What people in AI, tech and science are talking about today.
29 October 2026 · Top 10
Ranked by how fast each item is picking up attention on X, Hacker News, GitHub and Hugging Face, with a short note on why it matters.
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Google launches Gemini 4 Carbon, now #1 on Artificial Analysis
Google DeepMind calls Gemini 4 Carbon its next frontier model, state-of-the-art on cybersecurity and long-horizon tasks. Artificial Analysis ranks it #1 on its Intelligence Index v5 (score 59) and second only to Claude Opus 5.5 on its Coding Agent Index, and the launch drew 886 points and 731 comments on Hacker News.
Source: X · @GoogleDeepMind · @swyx · @ArtificialAnlys · @GoogleAI · acosstaLink · Post on X · LinkedIn ·▲▲ +1,277 eng/h12,598 likes · 1,202 reposts
LLMs -
Claude Code spends up to a fifth of tokens on agent status lines, one user finds
A write-up shows Claude Code sends each background agent's full transcript to its model about every 30 seconds just to write a 3-5 word status line. The author measured it at about 16% of their Claude Code spend and shares an unofficial hook to turn it off; it reached 259 points on Hacker News.
Source: Hacker News · discussionLink · Post on X · LinkedIn ·▲▲ +84 pts/h264 points · 81 comments
AI & Agents -
ChatGPT Pro and Business users can claim up to $500 a month in API credits
OpenAI says eligible ChatGPT Pro and Business subscribers can now claim up to $500 a month in API credits to build apps and agents. It blurs the line between a chat subscription and a developer budget.
Source: X · @OpenAIDevsLink · Post on X · LinkedIn ·▲▲ +1,430 eng/h6,387 likes · 542 reposts
AI & Agents -
thdxr teases a proper cross-platform release of hex
thdxr says hex is getting a proper release that works across all operating systems, showing it running on Linux. It drew nearly 700 likes in five hours.
Source: X · @thdxrLink · Post on X · LinkedIn ·▲ +159 eng/h684 likes · 7 reposts
Dev Tools -
Vercel launches Vercel CI, built for agent-driven coding
Vercel CI skips unchanged work with Turborepo, claims 2-6x faster CI in Vercel's own repos, and is set up for agents through the Vercel MCP and CLI. It's in beta on all plans, and Guillermo Rauch pitches it as a fix for the AI coding bottleneck.
Source: X · @vercel · @rauchgLink · Post on X · LinkedIn ·▲ +148 eng/h1,091 likes · 63 reposts
AI & Agents -
Qwenputer compiles a working RISC-V CPU into Qwen 3.5's weights
Divyansh Agrawal built a 32-bit RISC-V CPU into a stock Qwen 3.5 4B, using its Gated DeltaNet layers as exact RAM, so the model does exact arithmetic and runs C and MicroPython with no external tool. Long-integer arithmetic goes from 48.6% to 100%, and the code and weights are open (323 points on HN).
Source: Hacker News · discussionLink · Post on X · LinkedIn ·▲ +53 pts/h324 points · 76 comments
LLMs -
Why a 1,800 km cloud on Mars shouldn't exist
Anton Petrov covers new research on an unusually long cloud over Mars. It passed 90,000 views in about nine hours.
Source: YouTube · Anton PetrovLink · Post on X · LinkedIn ·▲ +10,125 views/h93,060 views · 3,602 ratings
Science -
SciShow on AI psychosis and the deaths linked to chatbots
SciShow explains what 'AI psychosis' is, how dangerous it can be and what can be done about it, as chatbot use keeps climbing. It reached 220,000 views in about 14 hours.
Source: YouTube · SciShowLink · Post on X · LinkedIn ·▲ +15,599 views/h221,331 views · 5,951 ratings
Science -
Physicists claim the LHC saw signs of an extra dimension
Two physicists in France say heavy particles in Large Hadron Collider data could only exist if space has an extra dimension. Sabine Hossenfelder walks through the claim and its problems; it is not an accepted result.
Source: YouTube · Sabine HossenfelderLink · Post on X · LinkedIn ·▲ +19,427 views/h295,249 views · 8,436 ratings
Science -
Apple's git and curl on macOS still trust compromised eMudhra certificates
Eleven days after Apple was told about the eMudhra incident, the git, curl and python3 that ship with macOS still trust the compromised certificates, and macOS 27.2 undid the manual workaround. That means HTTPS traffic from those tools, including git pulls and tokens, can be intercepted; it drew 1,102 points on Hacker News.
Source: Hacker News · discussionLink · Post on X · LinkedIn ·▲ +64 pts/h1102 points · 390 comments
Dev Tools
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I think October represents another inflection point in capabilities for coding agents and the models that drive them: Claude Opus 5.5 can no
From the source: I think October represents another inflection point in capabilities for coding agents and the models that drive them: Claude Opus 5.5 can now build video games that are actually fun
Source: X · @simonwLink · Post on X · LinkedIn ·▲ +119 eng/h1,142 likes · 64 reposts
AI & Agents -
Your local LLM can now take control of a browser and complete tasks autonomously via Unsloth!
From the source: Your local LLM can now take control of a browser and complete tasks autonomously via Unsloth! Qwen3.8-27B successfully controlled the browser to complete tasks like chess, painting, with no human int…
Source: X · @UnslothAILink · Post on X · LinkedIn ·▲ +106 eng/h1,086 likes · 113 reposts
AI & Agents -
Deepseek's New AI Has A Secret
New video from Two Minute Papers, 87,535 views so far.
Source: YouTube · Two Minute PapersLink · Post on X · LinkedIn ·▲ +6,411 views/h87,535 views · 1,721 ratings
AI & Agents -
Introducing virtual models on AI Gateway.
From the source: Introducing virtual models on AI Gateway. Use a single virtual model ID across agents to: • Centrally manage model strings and configs • Immediately update to new models • Enforce Zero Data Retention…
Source: X · @vercelLink · Post on X · LinkedIn ·– +44 eng/h246 likes · 11 reposts
AI & Agents -
Today, we’re introducing the Responses API in public preview, made for building agents on Mistral.
From the source: Today, we’re introducing the Responses API in public preview, made for building agents on Mistral. Each response returns the model’s answer, its reasoning and its tool calls as separate items, so yo…
Source: X · @MistralAILink · Post on X · LinkedIn ·▲ +68 eng/h743 likes · 83 reposts
AI & Agents -
AI agents write code faster than anyone can keep a mental model of it. Mycel tries to fix that with a map.
From the source: AI agents write code faster than anyone can keep a mental model of it. Mycel tries to fix that with a map. It's a local web app where a coding agent such as Claude Code, Codex or Cursor builds a free…
Source: X · @RoundtableSpaceLink · Post on X · LinkedIn ·– +26 eng/h54 likes · 5 reposts
AI & Agents -
GitHub has released Copilot Fusion in GitHub Copilot, which orchestrates between Anthropic and OpenAI models. It scores 2 points below Opus
From the source: GitHub has released Copilot Fusion in GitHub Copilot, which orchestrates between Anthropic and OpenAI models. It scores 2 points below Opus 5.5 in Claude Code at half the Cost per Task in the Coding A…
Source: X · @ArtificialAnlysLink · Post on X · LinkedIn ·– +56 eng/h487 likes · 29 reposts
AI & Agents -
Dayjob: Tax – evaluating AI agents on 50 professional tax assignments
From the source: Dayjob: Tax – evaluating AI agents on 50 professional tax assignments
Source: Hacker News · discussionLink · Post on X · LinkedIn ·– +19 pts/h224 points · 145 comments
AI & Agents -
Runway Dev is now on Codex
From the source: Runway Dev is now on Codex One plugin install gives Codex everything it needs to build Runway’s API into your app. Describe what your app should generate and let Codex build the integration autonomou…
Source: X · @runwaymlLink · Post on X · LinkedIn ·– +22 eng/h151 likes · 24 reposts
AI & Agents -
Google announces Gemini 4 Carbon
New video from Matthew Berman, 12,582 views so far.
Source: YouTube · Matthew BermanLink · Post on X · LinkedIn ·– +1,421 views/h12,582 views · 189 ratings
AI & Agents -
Catching up on #GitHubUniverse? From Copilot Fusion to infrastructure investments, here's what you missed from the day 1 keynote.
From the source: Catching up on #GitHubUniverse? From Copilot Fusion to infrastructure investments, here's what you missed from the day 1 keynote.
Source: X · @githubLink · Post on X · LinkedIn ·– +17 eng/h64 likes · 9 reposts
AI & Agents -
Does AI Actually Understand? YES!
New video from David Shapiro, 51,973 views so far.
Source: YouTube · David ShapiroLink · Post on X · LinkedIn ·– +2,708 views/h51,973 views
AI & Agents
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New in Claude for Legal: a gallery of ready-made artifacts for contract review, regulatory horizon scans, cite checks, and more.
From the source: New in Claude for Legal: a gallery of ready-made artifacts for contract review, regulatory horizon scans, cite checks, and more. Start from the built-in example, add your own documents and connectors…
Source: X · @claudeaiLink · Post on X · LinkedIn ·▲▲ +2,469 eng/h24,750 likes · 1,545 reposts
LLMs -
Basecamp for Claude is live!
From the source: Basecamp for Claude is live!
▲ +118 eng/h715 likes · 21 reposts
LLMs -
Meet NVIDIA Nemotron 3.5 Transcribe 🎙️
From the source: Meet NVIDIA Nemotron 3.5 Transcribe 🎙️ An open-weight, promptable 30B MoE model with ~4B active parameters that brings transcription in 40 languages, speaker attribution, translation, contextual prom…
Source: X · @NVIDIAAILink · Post on X · LinkedIn ·▲▲ +688 eng/h6,665 likes · 525 reposts
LLMs -
Same robot, same task, two models with very different writing styles
From the source: Same robot, same task, two models with very different writing styles ➤ On the left, Claude Opus 5.5 dabs out "hello world" dot by dot: 3,270 arm moves over 34 minutes ➤ On the right, GPT-6 Astra wri…
Source: X · @ArtificialAnlysLink · Post on X · LinkedIn ·▲ +64 eng/h420 likes · 11 reposts
LLMs -
In AA-PersonalityBench, GPT-6 and Grok models are the most Direct and most likely to use an Answer First format of all models measured
From the source: In AA-PersonalityBench, GPT-6 and Grok models are the most Direct and most likely to use an Answer First format of all models measured The Direct trait assesses whether models get to the point quickl…
Source: X · @ArtificialAnlysLink · Post on X · LinkedIn ·– +38 eng/h320 likes · 16 reposts
LLMs -
NVIDIA's Nemotron 3.5 Transcribe ties for #1 among open weights Speech to Text models with 2.8% WER, using just 4B active parameters
From the source: NVIDIA's Nemotron 3.5 Transcribe ties for #1 among open weights Speech to Text models with 2.8% WER, using just 4B active parameters Nemotron 3.5 Transcribe is NVIDIA's new open weights Speech to Tex…
Source: X · @ArtificialAnlysLink · Post on X · LinkedIn ·– +52 eng/h525 likes · 34 reposts
LLMs -
Particle-1 is now available on AI Gateway.
From the source: Particle-1 is now available on AI Gateway. 𝚙𝚊𝚛𝚝𝚒𝚌𝚕𝚎/𝚙𝚊𝚛𝚝𝚒𝚌𝚕𝚎-𝟷 Post-trained on DeepSeek V4.1 Flash, it completes engineering tasks with fewer tokens. Use it to debug, plan code changes, and break do…
Source: X · @vercel_devLink · Post on X · LinkedIn ·– +14 eng/h98 likes · 6 reposts
LLMs -
Survival LLM packs an offline AI assistant and emergency library
It runs entirely on your own computer, so you keep a chat assistant and reference library with no internet. Nearly 300 points on Hacker News.
Source: Hacker News · discussionLink · Post on X · LinkedIn ·– +18 pts/h526 points · 194 comments
LLMs -
why security teams use ollama to work with open models @togethercompute @vipulved @jmorgan
From the source: why security teams use ollama to work with open models @togethercompute @vipulved @jmorgan
Source: X · @ollamaLink · Post on X · LinkedIn ·– +12 eng/h59 likes · 8 reposts
LLMs -
ThinkWorld
From the source: ThinkWorld World Imagination Reinforces Chain-of-Dynamics Reasoning paper:
Source: X · @_akhaliqLink · Post on X · LinkedIn ·– +8.7 eng/h84 likes · 12 reposts
LLMs -
PDRVLA: A Vision-Language-Action Model with Physical Dynamics Representations
From the source: Vision--Language--Action (VLA) models generate robot actions from visual observations and language instructions, but their understanding of physical dynamics remains limited. Video world models can ca…
▲▲ +2.6 votes/h144 upvotes
LLMs -
Can Discrete Tokens Serve as Semantically Lossless Representations of Visual Signals?
From the source: Discrete visual tokens represent vision in a discrete form analogous to language, offering a native interface for multimodal modeling under a shared next-token prediction objective. However, quantizat…
▲ +1.6 votes/h90 upvotes
LLMs
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Apple just launched MacBook Pro w/ PROLED XDR Display featuring @ComfyUI as the center piece of powerful platform for AI.
From the source: Apple just launched MacBook Pro w/ PROLED XDR Display featuring @ComfyUI as the center piece of powerful platform for AI. Meanwhile, we are working with MLX team to better support Comfy on MacOS. Sta…
Source: X · @ComfyUILink · Post on X · LinkedIn ·– +27 eng/h112 likes · 14 reposts
Gen-Media -
His AI Made 20 Reels Before Breakfast
New video from Matt Wolfe, 28,991 views so far.
Source: YouTube · Matt WolfeLink · Post on X · LinkedIn ·– +2,463 views/h28,991 views · 681 ratings
Gen-Media -
Introducing the Comfy Creative Partners Program.
From the source: Introducing the Comfy Creative Partners Program. Six agencies and studios already delivering high quality client work with ComfyUI, each with its own specialty. → Asteria: AI film + animation → Blac…
Source: X · @ComfyUILink · Post on X · LinkedIn ·– +18 eng/h171 likes · 15 reposts
Gen-Media -
Voxtral Mini Transcribe 3 ranks #2 on Voice Arena’s Diarization + ASR leaderboard.
From the source: Voxtral Mini Transcribe 3 ranks #2 on Voice Arena’s Diarization + ASR leaderboard.
Source: X · @MistralAILink · Post on X · LinkedIn ·– +21 eng/h330 likes · 22 reposts
Gen-Media -
Insane Interactive World Creator (Genie 4)
New video from Matt Wolfe, 7,917 views so far.
Source: YouTube · Matt WolfeLink · Post on X · LinkedIn ·– +620 views/h7,917 views · 223 ratings
Gen-Media -
They did THESE VFX in 1911?!
New video from Corridor Crew, 207,043 views so far.
Source: YouTube · Corridor CrewLink · Post on X · LinkedIn ·– +5,283 views/h207,043 views · 8,571 ratings
Gen-Media -
We are launching AA-Video-I2V v2.1 and AA-Video-I2V-Silent v2.1, our new benchmark for evaluating image to video models. It judges every mod
From the source: We are launching AA-Video-I2V v2.1 and AA-Video-I2V-Silent v2.1, our new benchmark for evaluating image to video models. It judges every model at up to 1080p on a new set of image and text prompts, an…
Source: X · @ArtificialAnlysLink · Post on X · LinkedIn ·– +12 eng/h134 likes · 10 reposts
Gen-Media -
You should try these 3 AI tools - MIND BLOWN!
New video from Olivio Sarikas, 3,020 views so far.
Source: YouTube · Olivio SarikasLink · Post on X · LinkedIn ·– +345 views/h3,020 views · 93 ratings
Gen-Media -
VibeVideoBench: Evaluating Multimodal Agents on Code-Driven Video Generation
From the source: Diffusion video models produce striking clips, but they cannot reliably render an exact formula, a correct chart, a rule-consistent game or narration synchronized to on-screen events. A different rout…
▲▲ +3.1 votes/h173 upvotes
Gen-Media -
Hy-Nomas: Towards Free-form Interactive World Generation
From the source: Interactive world generation requires models to follow successive commands while preserving relevant history and action consequences. We present Hy-Nomas, a video world model with an 8B diffusion back…
▲▲ +2.0 votes/h108 upvotes
Gen-Media -
AssemblyAI has launched its first Text to Speech model! AssemblyAI-TTS-1 enters the top 12 in our Provider Voice Arena and the top 10 in Con
From the source: AssemblyAI has launched its first Text to Speech model! AssemblyAI-TTS-1 enters the top 12 in our Provider Voice Arena and the top 10 in Controlled Voice @AssemblyAI has launched its first Text to Sp…
Source: X · @ArtificialAnlysLink · Post on X · LinkedIn ·– +8.2 eng/h75 likes · 7 reposts
Gen-Media -
Crazy Spy Tech You Can Use For Free!
New video from Matt Wolfe, 23,879 views so far.
Source: YouTube · Matt WolfeLink · Post on X · LinkedIn ·– +621 views/h23,879 views · 657 ratings
Gen-Media
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Latest updates on Rex beta rollout:
From the source: Latest updates on Rex beta rollout: - I'll have a formal update next week (blog post). - We've invited 12,000 more this week. - We've fully opened iOS testing to everyone invited - Server (Linux + Fr…
Source: X · @mitchellhLink · Post on X · LinkedIn ·▲ +121 eng/h915 likes · 15 reposts
Dev Tools -
We're starting Higgsfield Selected, our pick of the best work made on Higgsfield.
From the source: We're starting Higgsfield Selected, our pick of the best work made on Higgsfield. The first one is MADSEASON by our creator @dinitrobenzoll The entire project is open source. All prompts and assets …
Source: X · @higgsfield_aiLink · Post on X · LinkedIn ·▲ +78 eng/h508 likes · 247 reposts
Dev Tools -
This is Crazy
New video from The PrimeTime, 202,878 views so far.
Source: YouTube · The PrimeTimeLink · Post on X · LinkedIn ·▲ +20,580 views/h202,878 views · 5,070 ratings
Dev Tools -
Did the AI bubble just pop?
New video from Fireship, 1,373,461 views so far.
Source: YouTube · FireshipLink · Post on X · LinkedIn ·▲▲ +77,709 views/h1,373,461 views · 30,383 ratings
Dev Tools -
How To Give Claude Unlimited Usage
New video from Theo - t3․gg, 110,652 views so far.
Source: YouTube · Theo - t3․ggLink · Post on X · LinkedIn ·▲ +9,139 views/h110,652 views · 2,205 ratings
Dev Tools -
I Tested The Viral Reverse Engineering Repo
New video from Tech With Tim, 42,444 views so far.
Source: YouTube · Tech With TimLink · Post on X · LinkedIn ·– +2,469 views/h42,444 views · 494 ratings
Dev Tools -
NetworkChuck explains Jev, the decision model everyone is copying
He breaks down what a small 'decision model' is, how it differs from chat assistants like ChatGPT and Claude, and why so many teams are copying the idea.
Source: YouTube · NetworkChuckLink · Post on X · LinkedIn ·▲ +12,484 views/h481,457 views · 8,484 ratings
Dev Tools -
CUDA Live: Introduction to CUDA Rust
From the source: CUDA Live: Introduction to CUDA Rust
Source: X · @NVIDIAAILink · Post on X · LinkedIn ·– +13 eng/h107 likes · 16 reposts
Dev Tools -
Python's experimental JIT to be removed
From the source: Python's experimental JIT to be removed
Source: Hacker News · discussionLink · Post on X · LinkedIn ·– +17 pts/h566 points · 327 comments
Dev Tools -
Everything New in Hermes Agent (Full Setup Guide)
New video from Tech With Tim, 32,313 views so far.
Source: YouTube · Tech With TimLink · Post on X · LinkedIn ·– +784 views/h32,313 views · 444 ratings
Dev Tools -
interplains/Zero-Breach-Toolkit: Free, open-source, offline checks for traces of known mercenary spyware. Works on Windows, macOS and Linux, An
From the source: Free, open-source, offline checks for traces of known mercenary spyware. Works on Windows, macOS and Linux, Android phones and iPhone backups.
▲▲ +34 stars/h2,972 stars in 4d
Dev Tools -
KPPax: preprocess differentiable kinetic ODE for machine learning in atmospheric chemistry
From the source: Atmospheric chemical mechanisms are commonly distributed in the language of the Kinetic PreProcessor (KPP), which generates efficient Fortran or C code but does not fit into the differentiable program…
▲▲ newnew paper
Dev Tools
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Vsauce on the time scientists thought the Sun was cold
Michael Stevens walks through a long-abandoned idea that the Sun was cool underneath, and what proved it wrong. Over a million views in its first seven hours.
Source: YouTube · VsauceLink · Post on X · LinkedIn ·▲▲ +103,946 views/h3,261,274 views · 271,039 ratings
Science -
smithjohn78390/tongjiang-lab: Free interactive 3D science lessons for high school · 铜匠实验室 · https://lab.tongjiang.app
From the source: Free interactive 3D science lessons for high school · 铜匠实验室 · https://lab.tongjiang.app
▲ +26 stars/h685 stars in 2d
Science -
Scott Manley on China's secretive reusable spaceplane
He breaks down what has finally been revealed about the uncrewed spaceplane China has flown on long, quiet orbital missions.
Source: YouTube · Scott ManleyLink · Post on X · LinkedIn ·▲ +23,112 views/h847,836 views · 16,114 ratings
Science -
Kurzgesagt tells the story of surviving late-stage cancer
A personal, animated account of beating late-stage cancer and the science behind the treatment. 2.7 million views in its first 16 hours.
Source: YouTube · Kurzgesagt – In a NutshellLink · Post on X · LinkedIn ·▲▲ +116,577 views/h4,686,258 views · 118,201 ratings
Science -
Why doesn't your heart get tired like other muscles do?
New video from Veritasium, 867,798 views so far.
Source: YouTube · VeritasiumLink · Post on X · LinkedIn ·▲ +21,065 views/h867,798 views · 27,070 ratings
Science -
Uranus: The Weirdest Planet In The Solar System
New video from Astrum, 384,329 views so far.
Source: YouTube · AstrumLink · Post on X · LinkedIn ·▲ +10,057 views/h384,329 views · 5,767 ratings
Science -
How We Finally Solved Biology's Deepest Mystery (2026 Nobel Prize)
New video from Anton Petrov, 143,186 views so far.
Source: YouTube · Anton PetrovLink · Post on X · LinkedIn ·– +4,314 views/h143,186 views · 4,278 ratings
Science -
How To Hold Something That's 10,000,000 Degrees
New video from SciShow, 180,614 views so far.
Source: YouTube · SciShowLink · Post on X · LinkedIn ·– +4,729 views/h180,614 views · 3,679 ratings
Science -
The Entire History Of The Moon
New video from Scott Manley, 171,033 views so far.
Source: YouTube · Scott ManleyLink · Post on X · LinkedIn ·– +4,441 views/h171,033 views · 5,275 ratings
Science -
New Dwarf Planet Discovered By Vera Rubin Telescope
New video from Scott Manley, 53,929 views so far.
Source: YouTube · Scott ManleyLink · Post on X · LinkedIn ·– +1,700 views/h53,929 views · 2,067 ratings
Science -
Blind Ranking Numbers (Terence Tao)
New video from Numberphile, 138,992 views so far.
Source: YouTube · NumberphileLink · Post on X · LinkedIn ·– +3,009 views/h138,992 views · 3,760 ratings
Science -
OpenAI shares three research results made with academic partners
OpenAI says work with university groups produced new findings in maths, computer science and physics, a test of whether models can help with real science rather than benchmarks.
Source: Hacker News · discussionLink · Post on X · LinkedIn ·▲ +26 pts/h1150 points · 696 comments
Science
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Did Katy Perry LIE About Going To Space??
New video from MrBallen, 24,729 views so far.
Source: YouTube · MrBallenLink · Post on X · LinkedIn ·– +1,628 views/h24,729 views · 699 ratings
Mysteries -
Why Are Governments Suddenly Telling Everyone to Prepare?
New video from reallygraceful, 78,203 views so far.
Source: YouTube · reallygracefulLink · Post on X · LinkedIn ·▲ +7,072 views/h78,203 views · 5,180 ratings
Mysteries -
Are Humans BORN Evil?? 🤔
New video from MrBallen, 22,377 views so far.
Source: YouTube · MrBallenLink · Post on X · LinkedIn ·– +571 views/h22,377 views · 648 ratings
Mysteries -
Variable Stars in Local Group Galaxies IX: Tracing the Complex History of NGC 205
From the source: We present the most extensive catalogue of variable stars in NGC 205 to date, based on archival HST/ACS imaging of a single field $\sim 4^\prime$ from the galaxy centre (GO-15902). We detect 1441 RR L…
▲▲ newnew paper
Mysteries
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Signals today: 35 from X, 11 from Hacker News, 30 from arXiv, 16 from GitHub, 50 from HF Papers, 45 from YouTube. Scores combine how fast an item is picking up attention, how recent it is, and how many places it shows up. Each note is short, factual and links to the original. YouTube comes from public channel feeds of about fifty channels.