Dashboard
1356 ingests/hr · 43748/24h
7 runs/hr · 249/24h
152 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 30-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.
linux / windows 103 threads ▲ +0.2/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Linux loses feature and usability comparison against Windows | 85 | -0.1 | evergreen | |
| Advocacy for Linux privacy over Windows dismissed as zealotry | 16 | -0.3 | evergreen | |
| User considering FreeBSD as Linux alternative for daily use | 8 | +0.5 | 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 | -0.2 | evergreen | |
| User question about continued adoption of end-of-life Windows versions | 3 | -0.2 | evergreen | |
| Comparative mockery of BSD, Linux, and Microsoft operating systems with crude slurs | 3 | +0.2 | evergreen | |
| First-time switcher finds Ubuntu comfy after leaving Windows 11 | 3 | +0.2 | 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 |
employment / labor market 63 threads ▲ +4.2/day
grapheneos / android 62 threads ▲ +0.4/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Privacy advocacy general thread: FOSS smartphone ROM alternatives to iOS and stock Android | 25 | -0.2 | evergreen | |
| GrapheneOS compatibility issues with payment apps like CashApp | 3 | 0 | evergreen | |
| Proton ecosystem tools and services discussion | 3 | +0.2 | evergreen | |
| GrapheneOS funding model and public relations strategy analysis | 2 | 0 | evergreen | |
| User seeking private Discord alternative with better feature parity | 2 | -0.1 | evergreen | |
| GrapheneOS security claims versus Google Pixel hardware trust concerns | 2 | +0.1 | evergreen | |
| GrapheneOS smartphone compatibility limitations | 1 | 0 | evergreen | |
| Telegram group chat ban evasion methods discussed | 1 | 0 | evergreen | |
| New-generation CAPTCHA rollout sparks user resistance | 1 | 0 | breaking | |
| Cloud-based evidence recording for psychiatric detention protection | 1 | 0 | evergreen | |
| Dumbphone privacy claims dismissed | 1 | 0 | evergreen | |
| Mozilla adds Google Play Integrity API to Firefox Android, blocking custom ROM users | 1 | 0 | breaking |
google / software developers 55 threads ▼ -2.6/day
linux kernel / rust 55 threads ▼ -0.3/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 | -0.3 | 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 | -0.1 | breaking | |
| Developer abandons C for Assembly and Rust | 2 | +0.1 | 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 |
ram / ssd 54 threads ▲ +0.1/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 | -0.4 | evergreen | |
| Windows performance degradation on 16GB RAM systems | 4 | +0.3 | evergreen | |
| Intel DRAM manufacturing capability inquiry | 3 | 0 | evergreen | |
| SSD maintenance and trimming practices | 3 | -0.2 | evergreen | |
| Apple DRAM sourcing crisis amid global memory shortage | 3 | +0.2 | 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 |
garageband / audacity 42 threads ▲ +2.8/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Audio software comparison: Audacity versus GarageBand | 1 | +0.1 | evergreen | |
| Inquiry into local diffusion model technical methodology | 1 | +0.1 | evergreen | |
| Agentic diffusion with critic-refiner loop tested as improvement to traditional diffusion models | 1 | +0.1 | breaking |
microsoft / windows 38 threads ▲ +0.4/day
arch linux / linux 29 threads ▲ +1.1/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Linux software availability and dependency friction critiques | 8 | +0.4 | evergreen | |
| User guilt over iPhone purchase amid peer pressure toward FOSS alternatives | 2 | +0.1 | developing | |
| Concern over corporate control of smartphone settings via third-party apps | 1 | -0.1 | developing | |
| Question about surveillance and population monitoring technology | 1 | -0.1 | evergreen | |
| User considering Gentoo Linux for custom PC build optimization and performance | 1 | +0.1 | evergreen | |
| Statement on Linux adoption in India | 1 | +0.1 | evergreen | |
| Arch Linux package management reminder thread | 1 | +0.1 | evergreen | |
| Alleged 1996 Linux distro easter egg 'Mangraphic' destroys itself when extracted | 1 | +0.1 | evergreen | |
| System screenshot comparison invitation thread | 1 | +0.1 | evergreen | |
| Linux driver gaps leave ARM64 Surface Laptop 7 unusable | 1 | +0.1 | developing | |
| Bryan Lunduke announces LCOS, a Devuan-based Linux distribution | 1 | +0.1 | breaking | |
| Linux Mint championed over Fedora, Arch and Debian | 1 | +0.1 | evergreen |
asi / smt 29 threads ▼ -1.5/day
swarmui / comfyui 29 threads ▼ -1.3/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Local image and video diffusion models discussion and development | 11 | 0 | evergreen | |
| Stable Diffusion tools and UI updates for local model use | 6 | 0 | evergreen | |
| Anima 1.0 anime diffusion model release | 2 | 0 | breaking | |
| DALL-E 3 and cloud AI image tools discussion | 2 | 0 | evergreen | |
| ChatGPT image restoration capability demonstration | 1 | 0 | developing | |
| Apple Intelligence enabling face-swapping in social media posts | 1 | 0 | developing | |
| Search for less restricted AI image generation service | 1 | 0 | evergreen | |
| Critique of AI-generated image aesthetic quality and characteristics | 1 | 0 | evergreen | |
| Anima 1.0 anime diffusion model release with UI ecosystem updates | 1 | 0 | breaking | |
| AI image generation service rebrands and removes explicit features | 1 | -0.1 | breaking |
dpt / data centers 27 threads ▲ +1.8/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Daily Programming Thread 'Russian Edition' general continuation | 2 | +0.1 | evergreen | |
| Question about a woman suddenly prominent in AI and data center commentary | 2 | +0.1 | evergreen | |
| Schizopost linking 4D tesseract OS on GitHub | 2 | +0.1 | evergreen | |
| Question on practical use cases for gigabit DSL and mobile speeds | 1 | +0.1 | evergreen | |
| Questioning the purpose of gigabit internet after society's shift from P2P to streaming | 1 | +0.1 | evergreen | |
| Complaint that OLED burn-in remains unresolved | 1 | +0.1 | evergreen | |
| Vague 'question that boggles the mind' bait thread | 1 | +0.1 | evergreen | |
| Meta question on replying without sounding mad | 1 | +0.1 | evergreen | |
| Untitled thread asking 'why is it so sexy' with no comment body | 1 | +0.1 | evergreen | |
| Anons discuss shaving tech for smooth skin | 1 | +0.1 | evergreen | |
| Untitled 'What the hell is going on?' thread | 1 | +0.1 | evergreen | |
| Poll on mouse hand ambidexterity among users | 1 | +0.1 | evergreen |
service dogs / public cameras 27 threads ▼ -1.8/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Philosophical comparison of AI safety concerns to service dog behavioral risk | 1 | -0.1 | evergreen | |
| Ambient assertion that AI has achieved cultural dominance | 1 | -0.1 | evergreen | |
| Ideological opposition to open-source AI adoption | 1 | -0.1 | evergreen | |
| Ambiguous query about unspecified AI claim validity | 1 | -0.1 | evergreen | |
| Claim that AI infrastructure is primarily surveillance apparatus | 1 | -0.1 | evergreen |
rust / java 26 threads ▲ +1.7/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Java static method programming style discussion | 3 | +0.2 | evergreen | |
| Career pivot from nursing to tech fields in 2026 workforce environment | 2 | +0.1 | evergreen | |
| Widespread misunderstanding of big O notation complexity analysis in programming communities | 2 | +0.1 | developing | |
| User expresses regret over dropping STEM based on /g/ advice | 1 | +0.1 | evergreen | |
| User seeking job interview advice for Product Owner role | 1 | +0.1 | evergreen | |
| User seeks email-based retribution against former supervisor | 1 | +0.1 | evergreen | |
| Account takeover scam targeting gaming streamer with tournament ruse | 1 | +0.1 | developing | |
| Chess engine implementation in Rust programming language | 1 | +0.1 | evergreen | |
| BIOS-level rootkit detection and prevalence assessment | 1 | +0.1 | developing | |
| Yubikey hardware security key discussion thread | 1 | +0.1 | evergreen | |
| Counter-Strike Global Offensive source code leak archive reference | 1 | +0.1 | evergreen | |
| Browser engine security vulnerabilities and memory safety rewrite debate | 1 | +0.1 | evergreen |
iqdb / kaligpt 26 threads ▼ -1.7/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Test image selection for generative model evaluation | 1 | -0.1 | evergreen | |
| IQDB experiencing severe service queue congestion | 1 | -0.1 | developing | |
| Question about Kaligpt tool adoption | 1 | -0.1 | evergreen |
software engineering / ai datacenters 26 threads ▼ -1.7/day
user work-life balance concerns 25 threads ▲ +0.2/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Reaction to career transition thread | 1 | -0.1 | evergreen | |
| NEET lifestyle and comfy isolation affirmation | 1 | -0.1 | evergreen | |
| Software developer expressing burnout and loss of passion for coding career | 1 | -0.1 | evergreen | |
| User expressing frustration over barriers to hobbyist tech exploration | 1 | -0.1 | evergreen | |
| Dark humor about system administration and self-destruction | 1 | -0.1 | evergreen | |
| Complaint about /g/ board culture and user demographics | 1 | -0.1 | evergreen | |
| User expressing satisfaction with new laptop acquisition | 1 | -0.1 | evergreen | |
| One-word expression of frustration or exhaustion | 1 | +0.1 | evergreen | |
| Music streaming service shuffle algorithm poor compared to legacy MP3 players | 1 | +0.1 | evergreen | |
| User expressing dependence on communication device for daily routines | 1 | +0.1 | evergreen | |
| Systems engineer value and societal collapse scenario speculation | 1 | +0.1 | evergreen | |
| Motivational sentiment in technology community | 1 | +0.1 | evergreen |
open claw / strawpoll 25 threads ▲ +0.5/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Question about open claw utility or product | 2 | 0 | evergreen | |
| Generic blocking or obstacle reference | 1 | 0 | evergreen | |
| Incoherent post about solar battery and hair | 1 | 0 | evergreen | |
| Off-topic user identification request | 1 | 0 | evergreen | |
| Observation that /g/ panic over news event has subsided | 1 | 0 | evergreen | |
| Generic two-week reference to unspecified event | 1 | 0 | evergreen | |
| Browser preference poll on /g/ | 1 | 0 | evergreen | |
| Vague query about unspecified technology effectiveness | 1 | 0 | evergreen | |
| Incomplete question about permanent model implementation | 1 | 0 | evergreen | |
| Ambiguous question about unspecified plan for 2024 | 1 | 0 | evergreen | |
| New thread announcement with no content | 1 | 0 | evergreen | |
| Low-context affirmation post | 1 | 0 | evergreen |
kanagawa / steve jobs 24 threads ▲ +1.6/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Off-topic social commentary on printers and dating preferences | 1 | +0.1 | evergreen | |
| Off-topic vulgar imageboard banter | 1 | +0.1 | evergreen | |
| Minimal engagement placeholder with cryptic subject line | 1 | +0.1 | evergreen | |
| Steve Jobs archive photograph post | 1 | +0.1 | evergreen |
llm / motorola 24 threads ▲ +0.1/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Feasibility of LLM decompilation of x86/Motorola binaries back to Python | 2 | +0.1 | evergreen | |
| Fragment from configuration or setup discussion thread | 1 | -0.1 | evergreen | |
| Request for non-trivial open-source projects generated entirely by AI without human editing | 1 | -0.1 | evergreen | |
| User complaint about Google AI tools and Claude use for productivity theater in development workflow | 1 | +0.1 | evergreen | |
| User defends vibe-coders against criticism of project progress | 1 | +0.1 | evergreen | |
| ChatGPT introduced use-after-free CVEs despite safety refusals | 1 | +0.1 | evergreen | |
| Crash-learning x86 assembly in three days | 1 | +0.1 | 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.