman's comment becomes understandable once you consider the Jevons Paradox

In the case of compute resources, it historically increased but in a very relentless manner.As RAM chips and processors started becoming super-cheap since the 1990-00s era, somewhere down the line technology firms started this abhorrent practice of &#x27;taking compute resources for granted&#x27; or stated another way - sacrificing programming efficiency to prioritize developer productivity&#x2F;time.What Altman recently said about consumer smartphones and laptops &#x27;wasting&#x27; compute res

Show HN: Nonce – Open-source, least-privilege Gmail access for AI agents

Hi HN! We built nonce, an open-source tool that sits between personal AI agents (Muse, Grok, ChatGPT, Claude) and your personal data in Gmail, Calendar, Drive and more.<p>Today, if you connect Gmail to an AI agent like Muse, it can read your entire inbox. Whether on purpose or not, they can read far more emails than needed. This poses a huge data-privilege risk, in which personal data is accessed without limits.<p>With nonce, the AI will no longer hold your Google or Slack tokens. To read anything, it has to show its intent first:<p>User&#x27;s question: When does my flight to Tokyo leave? Agent&#x27;s justification: Need the airline confirmation email Agent&#x27;s search query: from:united.com Tokyo Access needed: 10 minutes<p>If the justification and search query are reasonable, nonce issues a scoped token to the AI Agent. AI Agent can only query data using a token.<p>If something looks fishy, i.e the AI is acting on its own, wants too much, or wants sensitive emails like bank statements, medical results, or password resets. nonce sends you a notification to approve or deny.<p>By default, nonce denies massive crawling behaviors<p>How it works 1. nonce scores each search against your original question before running it, to ensure its relevance. 2. Every search is combined with the token&#x27;s search. If the AI searches &quot;bank statement&quot;, nonce runs (from:united.com Tokyo) AND (bank statement). It can narrow its access, but not widen it. 3. The token is scoped to that agent only, with a TTL for X minutes.<p>Limitations: nonce can&#x27;t see your chat with the AI, so it can&#x27;t prove you asked, which leaves a risk that the AI Agent can fake the intent. However, users can audit past accesses in nonce portal and identify these bypasses.<p>Give it a shot at <a href="https:&#x2F;&#x2F;github.com&#x2F;roe-ai&#x2F;nonce" rel="nofollow">https:&#x2F;&#x2F;github.com&#x2F;roe-ai&#x2F;nonce</a> We&#x27;d love to hear what you think.<p>Website: <a href="https:&#x2F;&#x2F;anonce.io" rel="nofollow">https:&#x2F;&#x2F;anonce.io</a>

Black Friday 2026: Major Retailers Roll Out Early Deals to Help Consumers With Strained Holiday Budgets

Black Friday plans from Costco, Target and Walmart include early sales, lower-priced gifts and member offers. Check the dates and access details.

5 best cookware deals at Made In's biggest sale of the year

If you've been waiting for the right time to upgrade your kitchen, consider this your final call. Made In's End of Season Sale, the cookware brand's biggest sale of the year, is live through Sunday, ...

SpaceX isn’t even Anthropic’s biggest partner. Here’s who is, plus more of its mega deals.

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Black Friday 2026 date: When will the sale begin, how long will discounts last and what should buyers check before purchasing?

India, Nov. 1 -- Black Friday 2026 will fall on Friday, November 27, with retailers expected to roll out discounts across ...

My favorite product launches of the week: KitchenAid, Hess, Nothing and more

For this week’s best product launches, I recap why there’s more to like about the new Nothing Headphones (1) Pro than just ...

Halloween 2026 deals: Score free food from Chipotle, Dunkin', Krispy Kreme, Burger King, and more

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Jay-Z Super Bowl Halftime Show, Dante Moore Out for Year & Brewers Sweep? | Crossing Lines

Jay-Z Super Bowl Halftime Show, Dante Moore Out for Year, and Brewers Go for the Sweep headline today's Crossing Lines! Jeff Nadu and Donnie Rightside break down three major sports stories involving the NFL, college football, and Major League Baseball. Jay-Z Super Bowl Halftime Show: Jay-Z is officially set to headline the Super Bowl LXI halftime show on February 14, 2027, at SoFi Stadium. After years of helping produce the show through Roc Nation, he's stepping onto the biggest stage himself. Could special guests join him? Which songs need to make the setlist? We discuss the announcement and what fans can expect. Dante Moore Out for Year: Oregon quarterback Dante Moore is expected to miss the rest of the 2026 season after suffering a concussion against USC. What does this mean for the Oregon Ducks' season, their quarterback situation, and Moore's future in football? We break down the latest update and the impact on Oregon. Brewers Go for the Sweep: The Milwaukee Brewers are one win away from sweeping the Tampa Bay Rays in the 2026 World Series after taking a 3–0 series lead. Can Milwaukee finish the job and capture its first championship, or can Tampa Bay mount an incredible comeback? We discuss the Brewers' dominant performance and the biggest storylines heading into Game 4. Which story is the biggest headline? What should fans expect from Jay-Z's halftime show? Can Oregon survive without Dante Moore? And will the Brewers complete the World Series sweep? Get the latest Jay-Z Super Bowl news, Dante Moore injury updates, Brewers World Series coverage, NFL headlines, college football news, and MLB analysis on Crossing Lines with Jeff Nadu and Donnie Rightside. Follow us on X: https://x.com/CrossingXLines Donnie: @DonnieRightSide Jeff: @JeffNadu #JayZ #SuperBowl #DanteMoore #OregonFootball #Brewers #WorldSeries #CrossingLines

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E596 - NO CLEAR RULES | MI-POD’S FINANCE CHIEF ON UNCERTAINTY FACING U.S. VAPING | REGWATCH

Rebecca Basinski offers an inside look at what it takes to keep a U.S. vaping business operating amid unclear federal rules, conflicting state restrictions and pressure on the companies it relies upon. As Mi-Pod’s vice president of finance and accounting, with responsibility for compliance, she deals directly with the financial and operational consequences of that uncertainty. From a crisis that nearly bankrupted the company to legal battles over the products it sells, Basinski describes the challenges facing a business determined to serve adult consumers. She explains why clear rules matter to the people building the industry and why she believes it has a future worth fighting for. Watch RegWatch Special Coverage “Inside U.S. Vaping.” On location at Mi-Pod Wholesale in Phoenix, Arizona. Part 1 of 3 — NO CLEAR RULES | Mi-Pod’s Finance Chief on Uncertainty Facing U.S. Vaping Only on RegWatch by RegulatorWatch.com. Released: October 28, 2026 Produced by: Brent Stafford This episode is supported by DEMAND VAPE. CELEBRATE WITH US | RegWatch 10th Anniversary Fundraising Campaign GoFundMe: https://www.gofundme.com/f/regwatch-10th-anniversary-fundraiser #RegWatch #VapeNews