Esse Health says recent data breach affects over 263,000 patients
Esse Health, a healthcare provider based in St. Louis, Missouri, is notifying over 263,000 patients that their personal and health information was stolen in an April cyberattack.
Johnson Controls starts notifying people affected by 2023 breach
Building automation giant Johnson Controls is notifying individuals whose data was stolen in a massive ransomware attack that impacted the company's operations worldwide in September 2023.
Microsoft 365 and Google Workspace could put sensitive data at risk because of a blind spot in default email behavior
Microsoft 365 and Google Workspace could put sensitive data at risk because of a blind spot in default email behavior
Google and Microsoft fail in different ways, but both failEfosa Udinmwen (TechRadar)
Amazon Now Has 1 Million Robots Steadily Pushing Humans Out
Amazon Now Has 1 Million Robots Steadily Pushing Humans Out
Do the robots get their own bottles to pee in?AJ Dellinger (Gizmodo)
X opens up to Community Notes written by AI bots
X opens up to Community Notes written by AI bots
X is going to let developers make “AI Note Writers” that can write Community Notes that can potentially appear on posts.Jay Peters (The Verge)
Operation Overload: An AI fuelled escalation of the Kremlin-linked propaganda effort
The Russian propaganda operation targeted at media organisations and fact-checkers is still going strong. Operation Overload, which we first documented in June 2024 is now leveraging AI generated content, impersonation techniques and is expanding to more platforms such as TikTok and BlueSky. Telegram and direct emails to newsrooms remain a daily dissemination technique used to attempt to create a sense of urgency amongst their targets. Since we last published an update about the operation last September, some legitimate outlets regularly fall in the trap.
PauseAI presents: The Google DeepMind Protest
PauseAI presents: The Google DeepMind Protest
We are organising a protest to hold Google DeepMind to account for their broken promises.PauseAI
What is happening on Programming.dev instance?
Big, Beautiful Bill: Republican Lisa Murkowski Urges House Not to Vote on Bill She Just Approved
Big, Beautiful Bill: Republican Lisa Murkowski Urges House Not to Vote on Bill She Just Approved
Sen. Lisa Murkowski backs Trump's megabill but urges House to return it for fixes, citing Medicaid cuts and tax impacts on Alaska.Amanda Castro (Newsweek)
SLRPNK Community Discussion - July 2025
Each month, we create a post to keep you abreast of news and happenings regarding the server, discuss recent events, and to act as town square for the community.
This July, we'll be talking about the SLRPNK Outage, the upcoming 50501 Protest, and fun projects to do with others to build community.
🌟 Community Highlights 🌟
- !Foraging@slrpnk.net - A new foraging community, where we come together to explore the bountiful wonders of the natural world and share our knowledge of gathering wild goods!
- !TacticalUrbanism@slrpnk.net - A community about implementing urbanist improvements Via direct action
- !Signs@slrpnk.net - A community celebrating clever and inspiring anti-fascist art at demonstrations.
🔌 The Great SLRPNK Outage of 2025 🪫
Last month, SLRPNK went offline on the 4th of June, and lasted a total of 7 days; the longest downtime since its creation.
The length of that downtime was due to multiple unexpected and unfortunate circumstances, all intersecting at once. For one, our main Sysadmin, poVoq, had taken on obligations that took him outside of the country for an extended period of time (3 months). In addition, the other sysadmins that had physical access to the server coincidentally also had taken on responsibilities or had gone on vacation, which prevented them from being able to access the server as well.
As the server seemed to be working perfectly fine for a long period of time, it didn't seem like it would be much of a risk to leave it unattended for that duration. Unfortunately, things chose to go wrong after everyone who could attend to it, now couldn't..
The primacy cause of the outage was a recent change in IP assignment by our ISP, in addition to what looks like an very recent bug in our firewall software (IPfire).
Previously, our ISP would assign new IP's to us slowly, 3 times a year. But recently they have been assigning them more frequently. IPfire normally catches this, automatically changing the Dynamic DNS to the new IP, and all was dandy. However, before the trip, IPfire was updated, which introduced a new and yet unknown bug, which ultimately prevented it from automatically updating the DNS when a new IP was assigned. All other fail-safes previously put in place by poVoq to notify him of this problem also failed, which lead us to assume there was a hardware failure in the Firewall, preventing us from being able to access the server remotely.
However, a few days later, poVoq received signs of life in the form of an automated e-mail sent from the server, indicating that the it was still running, meaning something else was preventing access. They would have to find out what the new assigned IP was manually to access it.
With the help of a friend, they were able to help track down the new IP by performing a port-scan on over five hundred thousand IP's in a subnet that was known to contain our server, narrowing it down to 20 possible IP addresses by looking for open ports that are used by XMPP servers (as we also host an XMPP chat messaging service). After trying each one, they finally hit pay dirt, and were able to log in for the first time since the outage! By the 11th of June, we were back up and running.
We'll be taking many lessons from this event to bolster the reliability and accessibility of the server to hopefully prevent an outage of this scale from happening again, such as:
- Switching to a new and hopefully more reliable Firewall/Dynamic DNS software & adding additional out of band notifications on IP change
- Installing a KVM on the main firewall that is connected to a separate IP to make it possible to connect to it directly, giving us the ability to reboot and troubleshoot remotely even if the main connection is lost.
- Experiment with a Wireguard tunnel on a rented VPS, which could allow for a more stable connection, and could be used to host essential services like our XMPP, which would help it remain accessible even if the main server went down.
As unfortunate as this outage was, due to the efforts of poVoq and his friend, it was thankfully far, far shorter than it could've been, and we're extremely grateful to have such a dedicated admin hosting our little corner of the web. Three cheers to poVoq and his friend! 😁
📢 Good Trouble ✊🏿
Last month on June 14, millions took to the street in strategic non-violent protest. News about the results of past protests, and announcements of new direct actions are welcome in all of the localized communities at 50501.chat.
While protests are good for demonstrating unrest with the regime, they are also extremely potent milieus for sharing information with like-minded individuals. It is typical to find political and labor organizations distributing information from xeroxed flyers to printed newspapers. If you feel inclined, we encourage you to invite people you meet in the streets to join the Fediverse. If you come up with flyers or zines to help do this, we'd love it if you shared it in this month's meta to help others do the same.
John Lewis was a civil rights leader who eventually transitioned to become a United States politician. He is famous for saying, "Speak up, speak out, get in the way. Get in good trouble, necessary trouble, and help redeem the soul of America." This July 17th, organizations across the world are mobilizing for a sequel to the wildly successful "No Kings" protest, called "Good Trouble Lives On" in honor of the five-year anniversary of John Lewis' death of cancer at 80 years old.
While this protest movement is nominally for the United States, the trend towards authoritarianism as the climate crisis worsens is a world problem. Mobilizations have already been announced in Florence and Dublin. This is not a 'US' problem, it's an 'us' problem. If we hope to push back authoritarianism, we must do it together through solidarity. The signs in the streets remind us that we are part of a world-wide resistance movement - from Ukraine's resistance to Russia's imperialism, Palestine's struggle to be free from the tyranny of the IDF, to the barricades that just went up recently in Belgrade, Serbia. We are all connected.
🛠 Fun Projects to Build Community 👩🏾🏭
Meeting your neighbors, fostering goodwill, and having a real sense of community is a powerful thing. It's the main building block that all other actions we have in our arsenal rely upon. Without it, we're far less able to build the vision we all share of a more hopeful future, and less capable to resist the darker visions others have for us.
With summer here and hopefully some good weather gracing a good amount of us, now's the time to bust out some tools (maybe from your local library if they have a tool section!), gather some friends, heed the primal call, and do some solarpunk style community building with direct action!
In the clickable drop-down below are a few ideas to get started. I'm hoping more of you chime in with your own in the comments as well! 😁
::: spoiler 🔽 Community Projects🔽
* First off, seek out a local group already engaging in mutual aid in your area. That could take the form of a Food Not Bombs chapter, a local Anarchist group, or even a progressive church if you're in a more rural area and that's all that's around. This is possibly the best method to meet like-minded folk who you can befriend, and who will already be open to the idea of fostering and building community with you, and might even join in on some of these other projects!
* If know of an area near you where food security is an issue, building a community garden is a great way to alleviate that while also fostering a sense of community.
* If you have a front yard, that could be a great place to create a small community garden that your friends and neighbors could partake in with you! But If you live in an HOA which doesn't allow that, it might be worth considering reaching out to receptive neighbors and collectively joining the HOA board to change the rules. Alternatively, if you can manage to find a larger piece of land to, that would be ripe for a . Garden's like these are incredibly powerful community building tools, and could also be a main source of food to stock your community fridge with!
* Little Free Libraries are a great way to spread goodwill with your neighbors, and encourage kids in your neighborhood to read. It's also a good place stock with cool zines! (Check out our zines community at !zines@slrpnk.net for info on how to make them and other ideas)
* Engage in some Guerilla Gardening! It's not only fun to do with friends, but (over time) can create green spaces with lots of shade, or even become , which can be a gathering place for your community to hang out and connect (and that shade will be critical to making climate change a little more bearable too). Just be sure to use native species in your area! They're already adapted to your local climate, and won't out compete with other native plants. Do your research!
:::
🗣️ Open Discussion 🗪
Now it’s your turn to share whatever you’d like down below; your thoughts, ideas, concerns, hopes, or anything related to the server. If you have a new community you’d like to shine a spotlight, shine away! If you’re a new user wanting to say hi, feel free to post an introduction 😀
SLRPNK Community Resources:
Community Wiki - Moderators: you can create your own Wiki here for your communities!
Movim Chat - Open to all members (use your SLRPNK login credentials)
Etherpad - Collaborative document editor
Guerrilla Gardening: Resist and Reclaim Our Common Spaces
Guerrilla gardening is more than just planting seeds in neglected urban spaces. It’s a form of civil disobedience that challenges the status quo of urban development, land ownership, and…JM Heatherly (Weeds & Wildflowers)
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What drew you to ActivityPub?
This question was asked by mike@flipboard.social on Dot Social's latest episode about the blogosphere on Fedi.
johnonolan@mastodon.xyz: "we wanted to connect Ghost blogs to each other, but then we discovered ActivityPub"
pfefferle@mastodon.social: "we wanted to connect WordPress blogs to each other, and ActivityPub has been the most successful attempt"
[paraphrased for brevity]
Did you catch the subtext? Both those answers, and my own answer with NodeBB contain the same seed idea... that we originally wanted to connect our software with itself only. We went through years of building a company and vying for profitability that it never occurred to us to work towards cross compatibility with anyone besides out own software.
Then ActivityPub came along and quite literally expanded the potential for the entire endeavour a hundred-fold, because not only are you connecting your own software to each other, but every other ActivityPub enabled software in existence. Blogs, microblogs, forums, image boards, etc. all with a built-in user base ready from the get-go.
It's no wonder that after discovering AP, it becomes the protocol to utilise.
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reshared this
julian:
Then ActivityPub came along and quite literally expanded the potential for the entire endeavour a hundred-fold, because not only are you connecting your own software to each other, but every other ActivityPub enabled software in existence. Blogs, microblogs, forums, image boards, etc. all with a built-in user base ready from the get-go.It's no wonder that after discovering AP, it becomes the protocol to utilise.
This feels like a misattribution of cause and effect. Particularly, this bit stands out:
julian:
a built-in user base ready from the get-go.
It's not the protocol that brings the value; it's the user base that you gain access to. Unfortunately, the way the protocol gets used currently (not ActivityPub) is not sufficiently defined, and brings with it too many constraints to be able to reach full potential. Access to the existing user base comes at a cost.
---
To share my own story, what drew me to ActivityPub was less ActivityPub itself, but rather that Mastodon claimed to use it.
I had flirted with distributed social networking in the past -- identica, diaspora*, GNU Social -- but ended up mostly active on Twitter, because that's where "my people" were. But of course, Twitter was steadily getting to be uninhabitable, and the value of being on Twitter was eventually outgrown by the cost of being on Twitter:
- 2008: I join Twitter
- 2009: I have fun on Twitter and make friends
- 2010: ads were introduced in the form of "promoted tweets"
- 2011: trending hashtags became trending phrases
- 2012: API restrictions, limiting apps to 100,000 users, cutting off competitors
- 2014: a greater focus on "viral content" instead of talking to friends, which helped propel Gamergate
- 2015: shadowbans made some people invisible; quote tweets meant i started seeing a lot of toxic garbage due to dunking culture
- 2016: reverse chronological timeline is no longer the default; Twitter rebrands as a "News" app instead of a "Social Networking" app; entirely too many out-and-avowed Nazis harassing me; added to a transphobe's blocklist which gets imported by Wil Wheaton and prominently advertised in his pinned tweet, leading to my account getting shadowbanned
- 2017: I stopped using Twitter
- 2018: CEO Jack Dorsey states during an earnings call that "We are not a social network. We do not benefit from social graphs. People come to us when they're interested in events happening in the world [...] We've been biasing a lot more of the service towards interest and topics."; I deleted Twitter
Luckily, in November 2016, a comrade of mine posted about mastodon.social as basically "Twitter without Nazis". So people moved there in waves; the April 2017 wave was a sort of cambrian explosion that brought a lot of cool people into the same space. In many ways, it was the peak era; this era lasted through 2019 or so.
Being what you might call a "power user", I got involved on the Mastodon issue tracker, reporting bugs, making feature requests, and eventually writing the documentation at the tail end of 2019 (and revamping it in the latter half of 2022). And of course, Mastodon was powered by "ActivityPub". So I looked into it.
There was a dream idea of multiple disparate services interoperating on a commonly shared set of social functionality. It sounded great! "What if you could use your Twitter account to follow a YouTube channel, comment on a YouTube video, and so on?" After the relative success of Mastodon in April 2017, Gargron was toying around with an ActivityPub-powered clone of YouTube called Cobalt. (It didn't go anywhere, but PeerTube filled that niche soon after.) It felt like the App.net
dream might actually come true, on a far grander scale. Unfortunately, it didn't quite end up playing out that way.
Maybe part of the disillusionment was that by several indications, Mastodon was going the way of Twitter... in a concerning way. It wasn't as bad as Twitter by any means, since at the very least the quality of the service was still there. The moderation was still worlds better than Twitter. It was still "Twitter without Nazis"... but it felt like Mastodon was slowly repeating Twitter's mistakes. In 2018, Mastodon added a "trending hashtags" feature, which was met warily by early users and eventually led to its removal... although it eventually got added back and expanded on with trending links (although concerns remained) and also trending statuses (although concerns remained).
So, what do you do when one "ActivityPub" project starts going in a direction you don't like? Well, the promise of open decentralized networks is that you should be able to move to something else while still being part of the same network, right? ...right? Unfortunately, the more I learned and the more I saw things (d)evolve, I grew concerned that the fundamentals were unsound. When SocialHub came about, I tried writing some SocialHub threads about some of these problems. When the FEP process came about, I tried writing some FEPs. Meanwhile, I was growing somewhat distraught that progress had frozen, the Social CG had gone inactive, Mastodon was refusing to take responsibility for the de facto protocol it could have stewarded... The reversal of course on many early decisions came slowly at first, then much faster after November 2022 and the Elon Musk stuff. The revival of the Social CG gave me some more hope for a bit, but that has been waning over the past couple of years.
I have had to grapple with bigger questions of general strategy and in developing a theoretical understanding of digital social communication, and I have come to realize that I just do not believe in social media platforms at all anymore. If anything, I was trying to make friends and understand the world. I have only ever been able to feel that kind of environment with early Twitter (2009-2011 mostly, but it was definitely over by Gamergate), and 2017-2019 fedi. By now, most of "my people" have quit fedi or been driven away by a growing sense of cultural shifts and alienation from the spaces we used to inhabit, the spaces we carved out for ourselves.
I think what it comes down to is the promise that because these projects are open source and because the spec describes an open protocol, that anyone can get involved, that anyone can change things for the better. The reality has unfortunately not delivered. There are simply too many missing stairs. The true implicit protocol has ossified and remains widely inconsistent and undescribed. The software that has been built is fundamentally untestable and unverifiable, because it does not fully and formally define correct behavior. And the UX gaps seem nigh unsolvable, because they are caused by protocol issues bubbling up all the way to the UX layer. The best you can hope for is quadratic combinatorial explosion as N devs need to talk to N-1 devs... some of which they might not be aware of. You can never be sure of how other systems will interpret your activities, because the semantics are being overloaded by everyone, and you not only have zero guarantees, but you also have zero signals.
It's the sort of divide that I have called "fedi vs web" in a rambly thoughtpiece I wrote at the end of last year, though I never got around to continuing that series of articles because I wasn't sure anyone would really take them to heart. Perhaps the most effective thing I can do with my time right now is to learn more and research more and develop those writings and theories into concrete models so that I can prove the concepts rather than describing them over and over. And more than anything, I want those models to "scale" in the sense that others can easily adopt those models for themselves, but the models also need to be self-justifying so that they can't be captured, coopted, or compromised.
Ultimately, where I stand today is that connecting to the fediverse is valuable in that it brings access to users... but you have to give up a lot. Mainly, you are bound by the "lowest common denominator" user experience, where you can't even remove a follower in some cases because there is no formally specified way to remove a follower, and the "follow state machine" is horrendously infamously buggy because it depends on both sides keeping track of follow state, instead of only the sending side. You are bound by having to squeeze everything you output into a shape that Mastodon will find acceptable, because without Mastodon, you don't get to access most of those users that are probably the reason you're bothering to connect with the fediverse in the first place... and if it's not Mastodon, it's some other ad-hoc compatibility target like Lemmy. You have to struggle with the vast inconsistency that comes with everyone using the same terms with different meanings, with every implementation having its own quirks and undeclared requirements, some of which conflict with each other. You have to deal with the knowledge that your own desired feature set is immediately compromised by your peers not understanding you, and even if they understand you, it comes at a great loss of fidelity. You have to deal with the paper cuts and bruises and little-deaths that are taken for granted; the ambiguity, the uncertainty, the lack of guarantees; the burden of having to implement an entire web browser from scratch and also implement an entire mail server from scratch, and then still having your application logic to worry about.
The reason I'm still on the fediverse is because I have nowhere else to go. Everywhere else has simply become inhospitable.
---
All of this sounds cynical, and it probably is, but I do think that we can build better software, provided that we share the same goals and principles. I think that "connecting services with other services" is on balance an improvement compared to a world where services aren't connected to anything at all, but I would posit that we need to go further than that. We need to connect people and enable them to communicate more effectively. We need to build better avenues for self-expression. It turns out that you don't need to adhere to the fediverse model to achieve this. Rather than distributing the content, you can federate the identity. You can give people more control over where their posts end up being syndicated. You can build explicitly managed reified spaces that people can intentionally participate within. There's so much we can do, and we should be willing to evolve beyond a model where only services can exist. We should be willing to build a real Social Web, where the entire Web can participate.
(Somewhat ironically, I think that ActivityPub and ActivityStreams are better fit for actual "activity streams" rather than trying to manipulate a network of syndicated Notes. "Activity streams" have their place, but I don't think you can unify all of digital social communications under this one paradigm. Rather, we should recognize that resources can belong to multiple classes at the same time -- that Thing that's an Article might also be a Post, an Asset, a Review, and so on.)
Formally define a mechanism to remove a follower
EDIT: Some earlier discussion of this issue in #338 Currently, the spec allows you to send a follow request, and when it is accepted, you are added to the followers collection. But there is no cons...trwnh (GitHub)
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This is definitely something I’ve seen a lot of over the years. Take curation, for example. WordPress has a discovery portal for blogs and interesting content. So does Ghost. So does Medium. To some extent, so does Blogger.
A lot of these platforms get caught up in self-discovery and promotion amongst their own kind, when they’d all clearly benefit from showcasing a wider part of the Web regardless of underlying platform.
I really love the idea of Ghost’s “Reader View” which highlights articles from publications you’re subscribed to. It would be amazing to see this kind of utility and a social feed in all blogging platforms.
Huawei releases an open weight model Pangu Pro 72B A16B. Weights are on HF. It's competitive with Qwen3 32B and it was trained entirely on Huawei Ascend NPUs.
IntervitensInc/pangu-pro-moe-model · Hugging Face
We’re on a journey to advance and democratize artificial intelligence through open source and open science.huggingface.co
Reuse non-prefix KV Cache and speed up RAG by 3X with LMCache.
In modern LLM applications like RAG and Agents, the model is constantly fed new context. For example, in RAG, we retrieve relevant documents and stuff them into the prompt.
The issue is that this dynamically retrieved context doesn't always appear at the beginning of the input sequence. Traditional KV caching only reuses a "common prefix," so if the new information isn't at the very start, the cache hit rate plummets, and your GPU ends up recomputing the same things over and over.
CacheBlend changes the game by allowing for the reuse of pre-computed KV caches regardless of their position in the input sequence.
This makes it possible to achieve a 100% KV Cache hit rate in applications like RAG. The performance gains are significant:
- Faster Time-To-First-Token (TTFT): Get your initial response much quicker.
- More Throughput: Serve significantly more users with the same hardware.
- Almost lossless Output Quality: All of this is achieved with little degradation in the model's generation quality.
CacheBlend works by intelligently handling the two main challenges of reusing non-prefix caches:
- Positional Encoding Update: It efficiently updates positional encodings to ensure the model always knows the correct position of each token, even when we're stitching together cached and new data.
- Selective Attention Recalculation: Instead of recomputing everything, it strategically recalculates only the minimal cross-attention needed between the new and cached chunks to maintain perfect generation quality.
An interactive CacheBlend demo is available at: github.com/LMCache/LMCache-Exa…
LMCache-Examples/demo-rag-blending at main · LMCache/LMCache-Examples
Contribute to LMCache/LMCache-Examples development by creating an account on GitHub.GitHub
Technology reshared this.
In an Attack at Sunset, Israelis Set a Palestinian Village Ablaze
The violence last week in Kafr Malik, in the West Bank, comes amid a surge in assaults by Israeli settlers. It also set off a chain of violence in the area.By Fatima AbdulKarim
July 1, 2025 Updated 1:56 p.m. ET"The attackers threw another firebomb into the bedroom where Mr. Afeef’s newborn nephew was being lulled to sleep, scorching furniture and leaving blackened marks on the floor and walls, the family said. The damage was visible when Times reporters visited on Friday.
[...]
Soon after, Israeli forces arrived and opened fired at Palestinians instead of stopping the rioters, according to multiple witnesses.The soldiers killed three people, according to the Palestinian health ministry. [...]Nine others were injured, some gravely..."
https://www.nytimes.com/2025/07/01/world/middleeast/israel-west-bank-palestinians-attack.html
Laptop Mag is shutting down
Laptop Mag is shutting down
Laptop Mag, the publication that shared in-depth information about laptops and other devices, is shutting down after almost 35 years.Emma Roth (The Verge)
BrikoX likes this.
In an Attack at Sunset, Israelis Set a Palestinian Village Ablaze
The violence last week in Kafr Malik, in the West Bank, comes amid a surge in assaults by Israeli settlers. It also set off a chain of violence in the area.
By Fatima AbdulKarim
July 1, 2025 Updated 1:56 p.m. ET
"The attackers threw another firebomb into the bedroom where Mr. Afeef’s newborn nephew was being lulled to sleep, scorching furniture and leaving blackened marks on the floor and walls, the family said. The damage was visible when Times reporters visited on Friday.
[...]
Soon after, Israeli forces arrived and opened fired at Palestinians instead of stopping the rioters, according to multiple witnesses.
The soldiers killed three people, according to the Palestinian health ministry. [...]Nine others were injured, some gravely..."
https://www.nytimes.com/2025/07/01/world/middleeast/israel-west-bank-palestinians-attack.html
Anthropic, tasked an AI with running a vending machine in its offices, sold at big loss while inventing people, meetings, and experiencing a bizarre identity crisis
Anthropic tasked an AI with running a vending machine in its offices, and it not only sold some products at a big loss but it invented people, meetings, and experienced a bizarre identity crisis
It's all funny to watch an AI have an existential moment in a little experiment, but it's a stark reminder of the limitations that LLMs have.Nick Evanson (PC Gamer)
adhocfungus likes this.
Republican Senator tells House not to vote on bill she just voted for
Republican Alaskan Senator Lisa Murkowski said Tuesday that despite voting in favor of the sweeping tax and spending package, she wants the House to return the "One Big Beautiful Bill" to the Senate for further work.
"My hope is that the House is gonna look at this and recognize that we're not there yet," Murkowski told reporters today.
Murkowski's vote was pivotal in the Senate's razor-thin 51–50 passage of the bill. The Alaska senator had been the focus of intense lobbying by GOP leaders, including Senate Majority Leader John Thune, to secure her support amid concerns over Medicaid cuts and food assistance reductions. The bill now heads to the House, where its future remains uncertain.
Big, Beautiful Bill: Republican Lisa Murkowski Urges House Not to Vote on Bill She Just Approved
Sen. Lisa Murkowski backs Trump's megabill but urges House to return it for fixes, citing Medicaid cuts and tax impacts on Alaska.Amanda Castro (Newsweek)
adhocfungus likes this.
Reuse non-prefix KV Cache and speed up RAG by 3X with LMCache.
In modern LLM applications like RAG and Agents, the model is constantly fed new context. For example, in RAG, we retrieve relevant documents and stuff them into the prompt.The issue is that this dynamically retrieved context doesn't always appear at the beginning of the input sequence. Traditional KV caching only reuses a "common prefix," so if the new information isn't at the very start, the cache hit rate plummets, and your GPU ends up recomputing the same things over and over.
CacheBlend changes the game by allowing for the reuse of pre-computed KV caches regardless of their position in the input sequence.
This makes it possible to achieve a 100% KV Cache hit rate in applications like RAG. The performance gains are significant:
- Faster Time-To-First-Token (TTFT): Get your initial response much quicker.
- More Throughput: Serve significantly more users with the same hardware.
- Almost lossless Output Quality: All of this is achieved with little degradation in the model's generation quality.
CacheBlend works by intelligently handling the two main challenges of reusing non-prefix caches:
- Positional Encoding Update: It efficiently updates positional encodings to ensure the model always knows the correct position of each token, even when we're stitching together cached and new data.
- Selective Attention Recalculation: Instead of recomputing everything, it strategically recalculates only the minimal cross-attention needed between the new and cached chunks to maintain perfect generation quality.
An interactive CacheBlend demo is available at: github.com/LMCache/LMCache-Exa…
LMCache-Examples/demo-rag-blending at main · LMCache/LMCache-Examples
Contribute to LMCache/LMCache-Examples development by creating an account on GitHub.GitHub
Huawei releases an open weight model Pangu Pro 72B A16B. Weights are on HF. It's competitive with Qwen3 32B and it was trained entirely on Huawei Ascend NPUs.
IntervitensInc/pangu-pro-moe-model · Hugging Face
We’re on a journey to advance and democratize artificial intelligence through open source and open science.huggingface.co
Technology reshared this.
Obscure But Painful Reconciliation Package Cuts You May Have Missed
Obscure But Painful Reconciliation Package Cuts You May Have Missed
There are a lot of well-documented ways the alliterative Senate reconciliation package, passed Tuesday with a tie-breaking vote from Vice President JD Vance…Layla A. Jones (TPM - Talking Points Memo)
I finally decided to break out of Bambu’s increasingly-closed walled garden.
I’ve had the Bambu X1C for a couple of years already, and it is a really, really great 3D printer. There’s no question whatsoever that Bambu has transformed the 3D printing space for consumers, and has done so while also creating some very high-quality premium hardware.
I’ve been meaning to write about the various mods I’ve made over time, but at this point it’s a bit far down the line to go into each one in detail 😁
- riser with LED strip, remote controlled via a Raspberry Pi Pico with a simple MicroPython HTTP-to-RF API that can dim the strip
- IKEA SKADIS mounted on the side with tools
- boxes to hold desiccant beads in the AMS, and a hygrometer
- after-market high flow nozzle (obviously)
- Garolite plate
- third party nozzle wiper
- etc etc
The printer has been very reliable, and straightforward to maintain as well.
So why hack it? Well… I own it, I think it can be made better, and… because.
When the X1Plus Expander launched on Crowd Supply I went ahead and backed the project, as I was interested in ways I could potentially add extra sensors and a better camera; as well as finally being able to connect over a LAN socket rather than having to be on wifi (the studio network can be a bit flaky from time to time).
The X1Plus Expander depends on third-party firmware (X1Plus), which requires the printer itself to be jailbroken / rooted.
Long story short, I’ve finally done that.
I was extremely impressed with how smooth and clear the project contributors have made the process. I went through the official process with Bambu to switch my printer into the unsupported third party program, downgraded to a rootable version of the firmware, rooted it, then ran through the remote install process (via wifi from my Framework) to install the firmware. I’d already printed the case for the X1Plus Expander. Then it was simply a case of following the exciting and dramatic installation video.
I now have VNC access to drive the controls on the printer’s touchscreen remotely; SSH access; the ability to network mount storage; etc etc. Lots of options to explore here. I was even able to upgrade the firmware of components like the AMS from within the third party X1Plus firmware.
You’ll also spot the OpenSpool sitting off to the side in the image above. That’s another third-party addon that I’ve barely started to use, but it extends the ability for the printer to recognise RFID-tagged spools from Bambu themselves, to having it recognise “any” spool that I happen to tag and configure.
All of this is background tinkering and admin… apart from the case for the X1Plus Expander, I’ve not been using the printer itself quite so much lately, due to travels.
Open source (and open source hardware!) FTW!
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#100DaysToOffload #3dPrinting #Bambu #crowdSupply #electronics #hardware #Linux #openSource #openSourceHardware #openspool #Technology
Fixing my Bambu X1C
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Hoodoos trail Yoho National Park, BC
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1,332 ft elevation gain
Hiked 6/3/25
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The view up at the hoodoos from the lower trail terminus. Trees grow in the more stable sections of the hill.
An upstream view of Hoodoo creek taken from the walking bridge. Mountains may be seen in the distance.
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Trump Team Has Full Meltdown Over CNN Story on ICE-Tracking App
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Trump Team Has Full Meltdown Over CNN Story on ICE-Tracking App
Trump Team Has Full Meltdown Over CNN Story on ICE-Tracking App
Attorney General Pam Bondi said she was looking into the app’s creator.The New Republic
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Trump Team Has Full Meltdown Over CNN Story on ICE-Tracking App
Trump Team Has Full Meltdown Over CNN Story on ICE-Tracking App
Attorney General Pam Bondi said she was looking into the app’s creator.The New Republic
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Trump Team Has Full Meltdown Over CNN Story on ICE-Tracking App
Trump Team Has Full Meltdown Over CNN Story on ICE-Tracking App
Attorney General Pam Bondi said she was looking into the app’s creator.The New Republic
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Trump Team Has Full Meltdown Over CNN Story on ICE-Tracking App
Trump Team Has Full Meltdown Over CNN Story on ICE-Tracking App
Attorney General Pam Bondi said she was looking into the app’s creator.The New Republic
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