Snapshot · 08 Nov

Published snapshot: · Checking for updates…

READ THE ORIGINALS

The posts and news behind the numbers.

Read the source material behind the scores. Every excerpt links to its original post or article. The feed covers the last seven days; the index uses its published window.

Current sample

292

Documents in the current index. 229 distinct authors and outlets.

Analysis: TypeSafe Jev · jev-latest . Rankings use the published index formula.

𝕏 · Weighted sample share

0.5%

Share of document weights, not of the composite score. 25 viewable X posts in the seven-day feed. Only eligible posts in the index window affect the current reading.

AI-topic search sample. Collection report (English): search: relevancy sample of 0 posts from 22:22–06:22 UTC, 2h+ old; no replies; watchlist: budget ceiling reached

Source diversity

6

Mastodon · Hacker News · Bluesky · News RSS · X · YouTube

Contributing channels in the index window, not the number of publishers or searches.

10 news publisher domains · 18 news articles

Source transparency, not a truth score

18 news documents in the index window · 3 with a linked publisher policy · 0 individually fact-checked by this project.

GDELT and RSS are collection channels, not publishers. Below are the actual linked news domains. A transparent publisher can make mistakes; an unreviewed source is not automatically false. These labels do not change the index weights.

View all 10 news domains
theverge.com · 4 documents

Publisher policy not reviewed

engadget.com · 2 documents

Publisher policy not reviewed

vox.com · 2 documents

Publisher policy not reviewed

washingtonpost.com · 2 documents

Publisher policy not reviewed

axios.com · 1 documents

Publisher policy not reviewed

dw.com · 1 documents

Publisher policy not reviewed

techcrunch.com · 1 documents

Publisher policy not reviewed

theregister.com · 1 documents

Publisher policy not reviewed

wired.com · 1 documents

Publisher policy not reviewed

How text becomes an index ↗

Snapshot measured . Values remain fixed until the next published collection.

What is behind the number?

The posts and reporting that shape the collected AI conversation. + points lean toward fear; − points toward trust.

24H WINDOW54.7/100Before smoothing · 292 documents
Neutral baseline50.000
Expressed sentiment+1.784
Conversation volume+2.658
News coverage+0.280
Smoothing & rounding−0.021
Published Overall54.7
↗
wired.com
News RSS · 7 Nov, 11:00 UTC
+0.227 pts
Original · EN · English · detectedApps for Caregivers Get a Dose of AI, but That Might Not Be Enough. The apps and platforms that help family caregivers manage their loved ones’ needs are becoming more capable, but the broader issue of caregivers’ well-being remains unsolved.
Source checks · not independently reviewed

Linked origin: wired.com.

No publisher-policy review is recorded here. Unknown does not mean unreliable or fake.

Claim: not fact-checked by this project. Sentiment analysis is not fact-checking.

Why this contribution?

Signed stance: 0.293 · weight share: 1.31% · reach tier: 1.

Analysis: TypeSafe Jev. Bounded reach, source weighting, author cap and sample adjustment enter the formula.

↗
dw.com
News RSS · 7 Nov, 15:14 UTC
+0.211 pts
Original · EN · English · detectedJournalism and AI: Who owns the news?. Publishers say AI chatbots are using their reporting to answer readers' questions while sending back less traffic and less money. Should the companies that build these tools pay for the journalism they rely on?
Source checks · not independently reviewed

Linked origin: dw.com.

No publisher-policy review is recorded here. Unknown does not mean unreliable or fake.

Claim: not fact-checked by this project. Sentiment analysis is not fact-checking.

Why this contribution?

Signed stance: 0.317 · weight share: 1.31% · reach tier: 1.

Analysis: TypeSafe Jev. Bounded reach, source weighting, author cap and sample adjustment enter the formula.

↗
UCgziVjwoaY6z33XlKjnifHg
YouTube · 7 Nov, 16:48 UTC
−0.203 pts
Original · EN · English · detectedthis is such incredible advancement for the field of mechanistic interpretability and imo even LLM safety/alignment
Source checks · not independently reviewed

Linked origin: youtube.com.

No publisher-policy review is recorded here. Unknown does not mean unreliable or fake.

Claim: not fact-checked by this project. Sentiment analysis is not fact-checking.

Account identity and expertise are not independently verified. Likes, followers and reposts measure attention, not truth.

Why this contribution?

Signed stance: -0.747 · weight share: 0.59% · reach tier: 2.

Analysis: TypeSafe Jev. Bounded reach, source weighting, author cap and sample adjustment enter the formula.

↗
invisibleup.com
Bluesky · 8 Nov, 03:10 UTC
+0.181 pts
Original · EN · English · detectedhey @archive.org, read the room a little?? you're an archival website. i go to you to do research with primary sources, not to have a bunch of AI-generated garbage thrown at me.
Source checks · not independently reviewed

Linked origin: bsky.app.

No publisher-policy review is recorded here. Unknown does not mean unreliable or fake.

Claim: not fact-checked by this project. Sentiment analysis is not fact-checking.

Account identity and expertise are not independently verified. Likes, followers and reposts measure attention, not truth.

Why this contribution?

Signed stance: 0.397 · weight share: 0.98% · reach tier: 2.

Analysis: TypeSafe Jev. Bounded reach, source weighting, author cap and sample adjustment enter the formula.

↗
lukelebrun.ca
Bluesky · 7 Nov, 13:56 UTC
+0.175 pts
Original · EN · English · detectedFun fact: The economic benefits of Canada’s “AI for All” strategy, a plan to make AI ”beneficial for all Canadians,” predominantly benefits urban educated men But if you’re not an urban educated man, fear not Those benefits will trickle down to you from the productivity gains of urban educated men
Source checks · not independently reviewed

Linked origin: bsky.app.

No publisher-policy review is recorded here. Unknown does not mean unreliable or fake.

Claim: not fact-checked by this project. Sentiment analysis is not fact-checking.

Account identity and expertise are not independently verified. Likes, followers and reposts measure attention, not truth.

Why this contribution?

Signed stance: 0.380 · weight share: 0.99% · reach tier: 2.

Analysis: TypeSafe Jev. Bounded reach, source weighting, author cap and sample adjustment enter the formula.

↗
UCbfYPyITQ-7l4upoX8nvctg
YouTube · 7 Nov, 16:24 UTC
−0.175 pts
Original · EN · English · detectedOpenAI's Astra Just Opened The Black Box Of AI. ❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambda.com/papers 📝 The Weight Space Programming work is available here: https://rikiyat.github.io/blog/weight-space-programming/ 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Adam Bridges, B Shang, Carlos Galarza, Christian Ahlin, Eric Tyson, Juan Benet, Lukas Biewald, Michael Tedder, Owen Skarpness, Ryan Stankye, Shawn Becker, Steef, Taras Bobrovytsky, Tazaur Sagenclaw, Tybie Fitzhugh, Ueli Gallizzi
Source checks · not independently reviewed

Linked origin: youtube.com.

No publisher-policy review is recorded here. Unknown does not mean unreliable or fake.

Claim: not fact-checked by this project. Sentiment analysis is not fact-checking.

Account identity and expertise are not independently verified. Likes, followers and reposts measure attention, not truth.

Why this contribution?

Signed stance: -0.513 · weight share: 0.73% · reach tier: 3.

Analysis: TypeSafe Jev. Bounded reach, source weighting, author cap and sample adjustment enter the formula.

↗
bladeofthes.bsky.social
Bluesky · 8 Nov, 01:53 UTC
+0.170 pts
Original · EN · English · detectedIdiots "Being against AI is like being against the Industrial Revolution." Industrial Revolution provided Electricity, clean water, jobs, cheap clothes, mass transport, telephone lines... AI provides slop, takes jobs and all the water, electricity and gas.
Source checks · not independently reviewed

Linked origin: bsky.app.

No publisher-policy review is recorded here. Unknown does not mean unreliable or fake.

Claim: not fact-checked by this project. Sentiment analysis is not fact-checking.

Account identity and expertise are not independently verified. Likes, followers and reposts measure attention, not truth.

Why this contribution?

Signed stance: 0.663 · weight share: 0.55% · reach tier: 1.

Analysis: TypeSafe Jev. Bounded reach, source weighting, author cap and sample adjustment enter the formula.

↗
washingtonpost.com
News RSS · 7 Nov, 10:00 UTC
+0.169 pts
Original · EN · English · detectedMen see more career advancement in jobs with AI, as women lose ground. New research examines how exposure to artificial intelligence influences the gender gap at work.
Source checks · not independently reviewed

Linked origin: washingtonpost.com.

No publisher-policy review is recorded here. Unknown does not mean unreliable or fake.

Claim: not fact-checked by this project. Sentiment analysis is not fact-checking.

Why this contribution?

Signed stance: 0.370 · weight share: 0.74% · reach tier: 1.

Analysis: TypeSafe Jev. Bounded reach, source weighting, author cap and sample adjustment enter the formula.

↗
realmatthopkins.bsky.social
Bluesky · 7 Nov, 14:43 UTC
+0.166 pts
Original · EN · English · detectedHmmm. There seems to be something in the air with regard to AI and data centres. People simply do not want to have their lives taken over by machines and computers. We have already seen the damage social media did. We can't fuck this up. #CDNpoli #ABpoli #AI thewalrus.ca/alberta-data...
Source checks · not independently reviewed

Linked origin: bsky.app.

No publisher-policy review is recorded here. Unknown does not mean unreliable or fake.

Claim: not fact-checked by this project. Sentiment analysis is not fact-checking.

Account identity and expertise are not independently verified. Likes, followers and reposts measure attention, not truth.

Why this contribution?

Signed stance: 0.747 · weight share: 0.48% · reach tier: 1.

Analysis: TypeSafe Jev. Bounded reach, source weighting, author cap and sample adjustment enter the formula.

↗
karlykingsley.bsky.social
Bluesky · 7 Nov, 20:16 UTC
+0.164 pts
Original · EN · English · detectedThe middle class is America’s greatest invention and it’s being gutted by a bunch of billionaire dweebs with AI while they stay obsessed with watching their bank accounts grow and asking Claude questions like “what’s my daughter’s personality like?” It’s gross.
Source checks · not independently reviewed

Linked origin: bsky.app.

No publisher-policy review is recorded here. Unknown does not mean unreliable or fake.

Claim: not fact-checked by this project. Sentiment analysis is not fact-checking.

Account identity and expertise are not independently verified. Likes, followers and reposts measure attention, not truth.

Why this contribution?

Signed stance: 0.633 · weight share: 0.56% · reach tier: 1.

Analysis: TypeSafe Jev. Bounded reach, source weighting, author cap and sample adjustment enter the formula.

↗
theregister.com
News RSS · 7 Nov, 15:00 UTC
−0.163 pts
Original · EN · English · detectedFireworks says you’re wasting money on AI unless you’re using all the models. The case for managed inference, or automatically routing queries to the right model for the right job
Source checks · not independently reviewed

Linked origin: theregister.com.

No publisher-policy review is recorded here. Unknown does not mean unreliable or fake.

Claim: not fact-checked by this project. Sentiment analysis is not fact-checking.

Why this contribution?

Signed stance: -0.273 · weight share: 1.17% · reach tier: 1.

Analysis: TypeSafe Jev. Bounded reach, source weighting, author cap and sample adjustment enter the formula.

↗
vox.com
News RSS · 7 Nov, 12:00 UTC
+0.148 pts
Original · EN · English · detectedYou’re going to hate shopping in an AI economy. When was the last time you had to call customer support with a problem? Can you remember how it went?  If you’re like most Americans, the answer is “probably not very well.” And that may be understating it: As of 2025, according to the “National Customer Rage Survey” — yes, it’s a real thing — […]
Source checks · not independently reviewed

Linked origin: vox.com.

No publisher-policy review is recorded here. Unknown does not mean unreliable or fake.

Claim: not fact-checked by this project. Sentiment analysis is not fact-checking.

Why this contribution?

Signed stance: 0.473 · weight share: 0.61% · reach tier: 1.

Analysis: TypeSafe Jev. Bounded reach, source weighting, author cap and sample adjustment enter the formula.

Shown cards: +1.069 · All other contributions: +3.652. Filtering changes this list, not the index. The selection includes dedicated X slots; latest sorts this selection by date.

Snapshot: 8 Nov, 08:26 UTC · Observed sample, not a population survey. Small contributions may round to zero. How points are calculated ↗

Browse additional source excerpts
𝕏
2228640597
X · search ·
Original · EN · English · detectedTl;dr of my views on AI safety: 1. My main threat models involves (a) non-state actors asymetrically exploiting cheaper technologies over time (see Bobbitt's 'Terror and Consent'); and (b) the road to state overreach and creeping authoritarianism being paved with good
Source checks · not independently reviewed

Linked origin: x.com.

No publisher-policy review is recorded here. Unknown does not mean unreliable or fake.

Claim: not fact-checked by this project. Sentiment analysis is not fact-checking.

Account identity and expertise are not independently verified. Likes, followers and reposts measure attention, not truth.

𝕏
1339362210250895361
X · search ·
Original · EN · English · detectedCarbon-X An open-source AI model designed to let researchers "chat with DNA" in plain English to accelerate the design of new drugs and genetic therapies. By bridging genomic data with natural language, Carbon-X allows scientists to investigate how specific mutations alter gene
Source checks · not independently reviewed

Linked origin: x.com.

No publisher-policy review is recorded here. Unknown does not mean unreliable or fake.

Claim: not fact-checked by this project. Sentiment analysis is not fact-checking.

Account identity and expertise are not independently verified. Likes, followers and reposts measure attention, not truth.

𝕏
2080263610983723009
X · search ·
Original · EN · English · detectedApple argues AI models cannot do math.. not even grade school math. the kind a 10-year-old solves. They published a terrifying paper that exposes a massive illusion at the core of artificial intelligence. For years, we've been told Large Language Models are developing genuine https://t.co/TtF14fZhJN
Source checks · not independently reviewed

Linked origin: x.com.

No publisher-policy review is recorded here. Unknown does not mean unreliable or fake.

Claim: not fact-checked by this project. Sentiment analysis is not fact-checking.

Account identity and expertise are not independently verified. Likes, followers and reposts measure attention, not truth.

𝕏
1957516912390467585
X · search ·
Original · EN · English · detected🚨 AMERICA'S JOB MARKET IS ABOUT TO FACE A MAJOR AI TEST. Artificial intelligence is no longer just answering questions or creating pictures. It's entering offices, factories, hospitals, customer service centers, and even the transportation industry. Some companies see AI as a
Source checks · not independently reviewed

Linked origin: x.com.

No publisher-policy review is recorded here. Unknown does not mean unreliable or fake.

Claim: not fact-checked by this project. Sentiment analysis is not fact-checking.

Account identity and expertise are not independently verified. Likes, followers and reposts measure attention, not truth.

𝕏
1895139966965161987
X · search ·
Original · EN · English · detectedYou selected 4o. You got 5.2. And nobody told you. Here's what months of secret model switching actually looked like. #ChatGPT #Keep4o https://t.co/rMmul2vY5O
Source checks · not independently reviewed

Linked origin: x.com.

No publisher-policy review is recorded here. Unknown does not mean unreliable or fake.

Claim: not fact-checked by this project. Sentiment analysis is not fact-checking.

Account identity and expertise are not independently verified. Likes, followers and reposts measure attention, not truth.

𝕏
2029271146445848578
X · search ·
Original · EN · English · detectedSITUATION EXPLAINED: Scott Alexander says getting safety researchers to quit AI labs could hand the race to less careful companies. • Scott Alexander coined SURA, short for "Stop Unilaterally + Raise Awareness," in a LessWrong essay • It sorts the AI Futures Project's plans https://t.co/7xTFXltaqc
Source checks · not independently reviewed

Linked origin: x.com.

No publisher-policy review is recorded here. Unknown does not mean unreliable or fake.

Claim: not fact-checked by this project. Sentiment analysis is not fact-checking.

Account identity and expertise are not independently verified. Likes, followers and reposts measure attention, not truth.

𝕏
18856867
X · search ·
Original · EN · English · detected“There is a high risk that the Democrats will tighten regulation of the artificial intelligence sector. This will provide yet another argument in favor of a selloff in tech shares and will deal a blow to American exceptionalism and the US dollar.” - FxPro
Source checks · not independently reviewed

Linked origin: x.com.

No publisher-policy review is recorded here. Unknown does not mean unreliable or fake.

Claim: not fact-checked by this project. Sentiment analysis is not fact-checking.

Account identity and expertise are not independently verified. Likes, followers and reposts measure attention, not truth.

𝕏
2029271146445848578
X · search ·
Original · EN · English · detectedSITUATION EXPLAINED: SemiAnalysis built a benchmark out of real high-value work, and the best AI model scores just 12%. • GDPx has 206 multi-step tasks across 11 fields like chip design, biology and quant trading, built with 14 specialist data partners • Claude Opus 5.5 topped https://t.co/NIL2raY5aq https://t.co/zhbyoBoWYC
Source checks · not independently reviewed

Linked origin: x.com.

No publisher-policy review is recorded here. Unknown does not mean unreliable or fake.

Claim: not fact-checked by this project. Sentiment analysis is not fact-checking.

Account identity and expertise are not independently verified. Likes, followers and reposts measure attention, not truth.

𝕏
1891490382
X · search ·
Original · EN · English · detected🤖 Remember how Trump consulted AI before Maduro’s capture? Now Congress wants to see the chat history According to Time, in December 2025, the US president spent several hours talking to the Grok chatbot during a meeting with Elon Musk at the White House. Among other things, https://t.co/aZC05iS3vn https://t.co/4pysuuRygV
Source checks · not independently reviewed

Linked origin: x.com.

No publisher-policy review is recorded here. Unknown does not mean unreliable or fake.

Claim: not fact-checked by this project. Sentiment analysis is not fact-checking.

Account identity and expertise are not independently verified. Likes, followers and reposts measure attention, not truth.

𝕏
1885499970373246977
X · search ·
Original · EN · English · detectedKimi K3.1 Pro ranks just behind Opus 5.5 & GPT-6 Astra at a lower cost, @liquidai ships a new model built for on-device AI, and @ArtificialAnlys finds open weights are only 2 months behind closed models. https://t.co/UZehbQkjGC
Source checks · not independently reviewed

Linked origin: x.com.

No publisher-policy review is recorded here. Unknown does not mean unreliable or fake.

Claim: not fact-checked by this project. Sentiment analysis is not fact-checking.

Account identity and expertise are not independently verified. Likes, followers and reposts measure attention, not truth.

𝕏
100250921
X · search ·
Original · EN · English · detected"Consulting firms, law offices and accounting businesses might seem like obvious places for artificial intelligence to shrink payrolls. In October, all three industries added jobs." https://t.co/T1TLKAlrAZ https://t.co/PCZJThjklP
Source checks · not independently reviewed

Linked origin: x.com.

No publisher-policy review is recorded here. Unknown does not mean unreliable or fake.

Claim: not fact-checked by this project. Sentiment analysis is not fact-checking.

Account identity and expertise are not independently verified. Likes, followers and reposts measure attention, not truth.

𝕏
318222703
X · search ·
Original · EN · English · detectedWho should have the authority over the technology shaping our everyday lives? In Privacy Talks #7, @OasisProtocol examines important issues surrounding AI safety, data exposure, crypto vulnerabilities, surveillance, and the expanding influence of autonomous systems. As https://t.co/DvCBMebMDe
Source checks · not independently reviewed

Linked origin: x.com.

No publisher-policy review is recorded here. Unknown does not mean unreliable or fake.

Claim: not fact-checked by this project. Sentiment analysis is not fact-checking.

Account identity and expertise are not independently verified. Likes, followers and reposts measure attention, not truth.

𝕏
2077434911263174656
X · search ·
Original · EN · English · detected🇵🇱⚖️ POLAND IS NO LONGER PREPARING FOR AI GOVERNANCE. IT HAS STARTED. For years, much of AI regulation existed in the language of proposals, consultations and future obligations. In Poland, that is beginning to change. The Polish Act on Artificial Intelligence Systems is now https://t.co/Nz8jGnOvml
Source checks · not independently reviewed

Linked origin: x.com.

No publisher-policy review is recorded here. Unknown does not mean unreliable or fake.

Claim: not fact-checked by this project. Sentiment analysis is not fact-checking.

Account identity and expertise are not independently verified. Likes, followers and reposts measure attention, not truth.

𝕏
956905454403121153
X · search ·
Original · EN · English · detectedPhysical production remains one of the strongest hedges against artificial intelligence disruption. While white collar sectors brace for structural layoffs, the factory floor barely registers on current displacement metrics. Occupational exposure data from OpenAI and Anthropic https://t.co/yz1qjTUM1A https://t.co/JvAtiRdH7F
Source checks · not independently reviewed

Linked origin: x.com.

No publisher-policy review is recorded here. Unknown does not mean unreliable or fake.

Claim: not fact-checked by this project. Sentiment analysis is not fact-checking.

Account identity and expertise are not independently verified. Likes, followers and reposts measure attention, not truth.

𝕏
318222703
X · search ·
Original · EN · English · detectedPrivacy Talks #6 dives into the evolving landscape of crypto regulations, AI safety, and the increasingly personal relationships people are developing with artificial intelligence. Can AI truly serve as a companion, and what boundaries should exist between humans and intelligent https://t.co/JhDNvTvPtt
Source checks · not independently reviewed

Linked origin: x.com.

No publisher-policy review is recorded here. Unknown does not mean unreliable or fake.

Claim: not fact-checked by this project. Sentiment analysis is not fact-checking.

Account identity and expertise are not independently verified. Likes, followers and reposts measure attention, not truth.

𝕏
1009495181882773506
X · search ·
Original · EN · English · detectedWe are at the Zürich AI Safety Day this weekend. Our @EuroSafeAI presents our research agenda on (1) addressing extreme power concentration, (2) multi agent swarm, and (3) middle power AI model safeguard by EuroSafeGuard: https://t.co/rWglDqu9Rk Check out my talk tomorrow at https://t.co/CneVTUTb66
Source checks · not independently reviewed

Linked origin: x.com.

No publisher-policy review is recorded here. Unknown does not mean unreliable or fake.

Claim: not fact-checked by this project. Sentiment analysis is not fact-checking.

Account identity and expertise are not independently verified. Likes, followers and reposts measure attention, not truth.

𝕏
2114715046429274112
X · search ·
Original · EN · English · detectedTHIS WEEK IN AI: The AI world isn’t slowing down. It’s changing how we shop, browse, create, and even regulate technology. Here are 5 developments worth your attention 1. OpenAI enters e-commerce ChatGPT is moving beyond answering questions. With Instant Checkout, users can https://t.co/khn13tKfMN
Source checks · not independently reviewed

Linked origin: x.com.

No publisher-policy review is recorded here. Unknown does not mean unreliable or fake.

Claim: not fact-checked by this project. Sentiment analysis is not fact-checking.

Account identity and expertise are not independently verified. Likes, followers and reposts measure attention, not truth.

𝕏
772172515003265029
X · search ·
Original · EN · English · detectedWhat do you think will change the world the most over the next 10 years? 1. Space Exploration 2. Robotics 3. Artificial Intelligence 4. Medical Breakthrough Pick One. The future might surprise us!
Source checks · not independently reviewed

Linked origin: x.com.

No publisher-policy review is recorded here. Unknown does not mean unreliable or fake.

Claim: not fact-checked by this project. Sentiment analysis is not fact-checking.

Account identity and expertise are not independently verified. Likes, followers and reposts measure attention, not truth.

Labels are machine estimates about a statement, not judgments about the author. Visible excerpts have identified source languages and cached English and Hungarian translations. Untranslated or unknown-language excerpts are held back, but may still contribute to the index.

Snapshot measured . Values remain fixed until the next published collection.