What people in AI, tech and science are talking about today.
16 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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Meta releases Muse Spark Open, an 816B-parameter open-weight model
Meta released Muse Spark Open as open weights: 816B total / 42B active parameters with a 1M-token context, pitched at coding and agentic work. It was picked up the same day by Ollama, Cursor and Artificial Analysis, so you can try it locally or in your editor now.
Source: X · @AIatMeta · @cursor_ai · @ArtificialAnlys · @ollamaLink · Post on X · LinkedIn ·▲▲ +798 eng/h10,420 likes · 1,090 reposts
AI & Agents -
Texas “telescope ranches” rent dark skies to remote stargazers
Amateur astronomers are paying to keep $10K+ telescope rigs at remote dark-sky sites in Texas, with roll-off roofs and remote control. It shows how far light pollution pushes hobby astronomy.
Source: X · @Rainmaker1973Link · Post on X · LinkedIn ·▲ +108 eng/h441 likes · 39 reposts
Science -
Human neurons grown inside a living mouse brain
Anton Petrov covers research where human neurons were grown inside a living mouse brain. Over 400,000 views in under two days makes it one of the fastest-moving science videos this week.
Source: YouTube · Anton PetrovLink · Post on X · LinkedIn ·▲▲ +28,172 views/h404,612 views · 9,720 ratings
Science -
OpenAI opens GPT-Rosalind to academic biology labs
OpenAI is widening access to GPT-Rosalind, its biology-focused model, with a Rosalind Academic Plan and sponsored access for eligible US university labs. It's a direct push of AI into lab decision-making.
Source: X · @OpenAILink · Post on X · LinkedIn ·▲▲ +226 eng/h2,341 likes · 224 reposts
LLMs -
Anthropic commits $5M to mathematicians using AI in research
Anthropic has committed $5 million to support mathematicians using AI in research. It's a funding move aimed at how AI gets used in maths and science, not a model release.
Source: X · @AnthropicAILink · Post on X · LinkedIn ·▲ +176 eng/h1,953 likes · 147 reposts
Science -
Cloudflare buys Deno: “the runtime wars are over”
Fireship on Cloudflare acquiring Deno, and the creator of Node.js saying reimplementing Node was a mistake. Nearly 800,000 views in its first two days.
Source: YouTube · FireshipLink · Post on X · LinkedIn ·▲▲ +42,597 views/h799,856 views · 10,028 ratings
Dev Tools -
How Anthropic rebuilt Git to handle 30,000 merges a day
Theo walks through Anthropic's engineering post on Scion, its redesigned source control, which took the company from 2,500 merges a day to over 30,000 in five months. It pairs with the open-source open_scion repo also in today's list.
Source: YouTube · Theo - t3․ggLink · Post on X · LinkedIn ·▲ +9,396 views/h72,577 views · 1,310 ratings
Dev Tools -
A skeuomorphic Wayland desktop for Linux
A skeuomorphic Wayland desktop for Linux drew 616 points and 241 comments on Hacker News. Desktop design nostalgia still hits hard with developers.
Source: Hacker News · discussionLink · Post on X · LinkedIn ·▲▲ +33 pts/h633 points · 254 comments
Dev Tools -
Is there only one electron in the universe?
PBS Space Time revisits the 'one-electron universe' idea, the old suggestion that every electron is the same particle moving back and forth in time, and what it points to.
Source: YouTube · PBS Space TimeLink · Post on X · LinkedIn ·▲ +13,223 views/h226,196 views · 8,323 ratings
Science -
open_scion: version control built for coding agents
An open-source take on Scion, version control designed for coding agents, passed 1,000 GitHub stars in about a day. Agent-native tooling below the git layer is getting attention.
▲▲ +44 stars/h1,029 stars in 1d
AI & Agents
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Check out @tonbistudio’s guide to using the new Reverse Engineer Anything plugin in Hermes Agent!
From the source: Check out @tonbistudio’s guide to using the new Reverse Engineer Anything plugin in Hermes Agent!
Source: X · @TekniumLink · Post on X · LinkedIn ·– +50 eng/h185 likes · 17 reposts
AI & Agents -
You can just build things with Codex
From the source: You can just build things with Codex We built a site for you to explore hardware projects from the community and share your own.
Source: X · @OpenAIDevsLink · Post on X · LinkedIn ·▲ +89 eng/h875 likes · 67 reposts
AI & Agents -
Check out the new official plugin I created for Hermes Agent that includes the REA MCP + a Skill for how to use it way more effectively!
From the source: Check out the new official plugin I created for Hermes Agent that includes the REA MCP + a Skill for how to use it way more effectively!
Source: X · @TekniumLink · Post on X · LinkedIn ·▲ +165 eng/h2,020 likes · 188 reposts
AI & Agents -
People have been asking to run Supabase locally without Docker for a while. You can do that now. 🐳
From the source: People have been asking to run Supabase locally without Docker for a while. You can do that now. 🐳 Plus, every coding agent gets its own local project, so one can reset its database while another is …
Source: X · @supabaseLink · Post on X · LinkedIn ·– +54 eng/h466 likes · 36 reposts
AI & Agents -
Today, we’re expanding our Nemotron family of open models with Nemotron 3.5 Super VL.
From the source: Today, we’re expanding our Nemotron family of open models with Nemotron 3.5 Super VL. Bringing visual understanding, reasoning, and tool use together to help AI agents complete more work in less tim…
Source: X · @nvidia · @ArtificialAnlysLink · Post on X · LinkedIn ·– +61 eng/h880 likes · 104 reposts
AI & Agents -
For Those Who Create. KLING 4.0 Is Now Fully Available. 🎬
From the source: For Those Who Create. KLING 4.0 Is Now Fully Available. 🎬 What’s New, Starting Today 🖥️ Access Kling 4.0 through a refreshed creation interface on 🔗 Access Kling 4.0 through MCP and CLI for greater …
Source: X · @Kling_aiLink · Post on X · LinkedIn ·▲ +78 eng/h912 likes · 144 reposts
AI & Agents -
I recently described the modern scalable agent architecture as: 🧠 brain, 🙌 hands, 🗃️ files. The files are here.
From the source: I recently described the modern scalable agent architecture as: 🧠 brain, 🙌 hands, 🗃️ files. The files are here.
Source: X · @rauchgLink · Post on X · LinkedIn ·– +42 eng/h527 likes · 21 reposts
AI & Agents -
Initial results for NVIDIA's Vera Rubin NVL72 are now live on AA-AgentPerf, with up to ~5.7x the total throughput per megawatt of its predec
From the source: Initial results for NVIDIA's Vera Rubin NVL72 are now live on AA-AgentPerf, with up to ~5.7x the total throughput per megawatt of its predecessor GB300 NVL72 on DeepSeek V4 Pro, ~5.4x on DeepSeek V4.1…
Source: X · @ArtificialAnlysLink · Post on X · LinkedIn ·– +23 eng/h174 likes · 11 reposts
AI & Agents -
Hermes Agent Spotted 👀👀
From the source: Hermes Agent Spotted 👀👀
Source: X · @TekniumLink · Post on X · LinkedIn ·– +41 eng/h661 likes · 32 reposts
AI & Agents -
NVIDIA Nemotron 3.5 Bolt 74B-A9B 24GB is now on Ollama
From the source: NVIDIA Nemotron 3.5 Bolt 74B-A9B 24GB is now on Ollama This model vision-language model (VLM) is designed to run everyday agentic tasks locally, using a native 2-bit quantization to fit in 24GB of me…
Source: X · @ollamaLink · Post on X · LinkedIn ·– +22 eng/h203 likes · 9 reposts
AI & Agents -
NVIDIA's RTX Spark N1X puts up to 128 GB of unified memory and a Blackwell GPU in a Windows laptop. In our first AA-AgentPerf-Local results,
From the source: NVIDIA's RTX Spark N1X puts up to 128 GB of unified memory and a Blackwell GPU in a Windows laptop. In our first AA-AgentPerf-Local results, an RTX Spark laptop completes our local agent workload on Q…
Source: X · @ArtificialAnlysLink · Post on X · LinkedIn ·– +21 eng/h228 likes · 14 reposts
AI & Agents -
NVIDIA Nemotron 3.5 Super VL is now available on Ollama
From the source: NVIDIA Nemotron 3.5 Super VL is now available on Ollama This model combines reasoning and visual understanding across a range of agent workflows. On a single GPU, this model delivers up to 5x higher…
Source: X · @ollamaLink · Post on X · LinkedIn ·– +11 eng/h101 likes · 8 reposts
AI & Agents
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Applications are now open for two new Anthropic Fellowships.
From the source: Applications are now open for two new Anthropic Fellowships. STEM Fellows (science and engineering) and Conceptual Reasoning Fellows (philosophy, cognitive science, economics, policy, and law) will s…
Source: X · @AnthropicAILink · Post on X · LinkedIn ·▲▲ +451 eng/h6,318 likes · 507 reposts
LLMs -
What can large-scale AI models bring to the growing complexity of particle physics?
From the source: What can large-scale AI models bring to the growing complexity of particle physics? @CERN and Mistral join forces to explore this question. The ambition: a single Large Physics Model, trained on bi…
Source: X · @MistralAILink · Post on X · LinkedIn ·▲ +130 eng/h2,284 likes · 305 reposts
LLMs -
Amazing to see @AIatMeta launch the best US open-weight model so far!
From the source: Amazing to see @AIatMeta launch the best US open-weight model so far! The model will be available on Ollama shortly. 🫡
Source: X · @ollamaLink · Post on X · LinkedIn ·– +33 eng/h516 likes · 28 reposts
LLMs -
Xiaomi Just Showed Us What Million-Dollar RL Training Looks Like
New video from bycloud, 67,464 views so far.
Source: YouTube · bycloudLink · Post on X · LinkedIn ·– +3,538 views/h67,464 views · 1,243 ratings
LLMs -
Waypoint-OPD: distilling what models learn during RL
The most-upvoted paper on Hugging Face today (181). Waypoint-OPD transfers what a teacher model learned during RL to a smaller student by checking that intermediate policy shifts agree, not just the endpoint. It's relevant to anyone distilling reasoning models.
▲▲ +5.0 votes/h181 upvotes
LLMs -
Each Reward to Its Relevant Tokens: Reward-Specific Token-Level Credit Assignment for Multi-Reward RL
From the source: Language models are increasingly trained against several verifiable rewards at once, such as the correctness and the format of a tool call, or the individual constraints of a complex instruction. Rewa…
▲ +0.5 votes/h14 upvotes
LLMs -
Gemini 4 Argon is already unlocking new scientific breakthroughs in quantum computing, nuclear fusion, protein design and beyond. 🧵
From the source: Gemini 4 Argon is already unlocking new scientific breakthroughs in quantum computing, nuclear fusion, protein design and beyond. 🧵
Source: X · @GoogleDeepMindLink · Post on X · LinkedIn ·▲ +82 eng/h2,400 likes · 301 reposts
LLMs -
VLA-Δ: Learning Physical State Transition for Vision-Language-Action Models
From the source: Vision-language-action (VLA) models transfer semantic knowledge acquired through vision-language pretraining to robot control, achieving strong performance across various benchmarks. However, most VLA…
▲ +0.8 votes/h29 upvotes
LLMs -
Caho1/open-claude-ui: 基于 REA 深度拆解并高保真还原 Claude 官方桌面端 UI。还原 30 个独立 React 组件与 8 项硬核交互物理算法,附带 3000+ 行逆向分析手册。
From the source: 基于 REA 深度拆解并高保真还原 Claude 官方桌面端 UI。还原 30 个独立 React 组件与 8 项硬核交互物理算法,附带 3000+ 行逆向分析手册。
▲ +20 stars/h913 stars in 2d
LLMs -
SUPRA-TEX: 3D Generation with Super-Aligned Texture
From the source: Single image 3D generation aims to dress a given 3D mesh with relightable materials while faithfully preserving the visual details of a reference image. Existing methods either introduce artifacts whe…
– +0.1 votes/h5 upvotes
LLMs -
RoTA-Bench: Evaluating 3D Spatial Reasoning through Interactive Projection Alignment
From the source: Can vision-language models turn 2D observations into 3D understanding that supports precise action? This requires inferring object geometry, anticipating the effects of rotation, and refining actions …
▲▲ +2.5 votes/h148 upvotes
LLMs -
Discovering state-of-the-art quantum circuits with large language models
From the source: Significant efforts are currently being directed toward the implementation of large-scale quantum information processors, but realizing useful quantum advantage also requires the development of effici…
▲▲ newnew paper
LLMs
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New voices. Better accents. And less "checking..."
From the source: New voices. Better accents. And less "checking..." GPT-Live-1.1 brings these updates to Voice in ChatGPT, Codex, and dots, with new voices in French, German, Hindi, Mexican Spanish, Korean, and Japan…
Source: X · @OpenAILink · Post on X · LinkedIn ·▲▲ +754 eng/h9,771 likes · 699 reposts
Gen-Media -
You won't know what's real anymore!
New video from Corridor Crew, 375,902 views so far.
Source: YouTube · Corridor CrewLink · Post on X · LinkedIn ·▲ +18,461 views/h375,902 views · 13,932 ratings
Gen-Media -
Krea 3, an image model built for editing at scale
Krea launched Krea 3, an image model aimed at editing at scale. It reached 314 points on Hacker News, a sign that image editing, not just generation, is where the competition is.
Source: Hacker News · discussionLink · Post on X · LinkedIn ·▲ +18 pts/h316 points · 102 comments
Gen-Media -
This Tesla Actualy Flies (NOT AI)
New video from Matt Wolfe, 21,197 views so far.
Source: YouTube · Matt WolfeLink · Post on X · LinkedIn ·– +2,699 views/h21,197 views · 568 ratings
Gen-Media -
FLUX 3 Image Klein by @bfl_ai is now natively supported in ComfyUI.
From the source: FLUX 3 Image Klein by @bfl_ai is now natively supported in ComfyUI. 5.6B parameters, with open weights for both the base and distilled versions. → Native 4K generation → Bounding boxes for layout co…
Source: X · @ComfyUILink · Post on X · LinkedIn ·– +29 eng/h354 likes · 40 reposts
Gen-Media -
Krea 3 by @krea_ai is now in ComfyUI via Partner Nodes.
From the source: Krea 3 by @krea_ai is now in ComfyUI via Partner Nodes. Reference-driven image gen + editing, built for fast iteration: → Multi-reference inputs, addressed by upload order (person from image 1, jac…
Source: X · @ComfyUILink · Post on X · LinkedIn ·– +10 eng/h110 likes · 15 reposts
Gen-Media -
Routing Policy Optimization for Online Diffusion Reinforcement Learning
From the source: Reinforcement learning can align visual generators with reward signals beyond their pretraining objectives, but existing score-function methods typically introduce stochasticity by perturbing the reve…
▲ +0.5 votes/h19 upvotes
Gen-Media -
FLUX 3 Image Klein by @bfl_ai is now on fal
From the source: FLUX 3 Image Klein by @bfl_ai is now on fal Draw a box and get exactly that layout. Pick objects from any reference and place them where you want, edit with boxes, transfer styles and render text. T…
– +11 eng/h153 likes · 19 reposts
Gen-Media -
Velox: Spatial Memory Makes World Models Efficient
From the source: Video world models turn actions and camera motion into long visual rollouts, making video a natural interface for interactive simulation. Such interaction requires responsive generation, yet coherent …
▲ +0.4 votes/h14 upvotes
Gen-Media -
Inside FLUX 3 Image: How Black Forest Labs Built It
From the source: Inside FLUX 3 Image: How Black Forest Labs Built It
Source: X · @ComfyUILink · Post on X · LinkedIn ·– +6.9 eng/h92 likes · 12 reposts
Gen-Media -
Flux 3 Video and Upscaler just got an update on fal!
From the source: Flux 3 Video and Upscaler just got an update on fal! • Now supports native 2K and 4K video generation • Available across text-to-video, image-to-video and video-to-video workflows • Fast 4K generatio…
– +6.9 eng/h70 likes · 7 reposts
Gen-Media -
ALMA2040: Mapping the Spatially Resolved Dust and Star Formation Physics Driving High-z Galaxy Assembly
From the source: Interstellar dust reprocesses approximately half of the starlight emitted across cosmic history. However, dust temperature, which is essential to convert continuum flux into dust mass, molecular gas m…
▲▲ newnew paper
Gen-Media
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ComfyUI puts up $25k for open-source builds after Higgsfield U-turn
ComfyUI and partners including NVIDIA, RunPod and MiniMax are putting up $25,000 in prizes over two weeks for open-source builds on the Comfy Developer Platform. They framed it as a response to Higgsfield not open-sourcing its platform as promised.
Source: X · @ComfyUILink · Post on X · LinkedIn ·▲ +159 eng/h1,252 likes · 130 reposts
Dev Tools -
Anthropic says No More
New video from The PrimeTime, 364,480 views so far.
Source: YouTube · The PrimeTimeLink · Post on X · LinkedIn ·▲ +15,333 views/h364,480 views · 5,563 ratings
Dev Tools -
Sites is now generally available for Enterprise, with US and EU data residency for new Sites in eligible workspaces.
From the source: Sites is now generally available for Enterprise, with US and EU data residency for new Sites in eligible workspaces. Build team apps with databases and authentication. @kagigz shows how to schedule …
Source: X · @OpenAIDevsLink · Post on X · LinkedIn ·– +45 eng/h507 likes · 30 reposts
Dev Tools -
OpenAI’s lead engineer was secretly a spy...
New video from Fireship, 1,410,331 views so far.
Source: YouTube · FireshipLink · Post on X · LinkedIn ·▲▲ +33,136 views/h1,410,331 views · 21,545 ratings
Dev Tools -
Proa, a Rust web framework with fast server rendering
Show HN: Proa is a Rust web framework promising fast server-side rendering and multi-target rendering (101 points). It's one more sign of Rust moving into full-stack web.
Source: Hacker News · discussionLink · Post on X · LinkedIn ·– +5.7 pts/h102 points · 28 comments
Dev Tools -
BRUTAL, an open-source C# framework for games and engines
BRUTAL is a new free, open-source C# framework for making games or your own engine. It's trending on GitHub in its first week.
▲ +34 stars/h1,368 stars in 2d
Dev Tools -
🧾 @stripe Data Pipeline now syncs real-time data to Supabase.
From the source: 🧾 @stripe Data Pipeline now syncs real-time data to Supabase. Pick a Supabase project from the Stripe Dashboard and your payment, customer, subscription, and other Stripe data land in your own datab…
Source: X · @supabaseLink · Post on X · LinkedIn ·– +12 eng/h137 likes · 11 reposts
Dev Tools -
New in GitHub Transparency data: Learn about government takedown requests and reporting, and get a recap of 2026 state legislative sessions
From the source: New in GitHub Transparency data: Learn about government takedown requests and reporting, and get a recap of 2026 state legislative sessions affecting open source.
Source: X · @githubLink · Post on X · LinkedIn ·– +10 eng/h105 likes · 3 reposts
Dev Tools -
Dev Day
New video from The PrimeTime, 16,241 views so far.
Source: YouTube · The PrimeTimeLink · Post on X · LinkedIn ·– +699 views/h16,241 views · 288 ratings
Dev Tools -
Can World and Action Modeling Benefit Each Other under Unified Causal Training?
From the source: World and action modeling are closely related, yet their reciprocal benefits under unified causal training remain unclear. We introduce OneWM, a simple framework for unified causal training that treat…
▲ +0.3 votes/h10 upvotes
Dev Tools -
So I've been testing Gemini 4...
New video from Theo - t3․gg, 224,660 views so far.
Source: YouTube · Theo - t3․ggLink · Post on X · LinkedIn ·– +5,037 views/h224,660 views · 3,710 ratings
Dev Tools -
CoDA: Co-Evolution of Data Engines and Action Policies
From the source: Generative simulation can automate robot environment construction, but physically valid environments are not necessarily useful for training. The challenge is to identify environments that address a p…
– +0.1 votes/h2 upvotes
Dev Tools
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When you lose weight where does it go?
New video from Veritasium, 503,115 views so far.
Source: YouTube · VeritasiumLink · Post on X · LinkedIn ·▲▲ +21,540 views/h503,115 views · 12,892 ratings
Science -
Terence Tao on the flood of AI-generated maths proofs
New video from Numberphile, 472,168 views so far.
Source: YouTube · NumberphileLink · Post on X · LinkedIn ·▲ +21,096 views/h472,168 views · 9,059 ratings
Science -
Why Doesn't Gold Tarnish?
New video from SciShow, 244,997 views so far.
Source: YouTube · SciShowLink · Post on X · LinkedIn ·▲ +12,655 views/h244,997 views · 4,868 ratings
Science -
How do black holes get so SUPERMASSIVE?
New video from Dr. Becky, 107,043 views so far.
Source: YouTube · Dr. BeckyLink · Post on X · LinkedIn ·– +6,165 views/h107,043 views · 3,868 ratings
Science -
NASA's SpaceX 35th Commercial Resupply Services Rendezvous and Docking
New video from NASA, 106,442 views so far.
Source: YouTube · NASALink · Post on X · LinkedIn ·– +4,941 views/h106,442 views · 1,891 ratings
Science -
NASA's SpaceX Crew-12 Postflight News Conference (Oct. 15, 2026)
New video from NASA, 52,016 views so far.
Source: YouTube · NASALink · Post on X · LinkedIn ·– +3,219 views/h52,016 views · 817 ratings
Science -
Global Warming Means Fewer Tropical Cyclones, Researchers Find
New video from Sabine Hossenfelder, 75,905 views so far.
Source: YouTube · Sabine HossenfelderLink · Post on X · LinkedIn ·– +3,553 views/h75,905 views · 2,348 ratings
Science -
A Massive New Crater Just Appeared on the Moon
New video from Anton Petrov, 361,121 views so far.
Source: YouTube · Anton PetrovLink · Post on X · LinkedIn ·▲ +9,413 views/h361,121 views · 9,465 ratings
Science -
Have We Finally Found a New Theory of Everything?
New video from Astrum, 554,311 views so far.
Source: YouTube · AstrumLink · Post on X · LinkedIn ·▲ +12,495 views/h554,311 views · 7,838 ratings
Science -
Planetary Defenders: This Is Not an Exercise
New video from NASA, 331,112 views so far.
Source: YouTube · NASALink · Post on X · LinkedIn ·– +7,313 views/h331,112 views · 6,936 ratings
Science -
Scientists Are Getting Close to Creating a Universal Vaccine
New video from SciShow, 219,543 views so far.
Source: YouTube · SciShowLink · Post on X · LinkedIn ·– +5,064 views/h219,543 views · 5,175 ratings
Science -
The End of Mathematical Mountain Climbing - Numberphile
New video from Numberphile, 172,926 views so far.
Source: YouTube · NumberphileLink · Post on X · LinkedIn ·– +3,810 views/h172,926 views · 2,011 ratings
Science
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Why Paying Off US Debt Would Crash the World Economy
New video from The Infographics Show, 201,499 views so far.
Source: YouTube · The Infographics ShowLink · Post on X · LinkedIn ·▲ +12,453 views/h201,499 views · 2,043 ratings
Mysteries -
New Zealand's most famous disappearance
New video from MrBallen, 912,165 views so far.
Source: YouTube · MrBallenLink · Post on X · LinkedIn ·▲ +21,535 views/h912,165 views · 25,984 ratings
Mysteries -
The US Treasury Is Trapped. A $1 Trillion Interest Collapse Begins NOW.
New video from The Infographics Show, 600,700 views so far.
Source: YouTube · The Infographics ShowLink · Post on X · LinkedIn ·▲ +14,950 views/h600,700 views · 4,459 ratings
Mysteries -
The Claudia Lawrence Mystery is a Rabbit Hole...
New video from Lazy Masquerade, 688,766 views so far.
Source: YouTube · Lazy MasqueradeLink · Post on X · LinkedIn ·▲ +15,492 views/h688,766 views · 14,800 ratings
Mysteries -
How Did This Guy End Up 1,500 Miles Away??
New video from MrBallen, 181,451 views so far.
Source: YouTube · MrBallenLink · Post on X · LinkedIn ·– +4,279 views/h181,451 views · 11,114 ratings
Mysteries -
A Sample of Thick-Disk Stars Hosting Hot Jupiters
From the source: We present a homogeneous analysis of 268 confirmed and candidate transiting hot-Jupiter host stars with 4800K < Teff < 6200K. We combine high-resolution TRES spectra, Gaia, 2MASS and WISE photometry, …
▲▲ newnew paper
Mysteries
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Signals today: 39 from X, 3 from Hacker News, 30 from arXiv, 16 from GitHub, 50 from HF Papers, 38 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.