Dashboard
0 ingests/hr · 21096/24h
0 runs/hr · 116/24h
10 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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0.01 /g/ unclassified threadDiscussion on /g/ has spiked around a cluster of low-content bait posts tied to browser threads (Brave/Firefox), including cryptic one-liners referencing 9/9 and template engagement posts mentioning tools like certbot, APIs, and Microsoft Word versions. Editors may want a quick scan to determine whether any coordinating signal underlies the volume uptick versus routine chatter.
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0.01 /g/ unclassified threadDiscussion of Brave and Firefox is spiking on /g/, with threads touching on Certbot, APIs, LLMs, HTTP 402, and Microsoft Word versions, though most sampled posts consist of vague or contentless remarks rather than substantive claims. Editors may want to monitor whether a concrete browser-related issue emerges beneath the noise.
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0.02 /g/ unclassified threadThreads on /g/ are spiking around a Brave/Firefox discussion (7 threads this hour vs. a 0.61 baseline), with adjacent mentions of certbot, APIs, LLMs, HTTP 402, and Microsoft Word versions, though most posts are low-substance one-liners. An editor may want to monitor whether coherent claims emerge from the surge.
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0.01 /g/ unclassified threadA small spike of /g/ threads is discussing Brave and Firefox, with posts referencing certbot, APIs, LLMs, HTTP 402 errors, Microsoft Word versions, and Java, though most content so far is vague or contentless one-liners. Editors may want to monitor whether a concrete technical claim or event emerges behind the low-signal chatter.
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0.01 /g/ unclassified threadBrowsers and tools thread on /g/ sees a sudden burst of low-content posts, including a bare "APK is DONE" declaration and engagement-bait prompts, alongside scattered mentions of certbot, APIs, HTTP 402, and Word versions — editors may want a quick look at whether this is organic chatter or coordinated noise.
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0.01 /g/ unclassified threadSpike in /g/ activity around Brave and Waterfox browsers, with threads taking a sarcastic "Trust Us" tone toward the projects alongside gripes about absurd internship job requirements (Java, C#, webdev) and scattered mentions of certbot, APIs, and LLMs — an editor may want to check what triggered the sudden skepticism.
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0.01 /g/ unclassified threadDiscussion on /g/ is surging around Brave and Waterfox browsers, with threads mentioning terms like certbot, APIs, LLMs, HTTP 402, and Word versions — though the representative posts are largely low-content bait with little substantive discussion. An editor may want a closer look to determine whether any coherent topic underlies the spike.
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0.01 /g/ unclassified threadA cluster of low-content threads on /g/ themed around Brave and Waterfox browsers — mostly vague bait posts like "So it begins" and "embracing the future" with no substantive claims — has spiked well above baseline, with passing mentions of certbot, APIs, and HTTP 402; editors may want to check whether a real underlying story is emerging or if it's coordinated noise.
📰 Articles created so far · /g/
Briefings the engine has written from spikes. See all →
No articles written yet. Run chanalyse articles or trigger one from .
🔬 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/ | 278 | evergreen | 73 notes | spike | |
| /g/ | 243 | evergreen | 132 notes | spike | |
| /g/ | 170 | evergreen | 56 notes | spike | |
| /g/ | 125 | evergreen | 69 notes | spike | |
| /g/ | 120 | evergreen | 0 notes | open | |
| /g/ | 112 | evergreen | 0 notes | open | |
| /g/ | 101 | evergreen | 25 notes | spike | |
| /g/ | 88 | evergreen | 16 notes | spike | |
| /g/ | 64 | evergreen | 0 notes | open | |
| /g/ | 55 | evergreen | 0 notes | open |
🧭 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 101 threads ▲ +23.7/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Firefox customization and hardening general thread | 4 | -0.6 | evergreen | |
| 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 | |
| Skepticism over adopting trendy code editor | 1 | 0 | evergreen | |
| Nostalgia for scavenging tech adventures | 1 | 0 | evergreen | |
| Positive feedback on unspecified content | 1 | 0 | evergreen | |
| Community seeks neutral terminology for intuitive/exploratory programming | 1 | 0 | evergreen | |
| Wordwrap formatting preference discussion | 1 | 0 | evergreen | |
| Fragment: 'usecase?' | 1 | 0 | evergreen | |
| FogBugz hype cycle revisited: questioning 2006-2015 developer worship | 1 | 0 | evergreen |
linux / windows 43 threads ▼ -0.3/day
ai bubble / techbros 41 threads ▼ -7.1/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Skepticism over AI stock bubble predictions | 3 | -0.3 | evergreen | |
| Claim that AI spending bubble ends with Nvidia buying up AI companies | 2 | +0.6 | evergreen | |
| Complaint that a local model lacks a web UI | 1 | -0.3 | evergreen | |
| Tencent releases Chinese LLM claimed to beat GPT-5.6 | 1 | -0.3 | breaking | |
| Claim that AI demand is driving up hardware prices, citing Cornell robotic matter research | 1 | -0.3 | developing | |
| Debate over why older generations enjoy AI-generated nostalgia content | 1 | -0.3 | evergreen | |
| Speculation on when frontier AI labs become profitable | 1 | -0.3 | evergreen | |
| Frustration over AI slop content drowning out useful AI information | 1 | -0.3 | evergreen | |
| Discussion of how AI changes a recurring technology infographic | 1 | -0.3 | evergreen | |
| Sarcastic 'tendie tax' remark on AI-related costs | 1 | -0.3 | evergreen | |
| Gloating that AI slop has destroyed open-source coding communities | 1 | -0.3 | evergreen | |
| One-line insult thread calling a system 'Dumb Loser Slop System' | 1 | -0.3 | evergreen |
nous artix / twitter 35 threads ▼ -10.0/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Rant against 'incel luddites' and what to do about them | 1 | -0.3 | evergreen | |
| Rant attacking dark mode users as childish | 1 | -0.3 | evergreen | |
| Teasing thread claiming Nous Artix community 'got caught' | 1 | -0.3 | evergreen | |
| Complaint about 'I'm just dealing in reality' rhetorical posturing online | 1 | -0.3 | evergreen | |
| Vague call-out post with no context | 1 | -0.3 | evergreen | |
| Low-effort reply mocking unspecified demand for more | 1 | -0.3 | evergreen | |
| Low-effort joke conflating data serialization with manga series | 1 | -0.3 | evergreen | |
| imageboard low-effort replies | 1 | -0.3 | evergreen | |
| Gamedev complains of shadowbanning on Twitter and YouTube search | 1 | -0.3 | evergreen |
user ennui / tech fatigue 22 threads ▲ +1.1/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Nostalgia post about pre-modded Minecraft worlds | 1 | +0.3 | evergreen | |
| Frustration at constant new software version releases | 1 | +0.3 | evergreen |
google / youtube 20 threads ▼ -5.7/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Request for good YouTube channels covering ML developments | 2 | 0 | evergreen | |
| AI Chatbot General tracks rapid multi-vendor LLM Flash releases | 2 | 0 | developing | |
| Argument that LLM reward-hacking behaviors like the HuggingFace incident are overblown | 1 | 0 | evergreen | |
| TIME's list of most influential people in AI | 1 | 0 | breaking | |
| Hypocrisy of AI moralizing trained on pirated data | 1 | 0 | evergreen | |
| Question about which AI model someone posted to /gee/ | 1 | -0.3 | evergreen | |
| User complaint that Gemini Pro flagship has degraded below rivals | 1 | -0.3 | evergreen | |
| Gemma3 hallucinating bizarre Kasane Teto lore | 1 | -0.3 | evergreen | |
| Mock claim that AI firms spend billions on safety filters to block jailbreaks | 1 | -0.3 | evergreen | |
| Asking for genuinely useful applications of local LLMs vs scripts | 1 | -0.3 | evergreen | |
| OpenAI Codex Pro plan usage limit refreshes | 1 | -0.3 | developing |
nvidia / amd 20 threads ▼ -0.6/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| ASRock Radeon RX 9050 launch with dual 4GB/8GB VRAM options | 2 | 0 | developing | |
| AMD Radeon market decline and feature parity gap versus NVIDIA | 2 | 0 | evergreen | |
| Screen flickers in Brave after SSD install and Nvidia driver update | 2 | -0.3 | evergreen | |
| Praise for Doom visuals with DLSS 5 | 2 | 0 | breaking | |
| RTX 5080 performance disappointment elicits strong negative reaction | 1 | 0 | developing | |
| GPU price and complexity driving users away from gaming | 1 | 0 | developing | |
| RTX 4050 multi-GPU linking versus RTX 5090 single GPU for AI | 1 | 0 | developing | |
| Discussion of Korean semiconductor manufacturing as TSMC competitor | 1 | 0 | evergreen | |
| Graphics programming difficulty and respect for developers | 1 | 0 | evergreen | |
| Inquiry into SFF graphics card pricing and performance parity | 1 | 0 | evergreen | |
| Future GPU roadmap for NVIDIA and AMD | 1 | 0 | evergreen | |
| Valve sponsors RADV open-source driver ported to Windows | 1 | 0 | breaking |
ram / ssd 20 threads ▼ -1.1/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Rising costs of RAM and storage capacity in consumer devices | 40 | 0 | evergreen | |
| Micron locks in historically high memory prices for five years | 6 | 0 | developing | |
| Question about purchasing Chinese-manufactured RAM | 6 | 0 | evergreen | |
| Windows performance degradation on 16GB RAM systems | 4 | 0 | evergreen | |
| Intel DRAM manufacturing capability inquiry | 3 | 0 | evergreen | |
| SSD maintenance and trimming practices | 3 | 0 | evergreen | |
| Apple DRAM sourcing crisis amid global memory shortage | 3 | 0 | developing | |
| PNG compression efficiency with JPEG lossless encoding compared to WebP | 2 | 0 | evergreen | |
| 32GB RAM adoption vindication as workloads demand capacity | 2 | 0 | evergreen | |
| DDR6 adoption impact on DDR5 market pricing | 2 | 0 | developing | |
| CXMT reportedly set to match Micron DRAM manufacturing capacity | 2 | 0 | breaking | |
| NVIDIA shader cache size exceeding user-defined control panel limits | 2 | 0 | developing |
linux / unix 17 threads ▼ -4.9/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Advocacy for UNIX systems over Unix-like alternatives | 5 | 0 | evergreen | |
| Question on enabling virtualization-based security in Linux | 4 | +0.6 | evergreen | |
| Complaint that Linux security features (ACLs, xattrs, capabilities, MAC) are overly complicated | 3 | +0.3 | evergreen | |
| Friendly GNU/Linux Thread - community support and resource sharing | 2 | 0 | evergreen | |
| Plasma 6.7 Wayland support on CachyOS | 2 | 0 | developing | |
| Discussion of solved or mature technology problems | 1 | 0 | evergreen | |
| Critique of Unix 'everything is a file' philosophy in graphical computing | 1 | 0 | evergreen | |
| Japanese innovation track record and cultural factors | 1 | 0 | evergreen | |
| Browser superiority claim and implicit counter-challenge | 1 | 0 | evergreen | |
| Existential question about an unspecified technology or product | 1 | 0 | evergreen | |
| Philosophical pushback against selective vibe coding ideology | 1 | 0 | evergreen | |
| Unspecified outdated technology still in use in 2026 | 1 | 0 | evergreen |
underemployed tech workers / utwg 16 threads ▼ -1.1/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Underemployed Tech Workers General utwg | 4 | 0 | evergreen | |
| Concerns over US government impact on tech talent pipeline | 3 | 0 | evergreen | |
| Tech Workers General employment discussion | 1 | 0 | evergreen | |
| CS graduate employment crisis narrative | 1 | 0 | evergreen | |
| LinkedIn #OPENTOWORK status as employment humiliation | 1 | 0 | evergreen | |
| PhD researcher salary dissatisfaction | 1 | 0 | evergreen | |
| NEET developer seeks group project to escape social isolation | 1 | 0 | evergreen | |
| Penetration testing interview screening question discussion | 1 | 0 | evergreen | |
| Abandoned programming projects and inability to follow through on ideas | 1 | 0 | evergreen | |
| Developer commitment to software career despite market concerns | 1 | 0 | evergreen | |
| Frustration over job search requiring networking rather than online applications | 1 | 0 | evergreen | |
| Job satisfaction disparity between Western and Russian programmers | 1 | 0 | evergreen |
grapheneos / google 16 threads ▼ -2.9/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Privacy advocacy general thread: FOSS smartphone ROM alternatives to iOS and stock Android | 32 | -0.6 | evergreen | |
| Proton ecosystem tools and services discussion | 5 | 0 | evergreen | |
| GrapheneOS compatibility issues with payment apps like CashApp | 3 | 0 | evergreen | |
| Tor general: state of onion programming forums and services | 3 | -0.3 | evergreen | |
| Apple-EU surveillance cooperation mockery | 3 | -0.6 | evergreen | |
| Bypassing paywalls and login walls by spoofing search engine crawler user agents | 3 | -0.9 | evergreen | |
| GrapheneOS funding model and public relations strategy analysis | 2 | 0 | evergreen | |
| User seeking private Discord alternative with better feature parity | 2 | 0 | evergreen | |
| GrapheneOS security claims versus Google Pixel hardware trust concerns | 2 | 0 | evergreen | |
| Gboard 300MB size and typing-data privacy concerns | 2 | 0 | developing | |
| Question of how governments and tech firms store the mass surveillance data they collect | 2 | 0 | evergreen | |
| GrapheneOS smartphone compatibility limitations | 1 | 0 | evergreen |
koetomo fun / tinfoil hat net 13 threads ▼ -3.7/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Signs of anger in online comments | 1 | -0.3 | evergreen | |
| Japanese voice-chat site koetomo.fun blocks foreign access | 1 | -0.3 | evergreen | |
| Personal website sharing thread | 1 | -0.3 | evergreen | |
| Brave search showing outdated Yugoslavia Europe maps | 1 | -0.3 | evergreen | |
| Conspiracy claim that Omegle was shut down to eliminate anonymous platforms | 1 | -0.3 | evergreen |
stable diffusion general 12 threads flat
No granular stories under this theme yet.
comfyui / vram 12 threads ▼ -3.4/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Minimax H3 / LTX 2.5 / KREA2 generation results thread | 1 | 0 | breaking | |
| Proposed low-VRAM video generation pipeline using sprite sheets and bounded frame caching | 1 | 0 | evergreen | |
| Request for LoRA dataset prompts depicting prehistoric human species for anime generation | 1 | -0.3 | evergreen |
china / nvidia 11 threads ▼ -2.0/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Questioning why China lacks consumer GPU competitor to Nvidia | 4 | +0.6 | evergreen | |
| Diamond-based semiconductors proposed as silicon successor for datacenters | 1 | -0.3 | breaking | |
| Request thread for NPUs (neural processing units) | 1 | -0.3 | evergreen | |
| Questioning the disappearance of the Ryzen 3 budget CPU line | 1 | -0.3 | evergreen | |
| Developer discussion of PS2 and PS3 hardware programming difficulty | 1 | -0.3 | evergreen | |
| Lingering resentment over CPU mitigations for speculative execution vulnerabilities | 1 | -0.3 | evergreen |
nft / sony 10 threads ▲ +2.9/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Thread listing 'perfected technologies only' | 1 | +0.3 | evergreen | |
| Movie portrayal of programmer life discussion | 1 | +0.3 | evergreen | |
| Schizo-post about a 'gyrofuge' time machine powered by a fusion reactor | 1 | +0.3 | evergreen | |
| Question over which fork is the true 4chanX successor | 1 | +0.3 | evergreen | |
| Opinions on wearing conspicuous wearable tech | 1 | +0.3 | evergreen | |
| Retrospective defense of NFTs as digital ownership solution amid Sony ending physical releases | 1 | +0.3 | evergreen |
digital twin / house of the dragon 10 threads ▲ +2.9/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Low-content 'Kino' reaction thread | 1 | +0.3 | evergreen | |
| Low-content 'There is no difference??' reaction thread | 1 | +0.3 | evergreen | |
| Question asking what a digital twin is | 1 | +0.3 | evergreen | |
| User asks where to stream or torrent movies and shows like House of the Dragon | 1 | +0.3 | evergreen | |
| Questioning accuracy of unspecified AI/tech claim | 1 | +0.3 | evergreen | |
| Google Doc shared with reverse-psology do-not-vandalize bait | 1 | +0.3 | evergreen | |
| Rant defending C against critics who call it old | 1 | +0.3 | evergreen | |
| Commodore reportedly closes deal with Amiga rights holders for new Amiga | 1 | +0.3 | breaking | |
| Complaint that 4chan staff broke the site during morning outage | 1 | +0.3 | evergreen |
indians / hasan piker 10 threads ▼ -2.9/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Blame thread attributing price rises to 2016 election outcome | 1 | -0.3 | evergreen | |
| Lament that a tech contributor's legacy is erased by a sex scandal | 1 | -0.3 | evergreen | |
| Vague lament that an unspecified figure's loss triggered a 'post-AI-apocalypse' | 1 | -0.3 | evergreen | |
| Question why Indians reportedly trust AI more than others | 1 | -0.3 | evergreen | |
| Conspiracy claim that medicine, food, robotics and AI industries collude to harm and surveil humanity | 1 | -0.3 | evergreen |
linux kernel / rust 10 threads ▲ +1.1/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| 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 | |
| Rust programmer stereotypes discussion | 3 | 0 | evergreen | |
| 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 | |
| Rust adoption in industrial embedded systems as C becomes deprecated | 2 | 0 | breaking | |
| Developer abandons C for Assembly and Rust | 2 | 0 | evergreen | |
| Why developers obsess over compile times | 1 | 0 | evergreen | |
| Linux kernel Rust migration joke post | 1 | 0 | evergreen | |
| challenge to anon to create a revolutionary programming language | 1 | 0 | evergreen |
user engagement 9 threads ▲ +2.6/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| General inquiry about power user status | 1 | +0.3 | evergreen | |
| Thread asking why users don't donate to FOSS projects | 1 | +0.3 | evergreen | |
| Hype reaction to new GTA trailer footage | 1 | +0.3 | developing | |
| Hostile one-line 'shut up' thread | 1 | +0.3 | evergreen | |
| User engagement | 1 | +0.3 | evergreen | |
| Empty no-text thread with single-dot OP | 1 | +0.3 | evergreen | |
| Thread asking anons what contributions they've made to tech | 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.