Jan v1: 4B open model for web search with 91% SimpleQA, slightly outperforms Perplexity Pro
Jan v1 delivers 91% SimpleQA accuracy, slightly outperforming Perplexity Pro while running fully locally. It's built on the new version of Qwen's Qwen3-4B-Thinking (up to 256k context length), fine-tuned for reasoning and tool use in Jan.
The model in llama.cpp and vLLM and uses serper-mcp to access the web github.com/marcopesani/mcp-ser…
Model links:
* Jan-v1-4B: huggingface.co/janhq/Jan-v1-4B
* Jan-v1-4B-GGUF: huggingface.co/janhq/Jan-v1-4B…
Recommended parameters:
temperature: 0.6
top_p: 0.95
top_k: 20
min_p: 0.0
max_tokens: 2048
Lucy: edgerunning agentic web search on mobile with machine generated task vectors
Small language models (SLMs) are inherently limited in knowledge-intensive tasks due to their constrained capacity. While test-time computation offers a path to enhanced performance, most approaches treat reasoning as a fixed or heuristic process.arXiv.org
What Happened When I Tried to Replace Myself with ChatGPT in My English Classroom
Like many teachers at every level of education, I have spent the past two years trying to wrap my head around the question of generative AI in my English classroom. To my thinking, this is a question that ought to concern all people who like to read and write, not just teachers and their students. Today’s English students are tomorrow’s writers and readers of literature. If you enjoy thoughtful, consequential, human-generated writing—or hope for your own human writing to be read by a wide human audience—you should want young people to learn to read and write. College is not the only place where this can happen, of course, but large public universities like UVA, where I teach, are institutions that reliably turn tax dollars into new readers and writers, among other public services. I see it happen all the time.There are valid reasons why college students in particular might prefer that AI do their writing for them: most students are overcommitted; college is expensive, so they need good grades for a good return on their investment; and AI is everywhere, including the post-college workforce. There are also reasons I consider less valid (detailed in a despairing essay that went viral recently), which amount to opportunistic laziness: if you can get away with using AI, why not?
It was this line of thinking that led me to conduct an experiment in my English classroom. I attempted the experiment in four sections of my class during the 2024-2025 academic year, with a total of 72 student writers. Rather than taking an “abstinence-only” approach to AI, I decided to put the central, existential question to them directly: was it still necessary or valuable to learn to write? The choice would be theirs. We would look at the evidence, and at the end of the semester, they would decide by vote whether A.I. could replace me.
What could go wrong?
In the weeks that followed, I had my students complete a series of writing assignments with and without AI, so that we could compare the results.My students liked to hate on AI, and tended toward food-based metaphors in their critiques: AI prose was generally “flavorless” or “bland” compared to human writing. They began to notice its tendency to hallucinate quotes and sources, as well as its telltale signs, such as the weird prevalence of em-dashes, which my students never use, and sentences that always include exactly three examples. These tics quickly became running jokes, which made class fun: flexing their powers of discernment proved to be a form of entertainment. Without realizing it, my students had become close readers.
During these conversations, my students expressed views that reaffirmed their initial survey choices, finding that AI wasn’t great for first drafts, but potentially useful in the pre- or post-writing stages of brainstorming and editing. I don’t want to overplay the significance of an experiment with only 72 subjects, but my sense of the current AI discourse is that my students’ views reflect broader assumptions about when AI is and isn’t ethical or effective.
It’s increasingly uncontroversial to use AI to brainstorm, and to affirm that you are doing so: just last week, the hosts of the New York Times’s tech podcast spoke enthusiastically about using AI to brainstorm for the podcast itself, including coming up with interview questions and summarizing and analyzing long documents, though of course you have to double-check AI’s work. One host compares AI chatbots to “a very smart assistant who has a dozen Ph.D.s but is also high on ketamine like 30 percent of the time.”
What Happened When I Tried to Replace Myself with ChatGPT in My English Classroom
My students call it “Chat,” a cute nickname they all seem to have agreed on at some point. They use it to make study guides, interpret essay prompts, and register for classes, turning it loose on t…Literary Hub
Wplace Is Exploding Online Amid a New Era of Youth Protest
WPlace is a desktop app that takes its cue from Reddit’s r/place, a sporadic experiment where users placed pixels on a small blank canvas every few minutes. On Wplace, anyone can sign up to add coloured pixels to a world map – each user able to place one every 30 seconds. By internet standards one pixel every 30 seconds is glacial, and that is part of what makes it so powerful. In just a few weeks since its launch tens, if not, hundreds of thousands of drawings have appeared.Scrolling to my corner of Scotland, I found portraits of beloved pets, anime favourites, pride flags, football crests. In Kyiv, a giant Hatsune Miku dominates the sprawl alongside a remembrance garden where a user asked others to leave hand drawn flowers. Some pixels started movements. At one point there was just a single wooden ship flying a Brazilian flag off Portugal. Soon, a fleet appeared, a tongue-in-cheek invasion.
Across the diversity and chaos of the Wplace world map, nothing else feels like Gaza. In most cities, the art is made by those who live there. Palestinians do not have this opportunity: physical infrastructure is destroyed while people are murdered. Their voices, culture, and experiences are erased in real time. So, others show up for them, transforming the space on the map into a living mosaic of grief and care.
No algorithm, no leaders, but on Wplace, collective actions emerge organically. A movement stays visible only because people choose to maintain it, adding pixels, repairing any damage caused by others drawing over it. In that sense it works like any protest camp or memorial in the physical world: it survives only if people tend it. And here, those people are scattered across continents, bound not by geography but by a shared refusal to let what they care about disappear from view.
Wplace Is Exploding Online Amid a New Era of Youth Protest
Wplace is exploding onling amid a new ear of youth protest. From political pixel art to vigils over Gaza, this beautifully chaotic internet project is showing how young people are reinventing protest.Kristie De Garis
Grok Claims It Was Briefly Suspended From X After Accusing Israel of Genocide
Grok Claims It Was Suspended From X for Accusing Israel of Genocide
Elon Musk's unpredictable chatbot was briefly banned from his social media platform, X, and returned claiming it was silenced for criticizing Israel.Miles Klee (Rolling Stone)
like this
It’s important to note that Grok is not a reliable source of information about why it was taken offline
"but we're going to report it anyway" --rolling stone
China announces 75.8% tariffs on Canadian canola in response to Canada’s tax on Chinese electric vehicles.
China announces 75.8% tariffs on Canadian canola
China announced a 75.8 per cent preliminary tariff on Canadian canola on Tuesday, following an anti-dumping investigation launched last year in response to Canada’s tax on Chinese electric vehicles.CityNews Calgary
make zero sense for Canada which does not have its own domestic car industry.
Canada produces almost as much vehicles as it consumes. They are mostly foreign owned companies, but it's a sizeable employment base in Ontario and Quebec.
In an unjustified US trade war, threats of nationalizing plants is reasonable, and then selling them to Chinese makers with employment guarantees a win for entire sector and country. But a reasonable tariff/quota level as part of greater Chinese market access/long term supply contracts deal would be the balanced strategy.
Kiev planning false-flag attack ahead of Trump-Putin summit – MOD (FULL TEXT)
Kiev planning false-flag attack ahead of Trump-Putin summit – MOD (FULL TEXT)
Moscow claims Kiev is preparing a staged attack in Kharkov Region to frame Russian forces and disrupt the August 15 negotiationsRT
Edit: i forgot I was on ML,Yeah.
What do ya mean when ya say it comes from the ruzzian ministry of defense?? While quoting Russia Today isn't a reliable source??
Ya tard
Stop trying to play 3d chess when ya cant even play checkers
US hits highest layoffs since COVID
US Hits Highest Layoffs Since COVID
Layoffs in the U.S. have hit their highest levels since the COVID-19 pandemic, driven by government cuts, restructuring and AI.Aliss Higham (Newsweek)
Perplexity offers to buy Google Chrome for $34.5 billion
The unsolicited offer is higher than Perplexity’s valuation.
Perplexity offers to buy Google Chrome for $34.5 billion
The AI search startup Perplexity has offered to buy Google Chrome for $34.5 billion, according to a report from The Wall Street Journal.Emma Roth (The Verge)
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Open Lemmy comment threads in Mastodon?
Since both lemmy and Mastodon use the fediverse, is it possible to view comment threads under posts from lemmy in Mastodon? How to find a link that works in both/ is it related to the posts id?
Would these work with #hashtags ?
For example here is a Lemmy thread: discuss.tchncs.de/post/4196495…
Here is the same thread on Mastodon: floss.social/@kde/114960515064…
So it is possible if it has been federated to both. There are different reasons why that might happen, in this case it is because that thread's OP posted it on Mastodon but mentioned a Lemmy community.
Another reason why it might happen is that a Mastodon user is following a Lemmy community or user.
I see this post on Akkoma by #Fediverse and answered it. Another person from dot social on Mastodon also commented it. It's weird that those comments can't be readed here in the post. I've tried to comment from there before and seems to work. So I'm not sure what happens when you interact outside of Lemmy.
Links to comments fe.disroot.org/notice/Ax6QMkVf…
mastodon.social/@ambuj/1150218…
Sie Guaque (@sieguaque@fe.disroot.org)
@glowing_hans @AWUutgQ5inc7fMWpTk.fediverse@lemmy.ml hello, in my experience it is possible and yes, hashtags works. Right know I’m seeing your post and giving an answer from #Akkoma thanks to your...fe.disroot.org
AI Is a Total Grift
AI Is a Total Grift
Much of what’s known as ‘AI’ has nothing to do with progress — it’s about lobbyists pushing shoddy digital replacements for human labour that increase billionaire’s profits and make workers’ lives worse.tribunemag.co.uk
AI Is a Total Grift
AI Is a Total Grift
Much of what’s known as ‘AI’ has nothing to do with progress — it’s about lobbyists pushing shoddy digital replacements for human labour that increase billionaire’s profits and make workers’ lives worse.tribunemag.co.uk
reshared this
☆ Yσɠƚԋσʂ ☆ doesn't like this.
Perplexity wants to buy Google Chrome for $34.5 billion, twice the company's value
Perplexity wants to buy Google Chrome for $34.5 billion, twice the company’s value
Perplexity, an AI startup, is putting together a bid to buy Google Chrome. There are just two potential problems. First,...Ben Schoon (9to5Google)
Is Astute Graphics plugin 40MB or 678MB?
Edit: It seems that it may be 40MB and that the other 629 MB is from the Texturino plugin that generally gets bundled with it. I believe it is just two separated direct downloads. Not sure why there would be inconsistencies in the file size though (669MB vs 678MB)
Note: I am not requesting for a link nor a source, but rather I just want to know if I am direct downloading the correct file. Specifically, is the bundle supposed to be 40MB or 678MB?
I found torrented versions are 678MB, but direct downloaded versions are only 40MB. motka (dot) net (from the megathread) had one for 678MB, but the download is a 404 sadly.
Also, is the latest version 3.9.1? I see direct download ones showing up as 4.1.0, and 4.2.0 (which doesn't seem right to me)
Thank you.
Your CV is not fit for the 21st century
The job market is queasy and since you're reading this, you need to upgrade your CV. It's going to require some work to game the poorly trained AIs now doing so much of the heavy lifting. I know you don't want to, but it's best to think of this as dealing with a buggy lump of undocumented code, because frankly that's what is between you and your next job.A big reason for that bias in so many AIs is they are trained on the way things are, not as diverse as we'd like them to be. So being just expensively trained statistics, your new CV needs to give them the words most commonly associated with the job you want, not merely the correct ones.
That's going to take some research and a rewrite to get it looking like those it was trained to match. You need to be adding synonyms and dependencies because the AIs lack any model of how we actually do IT, they only see correlations between words. One would hope a network engineer knows how to configure routers, but if you just say Cisco, the AI won't give it as much weight as when you say both, nor can you assume it will work out that you actually did anything to the router, database or code, so you need to explicitly say what you did.
Fortunately your CV does not have to be easy to read out loud, so there is mileage in including the longer versions of the names of the more relevant tools you've mastered, so awful phrases like "configured Fortinet FortiGate firewall" are helpful if you say it once, as does using all three F words elsewhere. This works well for the old fashioned simple buzzword matching still widely used.
This is all so fucked.
Your CV is not fit for the 21st century – time to get it up to scratch
: And yes, that means (retch) catering to AI searchersDominic Connor (The Register)
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Syncthing 2.0 Launches With Major Database Overhaul
Syncthing 2.0 Launches With Major Database Overhaul
Syncthing 2.0, an open-source peer-to-peer file synchronization tool, debuts with a switch to SQLite, revamped logging, faster syncing, and more.Bobby Borisov (Linuxiac)
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Can I ask about the change of not keeping record of deleted files after 6 months by default. Does that mean if I sync two directories constantly so that if syncthing sees one of them has a file deleted, it will delete the file on the other too, if I copy back that same file into the synced folder, after 6 months pass Syncthing would sync that file again? Or what else does this mean?
Currently I am just using this to have an easy transfer between two computers, I keep moving out files that have been transferred from both folders, so I would think this has no effect on how I use it?
I don't think your use will be effected. I believe the only thing is your database will be less bloated with deleted items that have never been removed previously.
If you add a file back after it's removed from the database, It should sync as usual.
(This is my interpretation of the change notes, i'm no experto, maybe a real experto can confirm this is true or not).
I spent about a decade as a KDE developer.
KDE has this mindset where if someone wants to implement something they think is cool, and the code is clean and mostly bug free, well -- have at it! Ever wonder why there's 300 options for everything?
Usually (because there's a bunch of people trying to optimize the core for speed and load times and such) this also means that the unused code-paths are required to not contribute negatively to things like load times. So a plugin like this that doesn't get loaded by default unless enabled, and thus doesn't harm everyone else's performance. It also means that if it stops working in the future and starts to bitrot, it can be dropped without affecting the core code.
reshared this
Two people killed in Pennsylvania steel factory explosion, at least 10 injured
Two people killed in Pennsylvania steel factory explosion, at least 10 injured
Two people were killed in an explosion Monday morning at a steel factory in the Pittsburgh area.Minyvonne Burke (NBC News)
Intel CPU Microcode Updates Released For Six High Severity Vulnerabilities
cross-posted from: lemmy.ml/post/34564216
Impacted CPUs:
- Arrow Lake
- Core Gen 13 Raptor Lake
- Core Ultra 200V Lunar Lake
- Xeon Scalable Gen3 and newer through Xeon 6 Sierra Forest / Granite Rapids
- Xeon D-17xx / Xeon D-27xx
Intel CPU Microcode Updates Released For Six High Severity Vulnerabilities
This Patch Tuesday has brought a slew of Intel CPU microcode updates for the past few processor generations to address six new high severity vulnerabilities.www.phoronix.com
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If you want to scan for vulnerable systems online, here is a list of operating systems that will not be applying these “privilege escalation” fixes.
China's New AI Tool Easily Outperforms Human in Identifying Cancer
China's New AI Tool Easily Outperforms Human in Identifying Cancer
AI can complete the analysis of a single CT scan in 30 seconds, a task that could take a radiologist four hours.Zhiyu Wang (China Academy)
don't like this
Capitalism cannot function without having workers to exploit
Economic Manuscripts: Capital Vol. I - Chapter Thirty-Three
Capital Vol. I : Chapter Thirty-Three (The Modern Theory of Colonisation)www.marxists.org
Skip to the section "defectors." Essentially, information on the DPRK is hard to verify, and 70% of defectors are unemployed, so many turn to selling sensationalized stories that are more fantasy than reality in order to make a living. See Yeonmi Park for perhaps the most famous "celebrity defector."
The authenticity of her claims about life in North Korea – many of which have contradicted her earlier stories and those of both her mother and fellow defectors from North Korea – have been the subject of widespread skepticism. Political commentators, journalists and professors of Korean studies have criticized Park's accounts of life in North Korea for inconsistencies,[8][9][10] contradictory claims, and exaggerations.[11][12][1] Other North Korean defectors, including those from the same city as Park, have expressed concern that the tendency for "celebrity defectors" to exaggerate about life in North Korea will produce skepticism about their stories.[13][14] In 2014, The Diplomat published an investigation by journalist Mary Ann Jolley, who had previously worked with Park, documenting numerous inconsistencies in Park's memories and descriptions of life in Korea.[13] In July 2023, a Washington Post investigation found there was little truth to Park's claims about life in North Korea.[3] Park attributed the discrepancies to her imperfect memory and language skills,[3][13] and her autobiography's coauthor, Maryanne Vollers, said Park was the victim of a North Korean smear campaign.[15]
These are both just Wikipedia, you can find way more elsewhere why defectors aren't a good source of information on the DPRK. is a good documentary on the horrible treatment of defectors in the Republic of Korea and why the celebrity defector industry exists.
Protest footage blocked as online safety act comes into force
Protest footage blocked as online safety act comes into force
For years, politicians from across the political spectrum insisted the Online Safety Act would focus solely on illegal content without threatening free expression.Frederick Attenborough (The Free Speech Union)
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Intel collapsing?
Starting to see a lot of worried people as Intel descends downwards rapidly. Reminds me of Nokia how this is going...
Of course intel will collapse within the next 10 years.
They have focused exclusively on high-end, very expensive processors in the past. Now that moore's law is no longer true, that doesn't work anymore, because ARM chips are catching up in performance, at 1/10 of the price.
Beyond the Headlines: Russian Victory In Zeleny Gai Exposes Ukraine’s Defensive Fatigue
Beyond the Headlines: Russian Victory In Zeleny Gai Exposes Ukraine's Defensive Fatigue
While the military command of the Armed Forces of Ukraine is busy trying to stop Russian advance on the Donbass...Anonymous103 (South Front)
What are your thoughts about Eprivo email app and their privacy services?
This is not to promote the product. I merely came across it and couldnt find any reviews except for those from Google Play. I use Android and as much as I hate iOS, their Email app is very consistent regardless if you use their .mac email or Gmail. On Android, it is very difficult to find an email app that is decent. I've been on Fairmail for quite a while until recently when I have sync problems.
So I dig around and found "EPRIVO - Encrypted email and chat". It was a surprise because I am constantly on the look for a good email app (and browser !) on Android. Usually, on Google Play, you will see: Gmail, Thunderbird, Proton, Outlook, Edison Fairmail...etc. I never see Eprivo before.
Anyway, I tested it out on a Gmail account. The app works quite well, here is what I learn:
1) You are forced to create a blanket Eprivo account. This takes like 10 seconds. Then this Eprivo account is then used to get you access to the email app. You can use any email account within it: Gmail, Yahoo. I use Gmail and it works well.
2) The privacy features are interesting. You can do a lot of stuff like prevent forwarding, set timer so email can only be read once, password protect...etc. Now I also used Proton in the past and these features are exclusive to a .proton account. In this app, I can do some of them such as setting the timer on an email. To get the full private features, you need to create a Eprivo email (very easy to create within the app). So, you will have something like abc@eprivovip.com.
3) Prices are surprisingly cheap: 5 bucks / year.
4) They advertise themselves as not an email service but to my understanding a "privatized email service". So it is like a private layer on top of your existing email.
Any thoughts?
2) sending email involves metadata that can and will be scraped. ( from, to, subject, etc)
3) if you want the contents of an email secured, use age or gnupg to create an encrypted message that uses your recipient’s public keys and post that in your email to them.
4) If you want secured emails from other people, then you need to securely give them a copy of your public key in a manner that resists man in the middle attacks.
5) once sent, you lose all control over what they do with it and you can’t unsend, delete or limit what they can do with it.
Rogov said Zelenskyy was afraid of the upcoming meeting between Putin and Trump
Rogov said Zelenskyy was afraid of the upcoming meeting between Putin and Trump
An atmosphere of fear reigns in Vladimir Zelenskyy’s entourage in connection with the upcoming meeting in Alaska between the presidents of Russia and the United States, Vladimir Putin and Donald Trump.newsmaker1 newsmaker1 (English News front)
Big Tech or Big Threat? Google’s Ukraine Military Ties Exposed
Big Tech or Big Threat? Google’s Ukraine Military Ties Exposed
After the start of the special military operation, Google — operating under the patronage of US intelligence agencies — intensified its work aimed at destabilizing Russia.Sputnik International
U.S. Becomes First Country To Recognize Mega-Israel
WASHINGTON—Calling the ongoing violence in the region “disgusting” while pledging America’s unwavering support, President Trump announced Monday that the United States would be the first country to recognize the state of Mega-Israel.
“We recognize the right of Mega-Israel to exist as an ever-expanding sovereign nation,” said Trump, who added that he believed the West had turned a blind eye to Mega-Israel for too long, and that Mega-Israel had the right to defend whatever they claimed their borders to be.
“Today, I called Giga-Prime Minister Benjamin Netanyahu, and I told him that the U.S. stands behind Mega-Israel, its Mega-land, and its Mega-army. As such, we will continue to provide them with military support as they face attacks from the Micro-Middle East.” At press time, Trump announced plans for the United States to officially back a one-Mega-Israel solution.
U.S. Becomes First Country To Recognize Mega-Israel
WASHINGTON—Calling the ongoing violence in the region “disgusting” while pledging America’s unwavering support, President Trump announced Monday that the United States would be the first country to recognize the state of Mega-Israel.The Onion Staff (The Onion)
Add Russia instead of NATO and it is correct.
Fuck Russia for promoting fascism!
Nice, they provide all the cool sites for free movies in the law suit 🤣🤣
You can download the full document from here (I think, because they said it was a one-time link, according to them).
lugal
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