Dashboard
1909 ingests/hr · 44303/24h
7 runs/hr · 272/24h
170 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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0.51 /g/ Minimal engagement placeholderTwo low-substance threads on /g/ this hour reference "snailcat," Australia, and the site kamtape.com alongside audio gear entities like Sennheiser HD800, DT880, and K702, with posters dropping bare links and "It's up"-style announcements; the spike over baseline volume may signal a coordinated content drop or in-joke worth a quick look.
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Discussion on /g/ is suddenly spiking around user experiences with AI job displacement, with participants sharing personal accounts of being replaced by automation alongside broader debate over whether widespread AI employment disruption is inevitable or overstated.
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Users on /g/ are discussing complaints about watermarking policies and download restrictions from AI services like Claude and Suno, with some claiming these measures limit user freedom. The conversation has surfaced amid reports that Suno's music generation tool has faced operational challenges related to litigation.
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0.67 /g/ Minimal engagement placeholderDiscussion is surging around audio equipment comparisons and references to "snailcat" and Australian contexts on /g/, with users engaging in headphone model discussions (Sennheiser models DT880, K702, HD800) and mentions of kamtape.com and user "brax3," though the underlying topic cohesion remains unclear.
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0.49 /g/ TempleOS game releaseA new video game reportedly based on or tied to TempleOS has surfaced online, driving sudden discussion on /g/ about the obscure operating system and its cultural footprint.
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0.46 /g/ Minimal engagement placeholderDiscussion around audio equipment—specifically comparisons involving Sennheiser headphone models (DT880, K702, HD800) and a reference to kamtape.com—is seeing a sudden uptick on /g/, though the threads contain minimal substantive content and unclear context.
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Software developers on /g/ are increasingly discussing skepticism around AI capability claims and how AGI thresholds are defined, with threads debating whether current AI systems demonstrate genuine reasoning abilities or face fundamental logical limitations. Discussion has surged roughly 27x above baseline this hour, touching on concerns about social pressure within tech communities, AI's practical limitations versus hype, and questions about AI's applicability to real-world problems.
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huggingfacedeepseek v4 flash 0731k exaone 2 0 750b a37bdeepseeklongcat flash lite sparse 69b a3bmeituanDiscussion is surging on /g/ around locally-run AI models, with particular focus on recent releases from DeepSeek and comparisons between open-source options like Meta's language models and specialized generation tools for images, video, and music. The spike appears driven by new model releases and community sharing of setup resources and workflows for running these models locally.
📰 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/ | 230 | evergreen | 132 notes | spike | |
| /g/ | 212 | evergreen | 53 notes | spike | |
| /g/ | 122 | evergreen | 56 notes | spike | |
| /g/ | 94 | evergreen | 69 notes | spike | |
| /g/ | 85 | evergreen | 0 notes | open | |
| /g/ | 82 | evergreen | 0 notes | open | |
| /g/ | 70 | evergreen | 0 notes | open | |
| /g/ | 64 | evergreen | 19 notes | spike | |
| /g/ | 50 | evergreen | 0 notes | open | |
| /g/ | 40 | evergreen | 20 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.
employment / labor market 36 threads ▼ -1.1/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| User poll on AI job displacement acceptance and attitudes | 15 | -1.1 | evergreen | spike |
| Entry-level tech job search despair amid AI-focused market | 2 | -0.6 | evergreen | |
| AI slop PRs flooding GitHub open-source repos as coder demand falls | 2 | 0 | breaking | |
| Field service technician role claimed immune to AI displacement | 2 | 0 | evergreen | |
| Failed big-tech interview grind after college disillusionment | 2 | +0.6 | evergreen | |
| User assertion that AGI has arrived | 1 | 0 | evergreen | |
| AI monopolization and commodification trajectory speculation | 1 | 0 | evergreen | |
| Salary negotiation strategy after company merger and headhunting wave | 1 | 0 | evergreen | |
| Tech Management General sticky thread continuation | 1 | 0 | evergreen | |
| Software entrepreneur realizes lack of business model after filing incorporation | 1 | 0 | evergreen | |
| CS graduate from tier-3 university in developing nation assesses career prospects | 1 | 0 | evergreen | |
| CS major expresses regret over AI coding specialization and career dissatisfaction | 1 | 0 | evergreen |
dpt / data centers 27 threads ▲ +5.4/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Daily Programming Thread 'Russian Edition' general continuation | 2 | +0.6 | evergreen | |
| Question about a woman suddenly prominent in AI and data center commentary | 2 | +0.6 | evergreen | |
| Schizopost linking 4D tesseract OS on GitHub | 2 | +0.6 | evergreen | |
| Question on practical use cases for gigabit DSL and mobile speeds | 1 | -0.3 | evergreen | |
| Questioning the purpose of gigabit internet after society's shift from P2P to streaming | 1 | +0.3 | evergreen | |
| Complaint that OLED burn-in remains unresolved | 1 | +0.3 | evergreen | |
| Vague 'question that boggles the mind' bait thread | 1 | +0.3 | evergreen | |
| Meta question on replying without sounding mad | 1 | +0.3 | evergreen | |
| Untitled thread asking 'why is it so sexy' with no comment body | 1 | +0.3 | evergreen | |
| Anons discuss shaving tech for smooth skin | 1 | +0.3 | evergreen | |
| Untitled 'What the hell is going on?' thread | 1 | +0.3 | evergreen | |
| Poll on mouse hand ambidexterity among users | 1 | +0.3 | evergreen |
linux / windows 19 threads ▲ +1.4/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Linux loses feature and usability comparison against Windows | 85 | +0.3 | evergreen | |
| Advocacy for Linux privacy over Windows dismissed as zealotry | 16 | 0 | evergreen | |
| User considering FreeBSD as Linux alternative for daily use | 8 | -0.3 | evergreen | |
| Gentoo Linux installation question | 6 | 0 | evergreen | |
| Seeking Linux distribution recommendations for Microsoft Edge compatibility | 4 | 0 | evergreen | |
| Debian first-time installation setup and software recommendations | 3 | 0 | evergreen | |
| User question about continued adoption of end-of-life Windows versions | 3 | 0 | evergreen | |
| Comparative mockery of BSD, Linux, and Microsoft operating systems with crude slurs | 3 | 0 | evergreen | |
| First-time switcher finds Ubuntu comfy after leaving Windows 11 | 3 | -0.3 | evergreen | |
| Linux point | 2 | 0 | evergreen | |
| Newcomer tempted by Linux evangelism on YouTube algorithm | 2 | 0 | evergreen | |
| QNAP NAS temperature monitoring failure on TrueNAS Linux | 2 | 0 | evergreen |
sexy jam / google forms 17 threads ▲ +2.0/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Sexy Jam local video generation contest opens submissions in /ldg/ | 1 | -0.3 | evergreen | |
| /dmp/ 5th anniversary album of remixes with November deadline | 1 | +0.3 | evergreen | |
| Unsloth auto-downloads LTX 2.0 despite selecting local LTX 2.3 | 1 | +0.3 | developing | |
| Asking to rewrite Wan video model to run cheaply on RTX 4050 mobile with DeepSeek agent | 1 | +0.3 | evergreen | |
| Proposed VRAM-efficient video generation algorithm using sprite sheets and frame caching | 1 | +0.3 | evergreen |
snapchat / instagram 17 threads ▲ +0.9/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Argument that personal AI use shouldn't provoke anger from others | 1 | -0.3 | evergreen | |
| Coding manually for enjoyment with no career expectations | 1 | +0.3 | evergreen | |
| Claim that needing more than current tools implies a skill issue | 1 | +0.3 | evergreen | |
| User forks app and adds 400k lines of code with AI | 1 | +0.3 | developing | |
| Vibe coding lost btw | 1 | +0.3 | evergreen |
linux / unix 16 threads ▼ -0.6/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Advocacy for UNIX systems over Unix-like alternatives | 5 | 0 | evergreen | |
| Friendly GNU/Linux Thread - community support and resource sharing | 2 | 0 | evergreen | |
| Plasma 6.7 Wayland support on CachyOS | 2 | 0 | developing | |
| Beginner asks whether to learn Unix or Linux and whether they differ | 2 | 0 | evergreen | |
| Classic 'Install Gentoo' evangelism thread | 2 | +0.6 | evergreen | |
| 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 |
youtube / nsa 14 threads ▲ +2.9/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| YouTube video on 'Dark Fiber Listening Network' surveillance tech | 2 | 0 | evergreen | |
| Contrarian defense of Google privacy controls citing Proton IP handover to law enforcement | 1 | -0.3 | evergreen | |
| Private Trackers General 'yuri Edition' continuation | 1 | +0.3 | evergreen | |
| Anon poll on opinions of Anubis anti-bot proof-of-work system | 1 | +0.3 | developing | |
| Tool that fake-clicks ads to waste advertiser budgets | 1 | +0.3 | evergreen | |
| Apathy toward Flock safety camera surveillance given existing government surveillance powers | 1 | +0.3 | developing | |
| Question of why large software companies inevitably spy on users | 1 | +0.3 | evergreen | |
| Skepticism toward trust-me claims from software or services | 1 | +0.3 | evergreen | |
| Family seeks access to deceased father's BitLocker-encrypted SSD containing his writings | 1 | +0.3 | evergreen | |
| Open question thread on opinions about Libreboot | 1 | +0.3 | evergreen | |
| Internet Archive job listings prompt communism remark | 1 | +0.3 | evergreen |
midi / arbeitsplatz 14 threads ▼ -4.0/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Single-word 'gem' post draws large reply count | 1 | -0.3 | evergreen | |
| Awoo howl ritual post | 1 | -0.3 | evergreen | |
| Ambiguous post asking if an item still has 'soul' and is usable in 2026 | 1 | -0.3 | evergreen | |
| Contextless 'Why tho' post | 1 | -0.3 | evergreen | |
| Image reaction post asking why a pictured figure is 'so based' | 1 | -0.3 | evergreen | |
| MIDI file organization workflow questions | 1 | -0.3 | evergreen | |
| Confessions thread on morally questionable software written by anons | 1 | -0.3 | evergreen | |
| 'Images you saved from /g/' repost thread | 1 | -0.3 | evergreen | |
| Ambiguous reaction-bait thread asking 'Was this really necessary?' about unseen image | 1 | -0.3 | evergreen | |
| Anon anthropomorphizes 4chan captcha symbols by naming them | 1 | -0.3 | evergreen | |
| Single-word German 'ARBEITSPLATZ' shitpost thread | 1 | -0.3 | evergreen | |
| Contentless 'lol' reply post | 1 | -0.3 | evergreen |
debian / ares 13 threads ▼ -3.7/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Title-only 'The great debate' thread with unspecified subject | 1 | -0.3 | evergreen | |
| Single-word 'Why?' OP thread with no stated topic | 1 | -0.3 | evergreen | |
| Content-free 'what am I in for' post | 1 | -0.3 | evergreen | |
| Bait post claiming AI users are driven by envy of skilled people | 1 | -0.3 | evergreen | |
| Off-topic wristwatch thread on /g/ | 1 | -0.3 | evergreen | |
| Antisemitic bait thread soliciting 'use cases' | 1 | -0.3 | evergreen | |
| Contextless 'does it really work like that' post | 1 | -0.3 | evergreen | |
| Suspicious prompt urging manual install of ares deb on Debian stable | 1 | -0.3 | evergreen | |
| Proposal that Debian deserves an emoji via the narutomaki fish cake (U+1F365) | 1 | -0.3 | evergreen |
microsoft / windows 13 threads ▼ -0.9/day
aliexpress / k cup 12 threads ▲ +2.3/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| EU €3 AliExpress customs surcharge blamed for killing cheap-hobby shopping | 2 | +0.6 | developing | |
| Anon seeks low-effort pod-based latte machine for university | 1 | -0.3 | evergreen | |
| Poll of /g/ users on smartphone case choices | 1 | -0.3 | evergreen | |
| Complaint that a simple tap or fitting is overpriced | 1 | +0.3 | evergreen | |
| Anon asks who is buying unnamed new product | 1 | +0.3 | evergreen | |
| Anons complain smartwatch designs are ugly | 1 | +0.3 | evergreen | |
| Why microwaves are horizontal rather than vertical | 1 | +0.3 | evergreen | |
| Tech gift recommendation request with $100-150 budget | 1 | +0.3 | evergreen | |
| Question whether an unnamed product works or is a meme | 1 | +0.3 | evergreen | |
| Lament over disappearance of good mini laptops | 1 | +0.3 | evergreen | |
| Incandescent bulb chads feeling good | 1 | +0.3 | evergreen | |
| Sub-$400 laptop buying advice request | 1 | +0.3 | evergreen |
hp victus / apple 12 threads ▼ -0.6/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Claim of genetic-algorithm 'evolved intelligence' AI running on a $900 laptop | 1 | -0.3 | developing | |
| Used M1 Max 64GB MacBook as budget local AI workstation | 1 | -0.3 | evergreen | |
| User asks whether AI computer vision can batch-tag 60k local images yet | 1 | +0.3 | evergreen | |
| AI translation opens up foreign songs | 1 | +0.3 | evergreen |
ram / ssd 12 threads ▼ -1.1/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Rising costs of RAM and storage capacity in consumer devices | 16 | -1.1 | 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 |
deepseek / china 11 threads ▲ +3.1/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Cynicism that Chinese AI models and hardware offer no real savings over American ones | 1 | +0.3 | developing | |
| ZCode harness bug deleting Recent Files | 1 | +0.3 | evergreen | |
| Anime Diffusion Thread #131 announces MiniMax-H3 video model and Anima 1.0 releases | 1 | +0.3 | breaking | |
| Speculation that LLM providers serve cached or reused responses to cut inference costs | 1 | +0.3 | evergreen | |
| Why is DeepSeek being pushed so hard if it's beyond their control | 1 | +0.3 | evergreen |
ai film / hollywood 11 threads ▲ +2.0/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Anon asks whether AI bubble pops 'in two weeks' | 1 | -0.3 | evergreen | |
| One-liner reframing the 'AI crisis' as the permanent new normal | 1 | -0.3 | evergreen | |
| Claim that AI-generated films will soon be indistinguishable and doom Hollywood | 1 | +0.3 | evergreen | |
| Claim a 4-bit quantized model version 4 will crater the American economy | 1 | +0.3 | evergreen | |
| '*wins*' contentless victory post | 1 | +0.3 | evergreen | |
| Skepticism that HuggingFace incident justifies AI panic since models are just LLMs | 1 | +0.3 | developing |
repository pattern / orm 10 threads ▲ +2.9/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Critique of the Repository pattern in Go as unnecessary abstraction | 2 | +0.6 | evergreen | |
| Panic thread over GOTO statement usage | 2 | +0.6 | evergreen | |
| Why does so much software still get 'this' wrong (floating point/encoding) | 1 | +0.3 | evergreen | |
| Argument that TypeErrors indicate poor code and type hints are training wheels | 1 | +0.3 | evergreen | |
| User destroys SSD by opening a 5-petabyte zip bomb on PC | 1 | +0.3 | evergreen | |
| AHK 'block mario' joke virus shared for rating | 1 | +0.3 | evergreen | |
| Flowcharting before coding feels impossible to beginner | 1 | +0.3 | evergreen | |
| Rant that all languages are either garbage or meme ideologies | 1 | +0.3 | evergreen |
generative ai / anthropic 10 threads ▼ -2.9/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Complaint that generative AI critics are dismissed with 'kill yourself' responses | 1 | -0.3 | evergreen | |
| Skepticism toward conversational AI chatbots as companions | 1 | -0.3 | evergreen | |
| Anthropic executives likened to FTX-style scammers | 1 | -0.3 | evergreen |
nvidia / amd 10 threads ▼ -0.6/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| AMD vs NVIDIA GPU value proposition debate with local AI VRAM limitations | 2 | -0.6 | evergreen | |
| Anxiety over aging RTX 3090 dying amid GPU replacement costs | 1 | -0.3 | evergreen | |
| Mixed AMD and NVIDIA dual GPU setup utility in 2026 | 1 | -0.3 | evergreen | |
| NVIDIA H200 GPU server room post | 1 | -0.3 | evergreen | |
| Backlash against RGB 'rainbow vomit' PC components | 1 | +0.3 | evergreen | |
| Celebration of AMD AM4 platform longevity and upgrade path | 1 | +0.3 | evergreen |
youtube / tiktok 10 threads flat
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Ripping popular YouTube videos for reposting to avoid platform surveillance | 3 | +0.9 | evergreen | |
| Shill-style pitch to just pay for YouTube Premium | 3 | +0.9 | evergreen | |
| User reports potential reVanced YouTube client outage or degradation | 1 | 0 | developing | |
| youtube-dl hook deprecates piracy-linked websites in content filtering | 1 | 0 | breaking | |
| User expresses skepticism about viability of ad-based business model | 1 | 0 | evergreen | |
| Request for female tech YouTuber recommendations with sexualized commentary | 1 | -0.3 | evergreen | |
| Promotion of phreak.watch 24/7 YouTube watch party | 1 | -0.3 | evergreen |
arch linux / linux 10 threads ▼ -1.7/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Linux software availability and dependency friction critiques | 8 | +0.6 | evergreen | |
| User guilt over iPhone purchase amid peer pressure toward FOSS alternatives | 2 | 0 | developing | |
| Concern over corporate control of smartphone settings via third-party apps | 1 | 0 | developing | |
| Question about surveillance and population monitoring technology | 1 | 0 | evergreen | |
| User considering Gentoo Linux for custom PC build optimization and performance | 1 | 0 | evergreen | |
| Statement on Linux adoption in India | 1 | 0 | evergreen | |
| Arch Linux package management reminder thread | 1 | 0 | evergreen | |
| Alleged 1996 Linux distro easter egg 'Mangraphic' destroys itself when extracted | 1 | -0.3 | evergreen | |
| System screenshot comparison invitation thread | 1 | -0.3 | evergreen | |
| Linux driver gaps leave ARM64 Surface Laptop 7 unusable | 1 | -0.3 | developing | |
| Bryan Lunduke announces LCOS, a Devuan-based Linux distribution | 1 | -0.3 | breaking | |
| Linux Mint championed over Fedora, Arch and Debian | 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.