Dashboard
2111 ingests/hr · 34403/24h
14 runs/hr · 209/24h
5 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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Discussion is surging on /g/ around local image, video, and music generation tools, with threads aggregating UI frameworks like ComfyUI and SwarmUI alongside guides for running Stable Diffusion models offline. Community members are sharing roundups of recent model releases and checkpoint resources for generative AI inference.
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Discussion is surging on /g/ around user fatigue with rapidly evolving tech platforms and tools—with posts citing exhausted AI token quotas, YouTube's frequent interface changes, and concerns about content preservation as examples of friction points in modern digital workflows.
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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.
📰 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/ | 238 | evergreen | 132 notes | spike | |
| /g/ | 213 | evergreen | 69 notes | spike | |
| /g/ | 130 | evergreen | 56 notes | spike | |
| /g/ | 94 | evergreen | 69 notes | spike | |
| /g/ | 86 | evergreen | 0 notes | open | |
| /g/ | 80 | evergreen | 0 notes | open | |
| /g/ | 74 | evergreen | 16 notes | spike | |
| /g/ | 65 | evergreen | 19 notes | spike | |
| /g/ | 49 | evergreen | 0 notes | open | |
| /g/ | 39 | evergreen | 0 notes | open |
🧭 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 80 threads ▼ -1.5/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Linux loses feature and usability comparison against Windows | 86 | -1.3 | evergreen | |
| Advocacy for Linux privacy over Windows dismissed as zealotry | 16 | -0.1 | 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 | |
| Microsoft subpoena of Discord Windows device IDs in GTA 6 leak investigation | 4 | +0.3 | developing | |
| Debian first-time installation setup and software recommendations | 3 | 0 | 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 | -0.1 | 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 |
google / software developers 55 threads ▼ -3.1/day
employment / labor market 54 threads ▲ +2.4/day
ram / ssd 50 threads ▼ -0.3/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Rising costs of RAM and storage capacity in consumer devices | 14 | +0.7 | 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 | 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 | -0.1 | 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 kernel / rust 49 threads ▼ -1.8/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 |
grapheneos / android 49 threads ▼ -1.7/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Privacy advocacy general thread: FOSS smartphone ROM alternatives to iOS and stock Android | 24 | -0.5 | evergreen | |
| Proton ecosystem tools and services discussion | 4 | +0.3 | developing | |
| GrapheneOS compatibility issues with payment apps like CashApp | 3 | 0 | 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 | -0.1 | 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 |
garageband / audacity 42 threads ▼ -1.6/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 |
arch linux / linux 33 threads ▲ +0.6/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Linux software availability and dependency friction critiques | 5 | -0.1 | evergreen | |
| User guilt over iPhone purchase amid peer pressure toward FOSS alternatives | 2 | +0.1 | developing | |
| Linux desktop environment stability and usability critique | 2 | +0.1 | evergreen | |
| 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 |
windows / microsoft 29 threads ▲ +0.5/day
gigabit internet / streaming 28 threads ▲ +1.9/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| 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 | |
| Stupid Questions Thread meta-sticky | 1 | +0.1 | evergreen | |
| Desktop thread initiation | 1 | +0.1 | evergreen | |
| Historical technology displacement: CRT to LCD/LED transition | 1 | +0.1 | evergreen | |
| Minimal provocation post | 1 | +0.1 | evergreen | |
| Implied parental commentary on tech-focused bedroom | 1 | +0.1 | evergreen | |
| Unspecified interpersonal communication concern on /g/ | 1 | +0.1 | evergreen | |
| Unspecified frustration with technology or platform | 1 | +0.1 | evergreen | |
| Unspecified product quality assessment request | 1 | +0.1 | evergreen | |
| Book recommendations for computer science and programming education | 1 | +0.1 | evergreen | |
| Web browser selection advice thread | 1 | +0.1 | evergreen |
rust / java 27 threads ▼ -1.0/day
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 |
service dogs / public cameras 26 threads ▼ -1.7/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 |
swarmui / comfyui 26 threads ▼ -1.2/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 |
user work-life balance concerns 25 threads ▼ -1.7/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 |
kanagawa / steve jobs 24 threads ▼ -0.1/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 |
internet subcultures / zoomers 22 threads ▲ +0.4/day
image generation & ai tools 21 threads ▲ +1.4/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Minimal engagement reaction to AI tool or developer distress | 1 | +0.1 | evergreen |
llm / motorola 21 threads ▲ +0.3/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 | 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 |
linux / unix 20 threads ▲ +1.3/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 | |
| 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 | |
| Desktop OS community thread for UNIX-like system users | 1 | 0 | evergreen | |
| Dual boot setup practicality question | 1 | 0 | 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.