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 →
-
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.
-
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.
-
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.
-
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.
-
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.
-
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.
-
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.
-
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 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.
gigabit internet / streaming 20 threads ▲ +5.7/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Question on practical use cases for gigabit DSL and mobile speeds | 1 | 0 | evergreen | |
| Questioning the purpose of gigabit internet after society's shift from P2P to streaming | 1 | 0 | evergreen | |
| Stupid Questions Thread meta-sticky | 1 | +0.3 | evergreen | |
| Desktop thread initiation | 1 | +0.3 | evergreen | |
| Historical technology displacement: CRT to LCD/LED transition | 1 | +0.3 | evergreen | |
| Minimal provocation post | 1 | +0.3 | evergreen | |
| Implied parental commentary on tech-focused bedroom | 1 | +0.3 | evergreen | |
| Unspecified interpersonal communication concern on /g/ | 1 | 0 | evergreen | |
| Unspecified frustration with technology or platform | 1 | +0.3 | evergreen | |
| Unspecified product quality assessment request | 1 | +0.3 | evergreen | |
| Book recommendations for computer science and programming education | 1 | +0.3 | evergreen | |
| Web browser selection advice thread | 1 | +0.3 | evergreen |
swarmui / comfyui 12 threads ▲ +3.4/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Sexy Jam local video generation contest opens submissions in /ldg/ | 1 | 0 | evergreen | |
| Minimax H3 video model release for anime generation | 1 | +0.3 | breaking | |
| 1bitdragon V5 release announcement | 1 | +0.3 | breaking |
jon blow / jai 10 threads ▲ +2.9/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Generic political complaint | 1 | +0.3 | evergreen | |
| Vague social challenge or greeting | 1 | +0.3 | evergreen | |
| Vague conspiracy or absurdist claim | 1 | +0.3 | evergreen | |
| Cognitive capability comparison complaints | 1 | +0.3 | evergreen | |
| Violent family tragedy over iPhone demand | 1 | +0.3 | evergreen | |
| Unspecified group response call | 1 | +0.3 | evergreen | |
| Demographic participation change commentary | 1 | +0.3 | evergreen | |
| Criticism of Jon Blow's influence and software contributions | 1 | +0.3 | evergreen |
youtube / google 9 threads ▲ +2.6/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Contrarian defense of Google privacy controls citing Proton IP handover to law enforcement | 1 | 0 | evergreen | |
| YouTube video on 'Dark Fiber Listening Network' surveillance tech | 1 | 0 | evergreen | |
| Private Trackers General sticky thread | 1 | +0.3 | evergreen | |
| Ad blocker usage ethics debate | 1 | +0.3 | evergreen | |
| Helium browser adoption resistance due to uBlock Origin and ManifestV2 concerns | 1 | +0.3 | evergreen | |
| Philosophical inquiry into inevitability of mass surveillance systems | 1 | +0.3 | evergreen |
linux / windows 9 threads ▲ +2.6/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Linux loses feature and usability comparison against Windows | 86 | +1.1 | evergreen | |
| Advocacy for Linux privacy over Windows dismissed as zealotry | 16 | 0 | evergreen | |
| User considering FreeBSD as Linux alternative for daily use | 8 | 0 | 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 | +1.1 | 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 | evergreen | |
| Comparative mockery of BSD, Linux, and Microsoft operating systems with crude slurs | 3 | 0 | 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 |
linux / unix 9 threads ▲ +2.6/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 | |
| 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 |
commodore / apple 6 threads ▲ +1.7/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Commodore's contributions to microcomputer revolution historically overlooked | 1 | +0.3 | developing | |
| General thread showcasing aesthetically appealing retro technology | 1 | +0.3 | evergreen | |
| Nostalgic discussion of vintage Sound Blaster audio hardware | 1 | +0.3 | evergreen | |
| Critique of TempleOS popularity trend versus legitimate alternative OSes | 1 | +0.3 | evergreen | |
| Windows 95 release date 31-year anniversary | 1 | +0.3 | evergreen | |
| Retro-computer friendly bulletin board systems nostalgia thread | 1 | +0.3 | evergreen |
k cup / iphone pro max 6 threads ▲ +1.7/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Anon seeks low-effort pod-based latte machine for university | 1 | 0 | evergreen | |
| Poll of /g/ users on smartphone case choices | 1 | 0 | evergreen | |
| Complaint that a simple tap or fitting is overpriced | 1 | 0 | evergreen | |
| Unspecified product setup procrastination reminder | 1 | +0.3 | evergreen | |
| Battlestations thread continuation with personal anecdote | 1 | +0.3 | evergreen | |
| Mock shopping websites allowing consumption simulation without purchase | 1 | +0.3 | developing | |
| Premium digital tape recorder pricing significantly exceeds smartphone cost | 1 | +0.3 | developing | |
| Query about printer yellow ink usage on black and white prints | 1 | +0.3 | evergreen | |
| Free mobile data recovery app effectiveness evaluation | 1 | +0.3 | evergreen |
linux / clang 6 threads ▲ +1.7/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Clang lacks support for Windows .def export files on Linux builds | 2 | +0.3 | evergreen | |
| GNOME developer Ebassi affirms C preference, sparking language debate | 1 | 0 | evergreen | |
| Casey Muratori criticism of OOP and design patterns | 1 | +0.3 | developing | |
| User reporting difficulty learning C++ | 1 | +0.3 | evergreen | |
| C++20 modules adoption and adoption barrier analysis | 1 | +0.3 | evergreen |
employment / labor market 6 threads ▲ +1.7/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| User poll on AI job displacement acceptance and attitudes | 14 | 0 | evergreen | spike |
| Entry-level tech job search despair amid AI-focused market | 2 | 0 | evergreen | |
| AI slop PRs flooding GitHub open-source repos as coder demand falls | 2 | 0 | developing | |
| 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 | |
| Entry-level software job candidate denied then sees position reposted immediately | 1 | 0 | developing | |
| CS graduate rejecting AI tools faces career uncertainty | 1 | 0 | evergreen |
arch linux / linux 6 threads ▲ +1.7/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Linux software availability and dependency friction critiques | 5 | 0 | evergreen | |
| User guilt over iPhone purchase amid peer pressure toward FOSS alternatives | 2 | 0 | developing | |
| Linux desktop environment stability and usability critique | 2 | +0.6 | evergreen | |
| 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 | evergreen | |
| System screenshot comparison invitation thread | 1 | 0 | evergreen | |
| Linux driver gaps leave ARM64 Surface Laptop 7 unusable | 1 | 0 | developing | |
| Bryan Lunduke announces LCOS, a Devuan-based Linux distribution | 1 | 0 | breaking |
ram / ssd 6 threads ▲ +1.7/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Rising costs of RAM and storage capacity in consumer devices | 14 | +0.3 | 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 |
llm / gpt 5 threads ▲ +1.4/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| User inquiry on offline local LLM capability for mobile devices without network dependency | 1 | +0.3 | evergreen | |
| DeepSeek API and local inference beginner discussion thread | 1 | +0.3 | evergreen | |
| Debate over whether consumer-class 30B LLMs peaked with Gemma 4 31B | 1 | +0.3 | breaking |
daily programming thread general discussion 5 threads ▲ +1.4/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Thread soliciting tech-related movies from /g/ users' childhoods | 1 | +0.3 | evergreen | |
| Personal knowledge management and note-taking methodology advice | 1 | +0.3 | evergreen | |
| Challenge post with minimal context | 1 | +0.3 | evergreen |
sony / drm 5 threads ▲ +1.4/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Question about game controller design dimensions | 1 | +0.3 | evergreen | |
| PS5 hacking tutorial promoted alongside warnings of Sony legal penalties | 1 | +0.3 | evergreen | |
| Dismissal of gamer concerns regarding DRM and software licensing | 1 | +0.3 | evergreen | |
| Sony closes last optical disc manufacturing plant in Austria, converts to new production | 1 | +0.3 | breaking | |
| User frustrated with Sony PlayStation ToS seeks game data migration to PC | 1 | +0.3 | evergreen |
ai coding gatekeeping 5 threads ▲ +1.4/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Argument that personal AI use shouldn't provoke anger from others | 1 | 0 | evergreen | |
| Frustration with microservice-only API design lacking CLI and documentation | 1 | 0 | evergreen |
msn / gelbooru 4 threads ▲ +1.1/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Ideological recruitment message on technology board | 1 | +0.3 | evergreen | |
| Unrelated comment about recipes from MSN | 1 | +0.3 | evergreen | |
| Off-topic content: discussion of adult image hosting sites and account history | 1 | +0.3 | evergreen |
openai / sam altman 4 threads ▲ +1.1/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Luddite resistance to AI adoption narrative | 1 | 0 | evergreen | |
| OpenAI CEO attributes slower-than-expected AI adoption to consumer habit resistance | 1 | +0.3 | breaking | |
| User concerns over bipartisan American skepticism toward AI technology | 1 | +0.3 | evergreen |
hongmeng / harmonyos 4 threads ▲ +1.1/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Curiosity about developing for Huawei HarmonyOS outside China | 1 | 0 | evergreen | |
| OLED burn-in concerns at 2000 hours usage | 1 | +0.3 | breaking | |
| Samsung Galaxy S25 upgrade consideration from S21 | 1 | +0.3 | evergreen |
hp victus / apple 4 threads ▲ +1.1/day
| Story | Mentions | Δ/day | Novelty | |
|---|---|---|---|---|
| Claim of genetic-algorithm 'evolved intelligence' AI running on a $900 laptop | 1 | 0 | developing | |
| Used M1 Max 64GB MacBook as budget local AI workstation | 1 | 0 | evergreen | |
| Query for current best free AI model | 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.