The DaB - Daily Briefing

November 25, 2025, 01:14 AM


πŸ“Š 39 articles collected from multiple sources
πŸ”„ Generated at 2025-11-25 01:14:43

πŸ”„ Sort Articles:

⏱️ Execution Details:

Duration: 129.9 seconds
Start Time: 2025-11-25 01:14:43
End Time: 2025-11-25 01:16:53

πŸ“‘ Data Collection:

Articles Collected: 39
Sources Configured: 4
Source Breakdown: RSS: 24, Hacker News: 6, arXiv: 4, Reddit: 5

πŸ€– AI Processing:

AI Summaries: 39
Tweet Sets: 39

πŸ“Š Analytics:

Engagement Scores: 39
Distribution: Notable: 6, Standard: 16, Low: 17
Topics Detected: 7
Cross-platform Stories: 1

[01]
πŸ’» Cloudflare Global Network experiencing issues
Source: Hacker News | Published: 2025-11-18 11:35 | ID: 200dccbb1dd7 | | Topics: πŸ”’ Security, ☁️ Cloud
πŸ€– AI Summary:
Hacker News discussion with 2431 points and 1647 comments. Posted 2025-11-18 11:35.
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: Cloudflare Global Network experiencing issues... https://www.cloudflarestatus.com/incidents/8gmgl950y3h7
[02]
πŸ’» Cloudflare outage on November 18, 2025 post mortem
Source: Hacker News | Published: 2025-11-18 23:31 | ID: e7f0ecb9adce | | Topics: πŸ”’ Security, ☁️ Cloud
πŸ€– AI Summary:
Hacker News discussion with 1464 points and 912 comments. Posted 2025-11-18 23:31.
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: Cloudflare outage on November 18, 2025 post mortem... https://blog.cloudflare.com/18-november-2025-outage/
[03]
πŸ’» Fran Sans – font inspired by San Francisco light rail displays
Source: Hacker News | Published: 2025-11-23 18:20 | ID: 6495ca6345bd | | Topics: πŸ€– Ai Ml, πŸ”’ Security
πŸ€– AI Summary:
Hacker News discussion with 1111 points and 136 comments. Posted 2025-11-23 18:20.
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: Fran Sans – font inspired by San Francisco light rail displays... https://emilysneddon.com/fran-sans-essay
[04]
πŸ’» Gemini 3
Source: Hacker News | Published: 2025-11-18 15:09 | ID: bca20b619c06 | | Topics: πŸ”’ Security
πŸ€– AI Summary:
Hacker News discussion with 1732 points and 1054 comments. Posted 2025-11-18 15:09.
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: Gemini 3... https://blog.google/products/gemini/gemini-3/
[05]
πŸ’» Nano Banana Pro
Source: Hacker News | Published: 2025-11-20 15:04 | ID: 23b418cddab4 | | Topics: πŸ”’ Security
πŸ€– AI Summary:
Hacker News discussion with 1270 points and 683 comments. Posted 2025-11-20 15:04.
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: Nano Banana Pro... https://blog.google/technology/ai/nano-banana-pro/
[06]
πŸ’» Google Antigravity
Source: Hacker News | Published: 2025-11-18 15:47 | ID: 6445fbf1acd5 | | Topics: πŸ”’ Security, 🏒 Big Tech
πŸ€– AI Summary:
Hacker News discussion with 1082 points and 1079 comments. Posted 2025-11-18 15:47.
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: Google Antigravity... https://antigravity.google/
[07]
πŸ“° Tesla FSD software may not be approved by EU regulator after all
Source: TechCrunch | Published: Mon, 24 Nov 2025 21:10:37 +0000 | ID: 6418f33501ec | | Topics: πŸ€– Ai Ml, 🏒 Big Tech
πŸ€– AI Summary:
Tesla claimed in a weekend social media post that a Dutch regulator was set to approve its Full Self-Driving mode. It seems the regulator isn't quite in line with Tesla.
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: Tesla FSD software may not be approved by EU regulator after all... https://techcrunch.com/2025/11/24/tesla-fsd-software-may-not-be-approved-by-eu-regulator-after-all/
[08]
πŸ“° Google teams up with Accel to hunt for India’s next AI breakouts
Source: TechCrunch | Published: Tue, 25 Nov 2025 00:30:00 +0000 | ID: 392616da545d | | Topics: πŸ€– Ai Ml, 🏒 Big Tech
πŸ€– AI Summary:
Google and Accel will jointly invest up to $2 million in each startup through their new partnership.
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: Google teams up with Accel to hunt for India’s next AI breakouts... https://techcrunch.com/2025/11/24/google-teams-up-with-accel-to-hunt-for-indias-next-ai-breakouts/
[09]
πŸ“° OpenAI learned the hard way that Cameo trademarked the word β€˜cameo’
Source: TechCrunch | Published: Mon, 24 Nov 2025 22:27:10 +0000 | ID: e28f32827588 | | Topics: πŸ€– Ai Ml, 🏒 Big Tech
πŸ€– AI Summary:
OpenAI might have to rename the "cameo" feature in the Sora app.
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: OpenAI learned the hard way that Cameo trademarked the word β€˜cameo’... https://techcrunch.com/2025/11/24/openai-learned-the-hard-way-that-cameo-trademarked-the-word-cameo/
[10]
πŸ“° Rad Power Bikes’ batteries receive major fire risk warning
Source: TechCrunch | Published: Mon, 24 Nov 2025 21:28:27 +0000 | ID: 4af06ba0c9d2 | | Topics: πŸ€– Ai Ml
πŸ€– AI Summary:
The U.S Consumer Product Safety Commission claims Rad Power "refused to agree to an acceptable recall." Rad Power says the CPSC's solution would bankrupt the company.
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: Rad Power Bikes’ batteries receive major fire risk warning... https://techcrunch.com/2025/11/24/rad-power-bikes-batteries-receive-major-fire-risk-warning/
[11]
πŸ“° Altman describes OpenAI’s forthcoming AI device as more peaceful and calm than the iPhone
Source: TechCrunch | Published: Mon, 24 Nov 2025 22:59:46 +0000 | ID: d08d77654375 | | Topics: πŸ€– Ai Ml, πŸ“± Mobile
πŸ€– AI Summary:
Altman and Ive tease a simple AI device aimed at calm, distraction-free computing, launching within two years.
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: Altman describes OpenAI’s forthcoming AI device as more peaceful and calm than the iPhone... https://techcrunch.com/2025/11/24/altman-describes-openais-forthcoming-ai-device-as-more-peaceful-and-calm-than-the-iphone/
[12]
πŸ“° AWS is spending $50B to buildΒ AI infrastructure for the US government
Source: TechCrunch | Published: Mon, 24 Nov 2025 19:10:41 +0000 | ID: 9b0ec42097f4 | | Topics: πŸ€– Ai Ml, ☁️ Cloud
πŸ€– AI Summary:
AWS has been working with the U.S. government since 2011 and is now building AI infrastructure specifically for the entity.
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: AWS is spending $50B to buildΒ AI infrastructure for the US government... https://techcrunch.com/2025/11/24/aws-is-spending-50b-build-ai-infrastructure-for-the-us-government/
[13]
πŸ“° Hands on with Stickerbox, the AI-powered sticker maker for kids
Source: TechCrunch | Published: Mon, 24 Nov 2025 20:25:20 +0000 | ID: 34548ab2066d | | Topics: πŸ€– Ai Ml
πŸ€– AI Summary:
Stickerbox turns kids’ ideas into printable stickers, blending AI magic with hands-on coloring for a surprisingly creative, "screen-light" play experience.
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: Hands on with Stickerbox, the AI-powered sticker maker for kids... https://techcrunch.com/2025/11/24/hands-on-with-stickerbox-the-ai-powered-sticker-maker-for-kids/
[14]
πŸ“° DOGE β€œcut muscle, not fat”; 26K experts rehired after brutal cuts
Source: Ars Technica - All content | Published: Mon, 24 Nov 2025 21:17:24 +0000 | ID: 1448820f0e7f | | Topics: πŸ€– Ai Ml
πŸ€– AI Summary:
Government brain drain will haunt US after DOGE abruptly terminated.
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: DOGE β€œcut muscle, not fat”; 26K experts rehired after brutal cuts... https://arstechnica.com/tech-policy/2025/11/doge-doesnt-exist-anymore-but-expert-says-its-still-not-dead/
[15]
πŸ“° ChatGPT shopping research builds you a buyer’s guide using AI
Source: The Verge | Published: 2025-11-24T18:40:38-05:00 | ID: f2a650016eff | | Topics: πŸ€– Ai Ml, πŸ“± Mobile
πŸ€– AI Summary:
OpenAI is making it easier to plan out holiday shopping with ChatGPT’s latest feature, called β€œshopping research.” Any shopping question in ChatGPT will trigger this new feature, which is rolling out ...
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: ChatGPT shopping research builds you a buyer’s guide using AI... https://www.theverge.com/news/828326/chatgpt-shopping-research-chatgpt-buyers-guide
[16]
πŸ“° Arduino’s new terms of service worries hobbyists ahead of Qualcomm acquisition
Source: Ars Technica - All content | Published: Mon, 24 Nov 2025 20:45:42 +0000 | ID: 2bf198a258cd | | Topics: πŸ”’ Security, πŸš€ Startup
πŸ€– AI Summary:
β€œWhy is reverse-engineering prohibited... for a company built on openly hackable systems?”
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: Arduino’s new terms of service worries hobbyists ahead of Qualcomm acquisition... https://arstechnica.com/gadgets/2025/11/arduinos-new-terms-of-service-worries-hobbyists-ahead-of-qualcomm-acquisition/
[17]
πŸ“° UK government will buy tech to boost AI sector in $130M growth push
Source: Ars Technica - All content | Published: Mon, 24 Nov 2025 14:17:29 +0000 | ID: cd4b396b7a38 | | Topics: πŸ€– Ai Ml, πŸš€ Startup
πŸ€– AI Summary:
Plan will offer guaranteed payments for British startups making AI hardware
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: UK government will buy tech to boost AI sector in $130M growth push... https://arstechnica.com/information-technology/2025/11/uk-government-will-buy-tech-to-boost-ai-sector-in-130m-growth-push/
[18]
πŸ“° Xbox Crocs are real
Source: The Verge | Published: 2025-11-24T16:05:19-05:00 | ID: d4e729ad7b83 | | Topics: πŸ€– Ai Ml, 🏒 Big Tech
πŸ€– AI Summary:
Microsoft is loving Crocs at the moment. After releasing Windows XP-themed Crocs earlier this year, the software maker is now putting an Xbox controller on your feet with a new limited edition pair of...
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: Xbox Crocs are real... https://www.theverge.com/news/828175/microsoft-xbox-crocs
[19]
πŸ“° Anthropic introduces cheaper, more powerful, more efficient Opus 4.5 model
Source: Ars Technica - All content | Published: Mon, 24 Nov 2025 23:15:10 +0000 | ID: d312526939c4 | | Topics: 🏒 Big Tech
πŸ€– AI Summary:
Longer chats address a long-standing criticism of Claude.
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: Anthropic introduces cheaper, more powerful, more efficient Opus 4.5 model... https://arstechnica.com/ai/2025/11/anthropic-introduces-opus-4-5-cuts-api-pricing-and-enables-much-longer-claude-chats/
[20]
πŸ“° Rivals object to SpaceX’s Starship plans in Floridaβ€”who’s interfering with whom?
Source: Ars Technica - All content | Published: Mon, 24 Nov 2025 22:52:38 +0000 | ID: 50e8f377d5db |
πŸ€– AI Summary:
"We're going to continue to treat any LOX-methane vehicle with 100 percent TNT blast equivalency."
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: Rivals object to SpaceX’s Starship plans in Floridaβ€”who’s interfering with whom?... https://arstechnica.com/space/2025/11/rivals-object-to-spacexs-starship-plans-in-florida-whos-interfering-with-whom/
[21]
πŸ“° Why synthetic emerald-green pigments degrade over time
Source: Ars Technica - All content | Published: Mon, 24 Nov 2025 20:15:47 +0000 | ID: 319f623079b3 |
πŸ€– AI Summary:
Light is the greatest threat to 19th-century masterpieces like James Ensor's The Intrigue, study finds.
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: Why synthetic emerald-green pigments degrade over time... https://arstechnica.com/science/2025/11/why-synthetic-emerald-green-pigments-degrade-over-time/
[22]
πŸ“° Meta’s new wearables trade-in program gives you Ray-Ban and Oakley discounts
Source: The Verge | Published: 2025-11-24T17:32:58-05:00 | ID: 7411aea0abce | | Topics: 🏒 Big Tech
πŸ€– AI Summary:
For the first time, Meta is offering trade-in discounts for its smart glasses with a pilot program that’s only running through December 31st. According to a legal page on Meta’s website, trade-in disc...
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: Meta’s new wearables trade-in program gives you Ray-Ban and Oakley discounts... https://www.theverge.com/news/828256/meta-smart-glasses-trade-in-credit
[23]
πŸ“° Anthropic releases Opus 4.5 with new Chrome and Excel integrations
Source: TechCrunch | Published: Mon, 24 Nov 2025 19:08:48 +0000 | ID: 02106af9fe3b | | Topics: 🏒 Big Tech
πŸ€– AI Summary:
Anthropic has launched Opus 4.5, the latest version of its flagship model, with new integrations into Chrome and Excel.
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: Anthropic releases Opus 4.5 with new Chrome and Excel integrations... https://techcrunch.com/2025/11/24/anthropic-releases-opus-4-5-with-new-chrome-and-excel-integrations/
[24]
πŸ“° DOJ settles with RealPage over its software’s alleged rent price fixing
Source: The Verge | Published: 2025-11-24T18:48:25-05:00 | ID: cc6e3c470298 |
πŸ€– AI Summary:
The Department of Justice has announced a settlement with RealPage, the widely used rent-setting software that it accused of engaging in collusion to drive up rent prices by sharing previously private...
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: DOJ settles with RealPage over its software’s alleged rent price fixing... https://www.theverge.com/news/828335/doj-realpage-settlement-rent-setting-software
[25]
πŸ“š Native 3D Editing with Full Attention
Source: arXiv | Published: 2025-11-21 | ID: 56d0335cc08b | | Topics: πŸ€– Ai Ml, πŸ‘©β€πŸ’» Programming
πŸ€– AI Summary:
Research paper by Weiwei Cai, Shuangkang Fang, Weicai Ye et al.. Instruction-guided 3D editing is a rapidly emerging field with the potential to broaden access to 3D content creation. However, existin...
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: Native 3D Editing with Full Attention... http://arxiv.org/abs/2511.17501v1
[26]
πŸ“° RAM prices are so out of control that stores are selling it like lobster
Source: The Verge | Published: 2025-11-24T19:08:51-05:00 | ID: bbdb956b0d7d | | Topics: πŸ€– Ai Ml
πŸ€– AI Summary:
Michael Crider’s headline at PCWorld today perfectly captures how ridiculous the PC memory shortage has become: stores like the San Francisco Bay Area’s Central Computers are beginning to sell RAM at ...
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: RAM prices are so out of control that stores are selling it like lobster... https://www.theverge.com/news/828337/ram-memory-shortage-crunch-market-prices-central-micro-center
[27]
πŸ“° UN climate negotiations burned up and then fizzled out
Source: The Verge | Published: 2025-11-24T18:56:57-05:00 | ID: 82a225c7439e | | Topics: πŸ€– Ai Ml
πŸ€– AI Summary:
"It's a wrap … Don't forget to buy an 'i survived Belém' shirt," reads the opening line of an email I got Saturday, the final day of highly anticipated United Nations climate negotiations in Bel&...
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: UN climate negotiations burned up and then fizzled out... https://www.theverge.com/report/828270/un-climate-change-negotiations-fizzle
[28]
πŸ“° Nvidia’s β€˜I’m Not Enron’ memo has people asking a lot of questions already answered by that memo
Source: The Verge | Published: 2025-11-24T16:18:57-05:00 | ID: 0364499e70f4 | | Topics: πŸ”§ Hardware
πŸ€– AI Summary:
Christ. Fine. So over the weekend, a strange Substack post from what appears to be a CEO of a pet relocation company went very viral. This post β€” which to be clear, is bullshit β€” alleges that Nvidia i...
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: Nvidia’s β€˜I’m Not Enron’ memo has people asking a lot of questions already answered by that memo... https://www.theverge.com/business/828047/nvidia-enron-conspiracy-accounting
[29]
πŸ“° Signal’s secure message backups arrive on iOS
Source: The Verge | Published: 2025-11-24T15:29:36-05:00 | ID: 00bc26aa3889 | | Topics: πŸ“± Mobile
πŸ€– AI Summary:
Signal is launching secure backups on iOS, allowing you to save and restore your messages in case you lose or break your phone. With the free version of the feature, you can store up to 100MB of text ...
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: Signal’s secure message backups arrive on iOS... https://www.theverge.com/news/828091/signal-secure-backups-ios-launch
[30]
πŸ—¨οΈ Meta had a 17-strike policy for sex trafficking, former safety leader claims
Source: Reddit (r/technology) | Published: 2025-11-24 23:44 | ID: 6af4597aa20a | | Topics: πŸ€– Ai Ml, 🏒 Big Tech
πŸ€– AI Summary:
Reddit discussion in r/technology with 1585 upvotes and 72 comments.
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: Meta had a 17-strike policy for sex trafficking, former safety leader claims... https://www.theverge.com/news/827658/meta-17-strike-policy-sex-trafficking-testimony-lawsuit
[31]
πŸ“° It’s official: Boeing’s next flight of Starliner will be allowed to carry cargo only
Source: Ars Technica - All content | Published: Mon, 24 Nov 2025 18:55:29 +0000 | ID: daa164a72a81 |
πŸ€– AI Summary:
As the space station nears its end, NASA also cuts some future Starliner flights.
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: It’s official: Boeing’s next flight of Starliner will be allowed to carry cargo only... https://arstechnica.com/space/2025/11/nasa-confirms-that-starliners-next-mission-will-be-cargo-only/
[32]
πŸ“° F1 in Las Vegas: This sport is a 200 mph soap opera
Source: Ars Technica - All content | Published: Mon, 24 Nov 2025 14:54:44 +0000 | ID: 924dcf3e21d1 |
πŸ€– AI Summary:
Yet another twist in the championship with two more weekends to go.
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: F1 in Las Vegas: This sport is a 200 mph soap opera... https://arstechnica.com/cars/2025/11/f1-in-las-vegas-this-sport-is-a-200-mph-soap-opera/
[33]
πŸ“š Harnessing Data from Clustered LQR Systems: Personalized and Collaborative Policy Optimization
Source: arXiv | Published: 2025-11-21 | ID: 9b8ff9942b21 |
πŸ€– AI Summary:
Research paper by Vinay Kanakeri, Shivam Bajaj, Ashwin Verma et al.. It is known that reinforcement learning (RL) is data-hungry. To improve sample-efficiency of RL, it has been proposed that the lear...
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: Harnessing Data from Clustered LQR Systems: Personalized and Collaborative Policy Optimization... http://arxiv.org/abs/2511.17489v1
[34]
πŸ“š Video-R4: Reinforcing Text-Rich Video Reasoning with Visual Rumination
Source: arXiv | Published: 2025-11-21 | ID: 5205f2bc6050 | | Topics: πŸ€– Ai Ml
πŸ€– AI Summary:
Research paper by Yolo Yunlong Tang, Daiki Shimada, Hang Hua et al.. Understanding text-rich videos requires reading small, transient textual cues that often demand repeated inspection. Yet most video...
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: Video-R4: Reinforcing Text-Rich Video Reasoning with Visual Rumination... http://arxiv.org/abs/2511.17490v1
[35]
πŸ—¨οΈ Sha1-Hulud The Second Comming - Postman, Zapier, PostHog all compromised via NPM
Source: Reddit (r/programming) | Published: 2025-11-24 14:12 | ID: f75dc45f1392 | | Topics: πŸ‘©β€πŸ’» Programming
πŸ€– AI Summary:
Reddit discussion in r/programming with 333 upvotes and 35 comments.
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: Sha1-Hulud The Second Comming - Postman, Zapier, PostHog all compromised via NPM... https://www.aikido.dev/blog/shai-hulud-strikes-again-hitting-zapier-ensdomains
[36]
πŸ—¨οΈ Booking.com cancelled woman's $4K hotel reservation, then offered her same rooms for $17K
Source: Reddit (r/technology) | Published: 2025-11-24 12:44 | ID: 50712cfbc382 |
πŸ€– AI Summary:
Reddit discussion in r/technology with 28208 upvotes and 1302 comments.
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: Booking.com cancelled woman's $4K hotel reservation, then offered her same rooms for $17K... https://www.cbc.ca/news/gopublic/go-public-booking-com-hotel-rates-9.6985480
[37]
πŸ—¨οΈ [D] ML conferences need to learn from AISTATS (Rant/Discussion)
Source: Reddit (r/MachineLearning) | Published: 2025-11-23 18:12 | ID: c523bad0dbaa | | Topics: πŸ€– Ai Ml
πŸ€– AI Summary:
Quick rant. As many have noticed and experienced, the quality of reviews at large conferences such as ICLR, ICML. AAAI, NIPS, has generally been very inconsistent with several people getting low quali...
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: [D] ML conferences need to learn from AISTATS (Rant/Discussion)... https://reddit.com/r/MachineLearning/comments/1p4tme7/d_ml_conferences_need_to_learn_from_aistats/
[38]
πŸ—¨οΈ Why Electronic Voting is a BAD Idea - Why you can't program your way to election integrity
Source: Reddit (r/programming) | Published: 2025-11-24 16:48 | ID: 841e2938bb15 | | Topics: πŸ‘©β€πŸ’» Programming
πŸ€– AI Summary:
Reddit discussion in r/programming with 454 upvotes and 735 comments.
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: Why Electronic Voting is a BAD Idea - Why you can't program your way to election integrity... https://www.youtube.com/watch?v=w3_0x6oaDmI
[39]
πŸ“š EvDiff: High Quality Video with an Event Camera
Source: arXiv | Published: 2025-11-21 | ID: 4e5d47687e15 |
πŸ€– AI Summary:
Research paper by Weilun Li, Lei Sun, Ruixi Gao et al.. As neuromorphic sensors, event cameras asynchronously record changes in brightness as streams of sparse events with the advantages of high tempo...
πŸ“± Show Tweet Suggestions (1)
Check out this tech news: EvDiff: High Quality Video with an Event Camera... http://arxiv.org/abs/2511.17492v1