What people in AI, tech and science are talking about today.
4 November 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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Anthropic's FlashProve lets developers verify which model produced a response
Anthropic introduced FlashProve, which builds on established cryptographic techniques so developers can check whether a given response really came from a given AI model. That matters for APIs and resellers, where you currently have to trust that the model you pay for is the one answering.
Source: X · @AnthropicAI · @AnthropicAILink · Post on X · LinkedIn ·▲▲ +593 eng/h3,979 likes · 391 reposts
LLMs -
Vercel launches Security Review in public beta
Vercel opened Security Review to everyone in beta: it runs vulnerability reviews on every push and offers one-click fixes through Vercel Agent. Guillermo Rauch says it's the same internal security agent that audits every line of Vercel's own code.
Source: X · @vercel · @rauchgLink · Post on X · LinkedIn ·▲ +109 eng/h633 likes · 44 reposts
AI & Agents -
Simon Willison: a laptop Qwen model can also read model weights
After this week's buzzy paper on GPT-6 Astra interpreting raw model weights, Simon Willison got Qwen 3.8 27B on his laptop to do the same thing in about 45 minutes. Paired with a widely shared rebuttal calling the Astra post misleading, it takes some of the air out of the claim.
Source: X · @simonw · theanonymousone · syllogismLink · Post on X · LinkedIn ·▲ +447 eng/h4,289 likes · 333 reposts
LLMs -
Postman desktop auto-installed plugins into Claude Code and Codex
A GitHub issue with 1,000+ HN points documents Postman's desktop app silently installing its plugin, a session-start hook and an MCP server into Claude Code and Codex, and its installer trying to mark its own hook as trusted. Postman says it will make the opt-in clearer; it's a warning about how easily other apps can rewrite your coding agent's setup.
Source: Hacker News · discussionLink · Post on X · LinkedIn ·▲▲ +100 pts/h1185 points · 391 comments
Dev Tools -
OpenAI shows ChatGPT and Codex at work in hardware engineering
OpenAI shared progress using ChatGPT and Codex for mechanical design, electrical engineering and simulation, both inside its own hardware teams and with industry partners. It's a sign the coding-agent playbook is being pushed into physical engineering work.
Source: X · @OpenAILink · Post on X · LinkedIn ·▲▲ +763 eng/h6,064 likes · 490 reposts
AI & Agents -
Stringman: an $800 open-source cable robot that reaches a whole room
Neufangled's Stringman ($795) hangs a gripper from four ceiling-anchored lines, so it can reach a whole room and carry up to about 2 kg. It's open source and OSHWA certified, runs air-gapped with models on your own computer, and ships a Python API and MCP server for agents.
Source: Hacker News · discussionLink · Post on X · LinkedIn ·▲ +42 pts/h520 points · 177 comments
Dev Tools -
Sabine Hossenfelder on quantum computing's disappointing numbers
Sabine Hossenfelder's new video looks at the latest published performance numbers for quantum computers and argues they're far less impressive than the headlines.
Source: YouTube · Sabine HossenfelderLink · Post on X · LinkedIn ·▲ +16,813 views/h252,000 views
Science -
Anton Petrov on microchimerism: other people's cells living in your brain
Anton Petrov walks through recent papers on microchimerism, where cells that came from another person end up living in your body, including the brain.
Source: YouTube · Anton PetrovLink · Post on X · LinkedIn ·– +6,343 views/h57,000 views
Science -
Tom Scott: why balancing Britain's power grid is getting harder
Tom Scott visits Britain's National Energy System Operator, whose job of keeping supply and demand matched looks very different from just a few years ago.
Source: YouTube · Tom ScottLink · Post on X · LinkedIn ·▲▲ +50,029 views/h1,200,000 views
Science -
SciShow traces the archaeology of the oldest alcoholic drink
Many ancient cultures invented alcohol independently. SciShow goes through the archaeological evidence to work out which drink came first.
Source: YouTube · SciShowLink · Post on X · LinkedIn ·– +7,468 views/h97,000 views
Science
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We’ve updated the six Artificial Analysis Capability Indexes to v2.0, aligning them with evaluations from the Artificial Analysis Intelligen
From the source: We’ve updated the six Artificial Analysis Capability Indexes to v2.0, aligning them with evaluations from the Artificial Analysis Intelligence Index v5.0 and placing greater emphasis on Non-Hallucinat…
Source: X · @ArtificialAnlysLink · Post on X · LinkedIn ·– +36 eng/h151 likes · 11 reposts
AI & Agents -
Mistral Large 4 joins the model lineup on Open Math OS.
From the source: Mistral Large 4 joins the model lineup on Open Math OS. 1.05T open weights, 1M context, live today for approved teams. Open Math OS is a research workspace where mathematicians and AI agents work on…
Source: X · @MistralAILink · Post on X · LinkedIn ·– +55 eng/h521 likes · 49 reposts
AI & Agents -
KKKKhazix/agent-autoloop: 让你的命令行 Agent 在后台自己接活、自己跟进到底;平时不烦你,遇到拿不准的事才发卡片找你拍板。
From the source: 让你的命令行 Agent 在后台自己接活、自己跟进到底;平时不烦你,遇到拿不准的事才发卡片找你拍板。
▲▲ +59 stars/h1,356 stars in 1d
AI & Agents -
OpenAI seems to be silently re-enabling model training on Codex chats
From the source: OpenAI seems to be silently re-enabling model training on Codex chats
Source: Hacker News · discussionLink · Post on X · LinkedIn ·– +33 pts/h468 points · 143 comments
AI & Agents -
Update your priors:
From the source: Update your priors: Every nous portal sub in Hermes comes with a cloud agent and it's own computer now, high usage limit models, and all of your tools like search, scrape, browser use, image gen and…
Source: X · @TekniumLink · Post on X · LinkedIn ·– +42 eng/h758 likes · 38 reposts
AI & Agents -
NEW DeepSeek Harness - Super Agent!
New video from Sam Witteveen, 49,000 views so far.
Source: YouTube · Sam WitteveenLink · Post on X · LinkedIn ·– +3,064 views/h49,000 views
AI & Agents -
Behind Video Generation: Observations and Insights on Multimodal Understanding from Kling
From the source: Video generation has progressed from isolated clips to coherent short-form audiovisual sequences, and the bottleneck is shifting from rendering to semantic control. This report summarizes the observat…
▲▲ +1.3 votes/h39 upvotes
AI & Agents -
ToolSpace: Scaling Tool-Centric Environment Synthesis for Long-Horizon Agents
From the source: Large language models are deployed as long-horizon agents that compose diverse tools across MCP services into executable workflows. Existing MCP environment-scaling methods are data-centric: they firs…
▲▲ +0.7 votes/h21 upvotes
AI & Agents -
Dory - NVIDIA's Looped Transformer
New video from Sam Witteveen, 83,000 views so far.
Source: YouTube · Sam WitteveenLink · Post on X · LinkedIn ·– +3,459 views/h83,000 views
AI & Agents -
You can now join the waitlist for the Hermes Agent mobile app to get in as we get more seats!
From the source: You can now join the waitlist for the Hermes Agent mobile app to get in as we get more seats!
Source: X · @TekniumLink · Post on X · LinkedIn ·▲ +71 eng/h631 likes · 36 reposts
AI & Agents -
Anthropic Buys MITHRIL MEDICINE
New video from David Shapiro, 67,000 views so far.
Source: YouTube · David ShapiroLink · Post on X · LinkedIn ·– +2,793 views/h67,000 views
AI & Agents -
They did it...
New video from Matthew Berman, 142,000 views so far.
Source: YouTube · Matthew BermanLink · Post on X · LinkedIn ·▲ +10,147 views/h142,000 views
AI & Agents
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Claude finished a robot-arm task, then kept going for 22 minutes
In Artificial Analysis's robot-arm test, Claude Opus 5.5 got the toy crocodile in the box in 23 minutes and said so, then spent another 22 minutes pushing it around before finishing. Knowing when a physical task is done is still a weak spot for language models.
Source: X · @ArtificialAnlysLink · Post on X · LinkedIn ·– +39 eng/h150 likes · 5 reposts
LLMs -
thdxr teases $300 of DeepSeek inference for $10
@thdxr posted that their inference team found a way to offer $300 worth of DeepSeek usage for $10. No details yet, but it points to how fast open-model inference prices are still falling.
Source: X · @thdxrLink · Post on X · LinkedIn ·▲▲ +952 eng/h3,284 likes · 89 reposts
LLMs -
We tasked Mistral Large 4 with creating a real-time, 3D tracker of the roughly 19,000 satellites and debris fragments orbiting Earth.
From the source: We tasked Mistral Large 4 with creating a real-time, 3D tracker of the roughly 19,000 satellites and debris fragments orbiting Earth. The model built a working app, tested it like a user, made it fa…
Source: X · @MistralAILink · Post on X · LinkedIn ·▲ +73 eng/h1,017 likes · 106 reposts
LLMs -
In AA-PersonalityBench, the top open weights models on average rank lower than the top proprietary models on truthfulness, pragmatism and st
From the source: In AA-PersonalityBench, the top open weights models on average rank lower than the top proprietary models on truthfulness, pragmatism and structure, and higher on slop and summarizing the bottom line …
Source: X · @ArtificialAnlysLink · Post on X · LinkedIn ·– +13 eng/h51 likes · 4 reposts
LLMs -
Open models were the first to do the sensitive work, like private documents and government data.
From the source: Open models were the first to do the sensitive work, like private documents and government data. Now, with full zero data retention and more capable models, Ollama is making them the default for ente…
Source: X · @ollamaLink · Post on X · LinkedIn ·– +19 eng/h177 likes · 14 reposts
LLMs -
‘We may release models we can’t control’: Amodei, Altman … and Gemini Carbon
New video from AI Explained, 114,000 views so far.
Source: YouTube · AI ExplainedLink · Post on X · LinkedIn ·– +4,751 views/h114,000 views
LLMs -
YANAMI: A Large-Scale Multimodal Dataset and Benchmark for Multiturn Stateful Interaction
From the source: Unified Multimodal Models (UMMs) integrate visual understanding, generation, and editing within a single unified framework. However, existing unified multimodal datasets and benchmarks remain dominate…
▲▲ +0.7 votes/h22 upvotes
LLMs -
Near-Zero Token Embeddings Silently Stall Training in Gated Sequence Models
From the source: Among 291 surveyed open-weight language model repositories (280 distinct embedding tables), 52.6% of untied gated and hybrid checkpoints (20/38) contain reachable input embeddings with norms below 10^…
▲ +0.2 votes/h6 upvotes
LLMs -
Aligning Language Models with General Preferences: An Empirical Study of Direct Nash Optimization
From the source: Direct Nash Optimization (DNO) aligns a language model to a general preference function by approximating the Nash equilibrium of a two-player preference game. Its practical variant, DNO-Prct, iterates…
▲▲ newnew paper
LLMs -
GUILD: Guided Iterative Data Collection for Imitation Learning
From the source: Imitation learning policies in robotics are trained on datasets collected through costly real-world teleoperation. Often, the data-collection process is unguided, relying on the teleoperator's intuiti…
▲▲ newnew paper
LLMs -
Suppressing Misaligned Behaviors in Language Models, Durably
From the source: Undesired model behaviors can emerge or re-emerge at any stage of training. Once observed, how effectively can we suppress them? To study this question, we first construct two model organisms--languag…
▲▲ newnew paper
LLMs -
Reading Why: Born-Measured Attention with Exact Word Evidence on Light and Qubits
From the source: When a language model answers, we can usually only estimate why. We build a transformer in which every step is a Born measurement - attention $|\langle q|k\rangle|^4$ normalised over each row, a measu…
▲▲ newnew paper
LLMs
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Vercel's ai-cli gives agents one command for image, video, voice and text
`npm i -g ai-cli` installs an `ai` command that gives any agent video, voice, image and text generation, routed through Vercel's AI Gateway with cost and zero-data-retention controls.
Source: X · @rauchgLink · Post on X · LinkedIn ·▲ +68 eng/h412 likes · 19 reposts
Gen-Media -
Pruna's distilled P-H3-Image model lands in ComfyUI
ComfyUI added Pruna's P-H3-Image, a distilled image model built on Minimax H3 with a 4B text encoder, which you can run locally or in the cloud.
Source: X · @ComfyUILink · Post on X · LinkedIn ·– +48 eng/h265 likes · 24 reposts
Gen-Media -
This is literally why we released the Pika H3 Flex weights.
From the source: This is literally why we released the Pika H3 Flex weights. Less than 24 hours after we launched, @_akhaliq built a Turbo LoRA with 2-step draft generation. His release includes 4-step fast and 8-ste…
Source: X · @pika_labsLink · Post on X · LinkedIn ·– +31 eng/h123 likes · 13 reposts
Gen-Media -
FlowTranslator: Training-Free In-Image Machine Translation with Flow-Based Editing
From the source: In-image machine translation (IIMT) replaces text in an image with its translation while preserving the surrounding visual context. Existing task-specific models achieve convincing performance but req…
– +0.2 votes/h5 upvotes
Gen-Media -
History Forcing: Distilling History-Dependent Continuations for Long-Horizon Video World Models
From the source: Few-step autoregressive video diffusion enables efficient generation, yet maintaining consistency over long rollouts remains challenging, especially when subjects or scenes reappear after going out of…
▲ +0.3 votes/h14 upvotes
Gen-Media -
DreamX: Video Diffusion Model is a Universal Latent Action Learner
From the source: Learning a universal action representation from video requires modeling dynamics that are consistent across different executions of the same action yet invariant to changes in embodiment and appearanc…
▲▲ newnew paper
Gen-Media -
UV spectra of little red dots: Broad-line N/C, gas recycling and black hole masses
From the source: Radiative-transfer models of supermassive black holes accreting inside dense gas cocoons reproduce the X-ray-to-near-infrared spectral energy distribution of "little red dots" (LRDs) using the code Si…
▲▲ newnew paper
Gen-Media -
Bright Siren Cosmology Beyond Fisher: DALI Forecasts for Third-Generation Gravitational Wave Observatories
From the source: In this work we assess non-Gaussian extensions of Fisher forecasting based on the Derivative Approximation for Likelihoods (DALI). We simulate ensembles of bright siren catalogs for third-generation o…
▲▲ newnew paper
Gen-Media -
PyRUA-DataFarm: LLM Agent as a Cost-Efficient Teleoperator for Real-Ready Robot Data
From the source: Teleoperation remains the default way to collect robot demonstrations, but every episode costs robot and operator time, and every new task starts from scratch. We ask whether a coding agent can take o…
▲▲ newnew paper
Gen-Media -
SeMo3D: Unifying 3D Generation, Editing, and Completion via Selective Modeling
From the source: 3D generation, editing, and completion are typically treated as regenerating the complete 3D asset under task-specific constraints, even when only a local region needs modification. This leads to task…
– +0.0 votes/h2 upvotes
Gen-Media -
Wisprflow vs Superwhisper vs Openwhispr
New video from Olivio Sarikas, 4,200 views so far.
Source: YouTube · Olivio SarikasLink · Post on X · LinkedIn ·– +88 views/h4,200 views
Gen-Media
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Anthropic's Claude Ultra drops the five-hour limit for verified accounts
Theo covers Anthropic's Claude Ultra rebrand of the $200 tier and the removal of five-hour rate limits for verified accounts, with caveats on what still caps usage.
Source: YouTube · Theo - t3․ggLink · Post on X · LinkedIn ·▲ +8,252 views/h198,000 views
Dev Tools -
We’ve worked with the CritPt authors to finalize the CritPt v2 grading server and will be making this available to the community via Artific
From the source: We’ve worked with the CritPt authors to finalize the CritPt v2 grading server and will be making this available to the community via Artificial Analysis’ API tomorrow. As part of this process the auth…
Source: X · @ArtificialAnlysLink · Post on X · LinkedIn ·– +35 eng/h269 likes · 11 reposts
Dev Tools -
Mitchell Hashimoto: libghostty already outruns the kernel's pty
Mitchell Hashimoto notes that libghostty already processes plain text faster than the kernel can deliver it over a pty, so its latest speedups won't show up in `cat` benchmarks.
Source: X · @mitchellhLink · Post on X · LinkedIn ·▲ +91 eng/h1,082 likes · 25 reposts
Dev Tools -
The worst week in cybersecurity history... so far
New video from Fireship, 930,000 views so far.
Source: YouTube · FireshipLink · Post on X · LinkedIn ·▲▲ +84,592 views/h930,000 views
Dev Tools -
Only at #GitHubUniverse does @martinwoodward get an entire stage to bring plushies to life with machine learning models 🐿️
From the source: Only at #GitHubUniverse does @martinwoodward get an entire stage to bring plushies to life with machine learning models 🐿️
Source: X · @githubLink · Post on X · LinkedIn ·– +27 eng/h179 likes · 18 reposts
Dev Tools -
Anthropic’s S-1 is here
New video from The PrimeTime, 89,000 views so far.
Source: YouTube · The PrimeTimeLink · Post on X · LinkedIn ·▲ +12,732 views/h89,000 views
Dev Tools -
Agents Sucked At UI (Until Today)
New video from Theo - t3․gg, 106,000 views so far.
Source: YouTube · Theo - t3․ggLink · Post on X · LinkedIn ·▲ +13,260 views/h106,000 views
Dev Tools -
Show HN: Kairos – Open-source risk and fraud decisioning platform
From the source: Show HN: Kairos – Open-source risk and fraud decisioning platform
Source: Hacker News · discussionLink · Post on X · LinkedIn ·– +9.4 pts/h84 points · 17 comments
Dev Tools -
Vercel CI now works on GitHub repos without a Vercel project.
From the source: Vercel CI now works on GitHub repos without a Vercel project. Install the Vercel GitHub App and link your GitHub account to Vercel. Then run this in your repo root: ▲ ~/ vercel ci enable
Source: X · @vercel_devLink · Post on X · LinkedIn ·– +11 eng/h58 likes · 2 reposts
Dev Tools -
Nvidia – open-source auto-ontology
From the source: Nvidia – open-source auto-ontology
Source: Hacker News · discussionLink · Post on X · LinkedIn ·– +14 pts/h274 points · 132 comments
Dev Tools -
PrimeSim: A Generalist World Model Simulator from Large-Scale Cross-Embodiment Demonstrations
From the source: A robot world model that serves as a simulator must do more than generate plausible videos: it must faithfully follow commanded actions, maintain consistency across camera views, and sustain coherent …
▲ +0.3 votes/h8 upvotes
Dev Tools -
I Looked Inside my Agents Context Window...
New video from Tech With Tim, 11,717 views so far.
Source: YouTube · Tech With TimLink · Post on X · LinkedIn ·– +687 views/h11,717 views · 114 ratings
Dev Tools
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Sabine Hossenfelder: AI is now writing physics papers
Sabine Hossenfelder looks at AI writing papers on new particles, dark matter and the fine-structure constant, and at physicists' doubts about OpenAI's claimed progress on a major physics problem.
Source: YouTube · Sabine HossenfelderLink · Post on X · LinkedIn ·▲ +26,596 views/h638,000 views
Science -
Distinct cellular and genetic differences in colorectal cancer in young patients
From the source: Distinct cellular and genetic differences in colorectal cancer in young patients
Source: Hacker News · discussionLink · Post on X · LinkedIn ·– +15 pts/h56 points · 1 comments
Science -
NASA took a photo of the Sun smiling at Earth on October 26, 2022.
From the source: NASA took a photo of the Sun smiling at Earth on October 26, 2022.
Source: X · @Rainmaker1973Link · Post on X · LinkedIn ·▲ +66 eng/h94 likes · 15 reposts
Science -
This Rock Was Supposed to Be from Space
New video from SciShow, 118,000 views so far.
Source: YouTube · SciShowLink · Post on X · LinkedIn ·– +4,919 views/h118,000 views
Science -
JWST traces the most distant fast radio burst to its source
Anton Petrov covers how JWST pinned down where the universe's oldest known fast radio burst came from, and what the signal reveals about gas in the cosmic web.
Source: YouTube · Anton PetrovLink · Post on X · LinkedIn ·– +4,711 views/h113,000 views
Science -
Is Forgetting Unified? Exploring Concept Unlearning in Unified Multimodal Models
From the source: Unified multimodal models (UMMs) integrate image generation and visual understanding, but are existing single-pathway unlearning methods sufficient to suppress target concepts across both? In this wor…
– +0.1 votes/h2 upvotes
Science -
JWST picks up a strange isolated signal that resists easy explanation
Anton Petrov walks through a JWST detection of an isolated signal that does not match the usual astrophysical explanations so far.
Source: YouTube · Anton PetrovLink · Post on X · LinkedIn ·– +7,127 views/h342,000 views
Science -
How much life can you find in black?
From the source: How much life can you find in black? @EmilHeliot , the Copenhagen-born global fashion brand, just released their new Core Uniform collection campaign film, directed by UNVEIL, creative direction by J…
Source: X · @Kling_aiLink · Post on X · LinkedIn ·– +9.2 eng/h99 likes · 18 reposts
Science -
Beyond just a torus? Re-contextualising the AGN type paradigm using data-driven host galaxy quenching histories
From the source: The orientation of a dusty torus within a unified model explains the presence (Type-1) or absence (Type-2) of broad emission lines in Active Galactic Nuclei (AGN) spectra. This orientation-based unifi…
▲▲ newnew paper
Science -
Mapping large-scale structure without galaxy formation - combining fast radio bursts with CMB lensing
From the source: Fast radio bursts (FRBs) are an emerging precision probe of cosmological fluctuations. The amount and quality of observed FRB data will grow enormously over the next decade. FRB dispersion data direct…
▲▲ newnew paper
Science -
Black Hole Mass Estimation of a Background Quasar in the Vicinity of the cD Galaxy Holm 15A
From the source: This study analyzes spectra from the central region of the galaxy cluster Abell 85 observed with GTC/OSIRIS, focusing on the cD galaxy Holm 15A and the point-like X-ray source SDSS J004150.75-091824.3…
▲▲ newnew paper
Science -
Metamorphic novae. I. Gaia22alz -- Violent relaxation starting from static evolution
From the source: Gaia22alz (nova Vel 2022) shows characteristic properties in its light curves and spectral evolution similar to slow novae HR Del, V723 Cas, and V5558 Sgr. Their outburst begins in a way of hydrostati…
▲▲ newnew paper
Science
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50 Geography Facts That Are Fake (But You Believed Them)
New video from The Infographics Show, 54,000 views so far.
Source: YouTube · The Infographics ShowLink · Post on X · LinkedIn ·– +6,010 views/h54,000 views
Mysteries -
“The work followed me home.”
From the source: “The work followed me home.” Jay Stratton on his family's experiences with unexplained activity. Full episode with former UAP Task Force Director @jaystratton and @ageofdisclosure filmmaker @Dan_Far…
Source: X · @seanhannityLink · Post on X · LinkedIn ·– +27 eng/h239 likes · 52 reposts
Mysteries -
🎭 A New Kind of God: Leslie Kean’s Play Ends With Lue Elizondo Going to Prison for Disclosure
From the source: 🎭 A New Kind of God: Leslie Kean’s Play Ends With Lue Elizondo Going to Prison for Disclosure Investigative journalist Leslie Kean, co-author of the 2017 New York Times piece that forced the Pentagon…
Source: X · @overclassifiedxLink · Post on X · LinkedIn ·– +7.0 eng/h60 likes · 7 reposts
Mysteries
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Noid Weekly
Every Sunday: the week's top ten, what changed, and the new Noid videos. One email, no spam.
How this works
Signals today: 29 from X, 9 from Hacker News, 30 from arXiv, 15 from GitHub, 50 from HF Papers, 39 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.