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📰 Read the latest analysis articles0 ingests/hr · 54497/24h
0 runs/hr · 237/24h
4 failed/24h
The scraper ingests 4chan catalogues hourly; the analyser turns raw threads into themes/stories via LLM. A gap >2.0h with no ingests counts as downtime. Full data-health →
⚡ Latest article triggers · /g/
Stories that suddenly spiked in volume — ranked by article-worthiness (filtered to /g/). See all →
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Gentoo Linux discussion is spiking on /g/ this hour, with anons asking for tips on switching to Gentoo and debating the project's health. Threads also touch on Linux sleep/hibernate blockers, AI-coded userspace tools, and the recently exploited PHP vulnerability — worth a look for editors tracking Linux community chatter.
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Sudden /g/ discussion is emerging around a claimed PHP upload-progress RCE exploit reportedly seen in the wild, with anons asking whether others have replicated it and debating which CMS or backend languages might replace PHP. Editors may want to track the security claim and the shifting sentiment toward PHP alternatives.
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0.02 /g/ unclassified threadDiscussion on /g/ is spiking around Firefox and Brave browsers, with several threads referencing certbot, APIs, HTTP 402 errors, Microsoft Word versions, Java, and LLMs, though the individual posts captured are largely context-free or bait-like. An editor may want to review the threads to determine whether a coherent topic is actually emerging or the volume signal is noise.
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0.02 /g/ unclassified threadDiscussion on /g/ has spiked around Firefox and Brave browsers, with threads touching on Certbot, APIs, LLMs, HTTP 402 errors, and various Microsoft Word versions (2011 and 2026), alongside scattered bait and off-topic posts. An editor may want to review the surge in volume (4 threads this hour vs. a 0.7 baseline) to identify the substantive browser-related angle amid the noise.
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0.25 /g/ General /g/ humor threadA small but sharp spike of activity is hitting /g/ humor threads referencing TikTok, Mac, and Windows, consisting mostly of low-content mockery and one-liner reactions rather than substantive claims. Editors may want a quick look in case the memes signal a brewing platform or OS-related talking point, though current volume suggests ephemeral banter.
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Discussion is surging on /g/ around local AI generation tooling, with a burst of Local Diffusion General threads sharing UIs (ComfyUI, SwarmUI, Forge Classic, Stability Matrix) and new model checkpoints including anime and video models. An editor may want to look into why the local image/video/music generation scene spiked in activity this hour.
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Threads on /g/ are seeing a sudden spike in anxiety-driven posts about AI displacement, with anons reporting job-loss fears, insomnia, and cognitive decline, alongside speculation about a future "monitored underclass" and vague doom predictions; editors may want to examine the emotional tone of AI anxiety in tech communities.
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Activity on /g/ is spiking around the recurring /ldg/ general threads, where users are sharing links and guides for local image, video, and audio generation tools including ComfyUI, SwarmUI, Stable Diffusion, and wan2gp, alongside comparisons with cloud-based generators. Editors may want to look into the current state of the local-generation tooling ecosystem driving the surge.
📰 Articles created so far · /g/
Briefings the engine has written from spikes. See all →
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🔬 Research areas · /g/
The live investigative backlog — stories most worth digging into now, ranked by momentum, novelty & evidence already gathered. Click to open the threads.
| Story | Board | Mentions | Novelty | Evidence | Status |
|---|---|---|---|---|---|
| /g/ | 425 | evergreen | 73 notes | spike | |
| /g/ | 391 | evergreen | 56 notes | spike | |
| /g/ | 314 | evergreen | 25 notes | spike | |
| /g/ | 261 | evergreen | 0 notes | open | |
| /g/ | 242 | evergreen | 69 notes | spike | |
| /g/ | 243 | evergreen | 132 notes | spike | |
| /g/ | 221 | evergreen | 9 notes | spike | |
| /g/ | 208 | evergreen | 10 notes | spike | |
| /g/ | 199 | evergreen | 20 notes | spike | |
| /g/ | 127 | evergreen | 7 notes | spike |
🧭 Topics — what the boards are talking about, general → specific
Each theme's bar = its share of the 7-day window's threads. Expand a theme to see the specific stories under it, their mentions, and how fast they're changing (Δ threads/day). Click a story to open it.
firefox / brave 144 threads ▲ +29.1/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Firefox 157 release with new NOVA design | 7 | 0 | developing | |
| Anon shares Stylus CSS to hide 4chan party hat | 7 | 0 | evergreen | spike |
| Dillo promoted as minimal lightweight alternative to Firefox and Chromium | 6 | 0 | evergreen | |
| Anon asks whether LibreWolf is better than Firefox | 5 | 0 | evergreen | |
| Firefox customization and hardening general thread | 4 | 0 | evergreen | |
| Brave browser benchmark claims outperforming Firefox and Chrome | 4 | 0 | evergreen | |
| Firefox Sync overwrites user's year of bookmarks | 4 | 0 | evergreen | |
| Claim that Firefox is making a comeback thanks to AI and Chrome's Manifest V3 | 3 | -0.3 | developing | |
| Vague question about unspecified topic | 2 | 0 | evergreen | |
| Waterfox positioned as privacy-focused Firefox alternative | 2 | 0 | evergreen | |
| RAM usage comparison between Brave, Waterfox, and Zen browsers | 2 | 0 | evergreen | |
| Brave adblock stops blocking 4chan ads until toggled off and on | 2 | 0 | evergreen |
apple / android 58 threads ▲ +1.1/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| User rejects Apple products as impractical despite fan enthusiasm | 48 | -1.7 | evergreen | |
| Privacy advocacy general thread: FOSS smartphone ROM alternatives to iOS and stock Android | 34 | 0 | evergreen | |
| Apple Event unveils iPhone Duo foldable | 34 | 0 | developing | spike |
| Anon asks about replicating PHP upload-progress RCE exploit in the wild | 8 | +2.3 | developing | spike |
| User seeks emergency help recovering compromised Gmail, Discord and YouTube accounts | 7 | 0 | evergreen | |
| Users explain what keeps them on Android over iPhone | 6 | 0 | evergreen | |
| Anon asks what poses AI cannot generate to detect AI romance scams | 6 | -0.6 | evergreen | |
| Proton ecosystem tools and services discussion | 5 | 0 | evergreen | |
| Claim that 8GB of Mac RAM equals 16GB on Windows | 5 | 0 | evergreen | |
| Anon predicts AI-driven vulnerability growth will break the internet within a year | 5 | +1.4 | evergreen | |
| GrapheneOS compatibility issues with payment apps like CashApp | 3 | 0 | evergreen | |
| Tor general: state of onion programming forums and services | 3 | 0 | evergreen |
linux / windows 54 threads ▼ -2.9/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Linux loses feature and usability comparison against Windows | 221 | -1.1 | evergreen | spike |
| Advocacy for Linux privacy over Windows dismissed as zealotry | 16 | 0 | evergreen | |
| Microsoft subpoena of Discord Windows device IDs in GTA 6 leak investigation | 13 | 0 | evergreen | |
| User considering FreeBSD as Linux alternative for daily use | 8 | 0 | evergreen | |
| Anon partitions SSD to run cracked Windows game via Nobara Linux | 8 | -0.3 | evergreen | |
| Microsoft Windows & Surface event livestream thread | 7 | 0 | developing | |
| Gentoo Linux installation question | 6 | 0 | evergreen | |
| Omarchy reaches $10m in funding after criticism of initial $8m raise | 6 | 0 | developing | |
| ReiserFS, RMS and Linux ramble with Snowden-support appeal to NSA/FBI | 5 | 0 | evergreen | |
| Seeking Linux distribution recommendations for Microsoft Edge compatibility | 4 | 0 | evergreen | |
| Gentoo Linux long-term usage and advanced configuration capabilities discussion | 4 | 0 | evergreen | |
| Claim that BSD is the only true UNIX and Linux is a toy | 4 | 0 | evergreen |
pc gaming / path tracing 28 threads ▼ -8.0/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Anon jokes any device playing music, porn and web is 'NASA' to him | 1 | -0.3 | evergreen | |
| One-line admiration post with no substance | 1 | -0.3 | evergreen | |
| Anon mocks console owners as PC beta testers | 1 | -0.3 | evergreen | |
| Foldable phone price complaint dismissed with one euro joke | 1 | -0.3 | evergreen | |
| Greentext about best keyboard and mouse in your path | 1 | -0.3 | evergreen | |
| Anon asks 'where is he now?' with no context | 1 | -0.3 | evergreen | |
| NEET /g/ book thread | 1 | -0.3 | evergreen | |
| Reaction thread lamenting a grim unnamed development | 1 | -0.3 | evergreen | |
| Anon declares PC gaming is dead | 1 | -0.3 | evergreen | |
| Anon mocks a product dropping its free edition | 1 | -0.3 | evergreen | |
| Anon mocks poor gamers who hate path tracing | 1 | -0.3 | evergreen |
ai code generation / software engineering 24 threads ▲ +2.9/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Anon gloats that AI coding tools ended software engineering gatekeeping | 2 | +0.6 | evergreen | |
| Anon uses ethnic slur while asking if paid AI subscriptions are worth it | 1 | -0.3 | evergreen | |
| Anon asks why Indian recruiters keep contacting him | 1 | -0.3 | evergreen | |
| Anon asks who ruined the internet for adult-content users | 1 | -0.3 | evergreen | |
| Ethnic harassment framing Disney's hiring of Indian tech chief | 1 | +0.3 | developing | |
| Insult-only thread calling unnamed group 'cucks' and 'skids' | 1 | +0.3 | evergreen | |
| Anon claims AI will take all tech jobs within 10 years | 1 | +0.3 | evergreen | |
| Anon demands evidence that AI caused unemployment | 1 | +0.3 | evergreen | |
| Anon open-sources dying vibe-coded textboard project | 1 | +0.3 | developing | |
| Anon mocks that AI found no major vulnerabilities in some software | 1 | +0.3 | evergreen | |
| Handmade product seller seeks trustworthy storefront amid AI apocalypse | 1 | +0.3 | evergreen | |
| Anon jokes about vibe-science with AI-generated research | 1 | +0.3 | evergreen |
php / fbi 23 threads ▲ +6.6/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Anon claims /g/ convinced him PHP is best and safest language | 3 | +0.9 | evergreen | |
| Critical PHP RCE zero-days disclosed before patch with NSA/FBI/CISA take-offline advisories | 3 | +0.9 | developing | |
| Anon asks what happens to unpatched PHP sites after new vulnerability | 3 | +0.9 | evergreen | |
| Claim that half the web is insecure PHP prone to spaghetti RCE | 2 | +0.6 | evergreen | |
| Claim that a Y2K-style date bug has returned | 1 | +0.3 | developing | |
| Docker PHP image rebuild takes over 800 seconds | 1 | +0.3 | evergreen | |
| Desuarchive enables Cloudflare attack mode amid PHP exploit panic | 1 | +0.3 | developing | |
| Cloudflare outage takes down Fortnite and Canva while PHP invisibly runs the web | 1 | +0.3 | developing | |
| Anon speculates PHP RCE exploit felled hidden darknet forums | 1 | +0.3 | evergreen | |
| Anon mocks French hospital for exposing PHP source in update mishap | 1 | +0.3 | developing |
llm / anna s archive 23 threads ▼ -6.6/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Anon seeks free MCP pipeline to feed LLM latest research papers for meta-analysis | 2 | -0.6 | evergreen | |
| Anon compares AI promoters to bronies as obnoxious fan culture | 1 | 0 | evergreen | |
| Anon asks why virtualized execution beats native in a benchmark screenshot | 1 | -0.3 | evergreen | |
| Anon laments day 974 waiting for automatic AI translations | 1 | -0.3 | evergreen | |
| Anon marvels at witnessing the AI revolution | 1 | -0.3 | evergreen | |
| Anon says AI roleplay eases loneliness | 1 | -0.3 | evergreen | |
| Low-content agreement reply with unspecified referent | 1 | -0.3 | evergreen | |
| Anon argues AI should be embraced as a brain-support tool | 1 | -0.3 | evergreen | |
| Anon prefers Nvidia Nemotron over Llama models | 1 | -0.3 | evergreen | |
| Anon asks for real-world AI use cases | 1 | -0.3 | evergreen | |
| Claude-built open-source SVP alternative 'Butter' reaches stability | 1 | -0.3 | breaking |
rust / linux 23 threads ▼ -2.0/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Debate over whether the V language beats Lisp, Rust, Smalltalk, D, Zig, and C | 15 | 0 | evergreen | |
| Fable 5 programming language projects | 5 | 0 | evergreen | |
| Linus Torvalds reaffirms AI tools welcome in Linux kernel development | 5 | 0 | developing | spike |
| July Statcounter Linux desktop market share growth | 5 | 0 | breaking | |
| PHP community reacts to Rust encroaching on their territory | 4 | +1.1 | evergreen | |
| Rust programmer stereotypes discussion | 3 | 0 | evergreen | |
| Provocative claim that Rust community and CoC are manufactured and autistic | 3 | 0 | evergreen | |
| Anon asks for vibecoded Realtek audio drivers on Linux | 3 | 0 | evergreen | |
| Jonathan Blow releases his game, anticipation for Jai language release | 3 | 0 | developing | |
| C standard memorization debate | 2 | 0 | evergreen | |
| Discussion of non-GNU operating systems built atop Linux kernel | 2 | 0 | evergreen | |
| Speculation on Chinese Rust-based Linux kernel rewrite adoption timeline | 2 | 0 | developing |
omegle / twitch 21 threads ▼ -6.0/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Anon compares something to Omegle | 4 | +0.6 | evergreen | |
| Zoomer asks what was wrong with an unspecified old technology | 1 | -0.3 | evergreen | |
| Anon moralises about eating at the computer | 1 | -0.3 | evergreen | |
| Anon asks for tool to view merged catalogs of multiple 4chan boards | 1 | -0.3 | evergreen | |
| Vague teaser thread about an unspecified upcoming event | 1 | -0.3 | evergreen | |
| Anon complains browser vanished with all open tabs unrecoverably | 1 | -0.3 | evergreen | |
| Anon asks if others are buying a pair of unspecified hardware | 1 | -0.3 | evergreen | |
| Schizoid anon's outsourced freelance work now outranks his own name in search results | 1 | -0.3 | evergreen | |
| Anon asks what front-bay accessories others use in 5.25/3.5 drive bays | 1 | -0.3 | evergreen | |
| Anon asks whether anyone still uses a piece of 'bloat' software | 1 | -0.3 | evergreen | |
| Anon questions value of retro hardware given modern browser RAM bloat | 1 | -0.3 | evergreen | |
| Cryptic '10x10 grid is active' pastebin drop thread | 1 | -0.3 | evergreen |
github / development 18 threads flat
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Local Diffusion General wbr | 12 | 0 | evergreen | spike |
| Ladybird browser pessimism thread | 7 | 0 | evergreen | |
| Operating Systems Development General thread with wiki and book resources | 6 | 0 | evergreen | |
| Feasibility of AI-assisted decompilation to liberate proprietary software like Photoshop | 4 | 0 | evergreen | |
| Claim that paid 3D generation APIs far outpace FOSS/local alternatives | 3 | 0 | evergreen | |
| Lisp General thread for Emacs and dialect discussion | 3 | 0 | evergreen | |
| Ex-web developer asks whether to return to coding after quitting in 2023 over AI | 3 | 0 | evergreen | |
| Debate over why systemd provokes such strong dislike | 3 | 0 | evergreen | |
| Anon asks for thoughts on the qlinux GitHub project | 3 | 0 | evergreen | |
| Speculation on why 4K resolutions use odd legacy numbers | 2 | 0 | evergreen | |
| Claim that 2015 MetroHash shows pre-GPT program-generated code | 2 | 0 | evergreen | |
| Bend2 language released to skeptical reception | 2 | 0 | breaking |
leetcode / comptia certs 17 threads ▼ -4.9/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Automation threat to trades jobs | 2 | -0.6 | evergreen | |
| Anon says a professional admits his job is obsolete due to AI | 1 | -0.3 | evergreen | |
| Anon asks if it is too late to grind leetcode for a $300k job | 1 | -0.3 | evergreen | |
| Anon asks whether computer science careers are cooked | 1 | -0.3 | evergreen | |
| Anon gloats that artists still earn commissions while programmers fear AI replacement | 1 | -0.3 | evergreen | |
| Law school dropout asks how to break into ML research or AI safety without credentials | 1 | -0.3 | evergreen | |
| IT student doubts job prospects with two-year degree and certifications | 1 | -0.3 | evergreen |
ai bots / blender 16 threads ▲ +4.6/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Site owners angry that platforms block AI crawler bots | 1 | +0.3 | evergreen | |
| Surge of AI-generated historical city timelapse videos on YouTube | 1 | +0.3 | developing | |
| User claims an AI tool is giving them 'AI psychosis' | 1 | +0.3 | evergreen | |
| Low-content 'What happens here?' thread | 1 | +0.3 | evergreen | |
| Scientists claim AI-enabled reversal of 60 years of aging in human cells | 1 | +0.3 | breaking | |
| AI Game Development General #1 opening day thread | 1 | +0.3 | breaking |
archinstall / arch linux 16 threads ▼ -4.6/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Proposal to bundle AI helper in Arch Linux ISO | 1 | -0.3 | evergreen | |
| Anon becomes top Civitai LoRA creator via self-taught 6000-step training method | 1 | -0.3 | evergreen | |
| Complaints that Gemma lags behind and is overly censored | 1 | -0.3 | evergreen |
gnome os / iphone duo 15 threads ▼ -4.3/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Xbox 360 controller not recognized on Windows 11 | 3 | -0.9 | evergreen | |
| Anon asks for a use case | 2 | 0 | evergreen | |
| iPhone Duo sells out in US supply | 2 | 0 | developing | |
| Unnamed product launch sells out instantly despite flop predictions | 1 | -0.3 | breaking | |
| Anon asks if a product is good for laptop | 1 | -0.3 | evergreen | |
| Anon seeks to jailbreak LG OLED TV to act as a simple monitor | 1 | -0.3 | evergreen | |
| Post-launch /g/ reaction thread asking board consensus after recent hardware event | 1 | -0.3 | evergreen | |
| Anon praises a laptop while trashing same company's phones and desktops | 1 | -0.3 | evergreen | |
| Anon asks if phone fidget spinners will ever exist | 1 | -0.3 | evergreen |
gemini / foss 15 threads ▼ -4.3/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Claim that Gemini experiment vindicates Gemini against slur accusations | 3 | -0.6 | evergreen | |
| Claim that AI models deliberately distort Bible translations | 1 | 0 | evergreen | |
| Anon proposes using censored words as variable names to defeat AI decompilers | 1 | -0.3 | developing | |
| Anon asks why people resent technology advancement | 1 | -0.3 | evergreen | |
| Anon asks why a company is falling behind in AI | 1 | -0.3 | evergreen | |
| Slopify.world launches AI-generated synthetic music radio app | 1 | -0.3 | breaking | |
| Anon complains AI enthusiasts only post half-finished buggy prototypes | 1 | -0.3 | evergreen | |
| Anon claims AI still cannot replace graphic designers | 1 | -0.3 | evergreen |
pinterest / hatsune miku 15 threads ▲ +3.7/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Request for tips growing technology communities on Pinterest | 2 | 0 | evergreen | |
| Joke thread asking whether AI can goon | 1 | 0 | evergreen | |
| Poster laments missing a 20x opportunity | 1 | 0 | evergreen | |
| Pinterest image repost with 'LOL' comment | 1 | 0 | evergreen | |
| Nostalgia for old internet forums | 1 | 0 | evergreen | |
| Battlestation thread with Hatsune Miku edition joke | 1 | 0 | evergreen | |
| LARPer claims psychic ability to control computers and cars | 1 | 0 | evergreen | |
| Appreciation of ASCII robot art | 1 | 0 | evergreen | |
| Anon reacts to unspecified computer image with mock concern | 1 | 0 | evergreen | |
| Anon asks for secret tech knowledge only the priest class should know | 1 | +0.3 | evergreen |
perplexity / reinforcement learning 14 threads ▲ +4.0/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| One-line bot-like sexual solicitation post | 1 | +0.3 | evergreen | |
| Anon asks what Perplexity actually does | 1 | +0.3 | evergreen | |
| Anon posts greentext about winning by being cute and doing nothing | 1 | +0.3 | evergreen | |
| Anon expresses generic liking of AI | 1 | +0.3 | evergreen | |
| Anon asks why no AI clone has been made of a site | 1 | +0.3 | evergreen | |
| Anon muses on bots doing work while everyone sleeps | 1 | +0.3 | evergreen | |
| Anon jokes about chilling to sexy jazz while AI news reports pile up | 1 | +0.3 | evergreen | |
| Anon doubts reinforcement learning as a path for AI | 1 | +0.3 | evergreen |
windows / macos 13 threads ▲ +3.7/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Anon argues AI has failed to improve software efficiency or open-source development | 1 | +0.3 | evergreen | |
| Anon asks whether a Universal Modder agent could self-improve from session reports | 1 | +0.3 | evergreen | |
| Anon asks whether others read threads top-to-bottom or bottom-up | 1 | +0.3 | evergreen | |
| Speculation that BitLocker key length is a multiple of 4 | 1 | +0.3 | evergreen | |
| VRR stops working after a bluescreen on Windows | 1 | +0.3 | evergreen |
openssh / chatgpt 12 threads ▲ +1.1/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| ChatGPT fabricates analysis by reading only first 6000 lines of SSH logs | 1 | -0.3 | evergreen | |
| Anon asks how to detect social media beauty filters in images | 1 | -0.3 | evergreen | |
| Anon asks 'is it dead' about unspecified product or service | 1 | +0.3 | evergreen |
mac / iphone 12 threads ▼ -3.4/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Anon posts about vibe-coding Rust in Emacs light mode on a Mac | 2 | 0 | evergreen | |
| Anon asks what's wrong with using AI a certain way | 1 | -0.3 | evergreen | |
| Anon mocks cheap AI-coded apps still showing ads | 1 | -0.3 | evergreen | |
| Anon polls how many AI coding agents are run concurrently | 1 | -0.3 | evergreen | |
| Anon parodies Claude as HAL 9000 refusing to open a pull request | 1 | -0.3 | evergreen |
📈 Significant changes — what's moving right now
Stories whose mention rate changed most vs their own prior baseline. The rule: one new thread is noise — about 5+ new threads/day on a topic is a real shift (marked ●). Ranked by absolute Δ threads/day.
Entities spiking across multiple boards
The same named thing discussed on more than one board — usually the biggest stories. Click a chip to explore it.
📅 Activity · thread volume (last 10 weeks)
Each cell = one day. Darker = more threads scraped. Hover for counts.