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Deep dreams on modern LLMs are so cool (optimizing an image to maximize P(target caption)) Gemma 12B (left) has no vision encoder — it reads pixels like token embeddings — and stamps recognisable objects around the canvas. E4B (right) has one, and drifts to texture instead.

Matt Henderson

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95,199 次观看 • 1 个月前 •via X (Twitter)

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🗓️ Release Week Recap Big week. mlx-audio and mlx-vlm are now among some of the fastest-growing OSS projects. Here’s what we shipped last week. Gemma 4 on Apple Silicon Two awesome releases by our partner Google DeepMind & Google Gemma : > Gemma 4 12B — their new dense, unified multimodal model. It uses an encoder free audio path and simplified vision encoder. > Gemma 4 QAT — quantization-aware training checkpoints, optimized to run locally on consumer GPUs and edge devices, compressing the model while preserving the quality you expect from Gemma 4. On the audio 🎧 side we added support for 15+ new TTS, ASR & VAD models, faster long-form transcription, and an expanded OpenAI-compatible audio server. All local on Apple Silicon. Huge thanks to every contributor and my co-maintainer Lucas Newman. 🙏🏽

🗓️ Release Week Recap Big week. mlx-audio and mlx-vlm are now among some of the fastest-growing OSS projects. Here’s what we shipped last week. Gemma 4 on Apple Silicon Two awesome releases by our partner Google DeepMind & Google Gemma : > Gemma 4 12B — their new dense, unified multimodal model. It uses an encoder free audio path and simplified vision encoder. > Gemma 4 QAT — quantization-aware training checkpoints, optimized to run locally on consumer GPUs and edge devices, compressing the model while preserving the quality you expect from Gemma 4. On the audio 🎧 side we added support for 15+ new TTS, ASR & VAD models, faster long-form transcription, and an expanded OpenAI-compatible audio server. All local on Apple Silicon. Huge thanks to every contributor and my co-maintainer Lucas Newman. 🙏🏽

Prince Canuma

11,810 次观看 • 2 个月前

A visual comparison of HTML-in-Canvas vs rasterizing DOM to a canvas texture (side-by-side below, compare average capture times) Existing approaches to pull web content into canvas are slow and lossy: - Animations glitch, or don't play at all - CSS replication is imprecise - Clogs up the main thread, other animations lag HTML-in-Canvas (texElementImage2D) lets the browser's own compositor map CSS layouts, animations, and transitions precisely into canvas/WebGL textures — one native call instead of thousands of JS style reads. It's currently available behind an experimental Chrome flag. Really cool, and I can't wait for it to become mainstream.

A visual comparison of HTML-in-Canvas vs rasterizing DOM to a canvas texture (side-by-side below, compare average capture times) Existing approaches to pull web content into canvas are slow and lossy: - Animations glitch, or don't play at all - CSS replication is imprecise - Clogs up the main thread, other animations lag HTML-in-Canvas (texElementImage2D) lets the browser's own compositor map CSS layouts, animations, and transitions precisely into canvas/WebGL textures — one native call instead of thousands of JS style reads. It's currently available behind an experimental Chrome flag. Really cool, and I can't wait for it to become mainstream.

Robin

46,582 次观看 • 4 个月前

So now Democrats are making Target employees’ lives harder because they don’t like the Trump administration. Filling carts at Target as a “protest” doesn’t hurt Trump. It hurts regular everyday American workers. Normal people have to be exhausted by this behavior. Instead of proving their ideas are better, they try to bully, disrupt, and inconvenience everyone around them. The modern left isn’t tolerant. It’s performative and aggressive..

So now Democrats are making Target employees’ lives harder because they don’t like the Trump administration. Filling carts at Target as a “protest” doesn’t hurt Trump. It hurts regular everyday American workers. Normal people have to be exhausted by this behavior. Instead of proving their ideas are better, they try to bully, disrupt, and inconvenience everyone around them. The modern left isn’t tolerant. It’s performative and aggressive..

Jeffery Mead

145,931 次观看 • 7 个月前

#WATCH | Muscat, Oman | INSV Kaundinya crew member and vessel architect, Commander Hemant Kumar says," We have now designed ancient ships to aircraft carriers..." "The brief we were given was that we had to recreate from a 5th-century painting. To be able to turn that painting into a design, to model testing and take it on sea and an actual voyage was a challenge..." "It is so nice to be on land finally. It has been an exhilarating and adventurous 17-day voyage. There are a lot of differences between this ancient stitch ship compared to modern ships. The modern yachts have a deep keel. This ship, as it dates back to the 5th century, has no concept of a deep keel. As a result, there is a lot of rolling on the ship, a lot of windward drift. To be able to sail on this ship with that kind of rolling and manage sea sickness is a tough challenge. The living conditions on the ship are challenging. There is no AC on the ship, and one has to sleep on deck. The sails are cotton canvas, and the ropes are made of coconut coir. It takes a considerable effort to raise and lower sails..."

#WATCH | Muscat, Oman | INSV Kaundinya crew member and vessel architect, Commander Hemant Kumar says," We have now designed ancient ships to aircraft carriers..." "The brief we were given was that we had to recreate from a 5th-century painting. To be able to turn that painting into a design, to model testing and take it on sea and an actual voyage was a challenge..." "It is so nice to be on land finally. It has been an exhilarating and adventurous 17-day voyage. There are a lot of differences between this ancient stitch ship compared to modern ships. The modern yachts have a deep keel. This ship, as it dates back to the 5th century, has no concept of a deep keel. As a result, there is a lot of rolling on the ship, a lot of windward drift. To be able to sail on this ship with that kind of rolling and manage sea sickness is a tough challenge. The living conditions on the ship are challenging. There is no AC on the ship, and one has to sleep on deck. The sails are cotton canvas, and the ropes are made of coconut coir. It takes a considerable effort to raise and lower sails..."

ANI

20,234 次观看 • 7 个月前

"Our serum has seven UV filters. This has one." An AI wrote that to sell a $28 parasol it invented. the brief: "extend The Ordinary's new $15 bottle into a line. 12 emails, every image and word its own." Left: Claude Fable 5. Right: Codex 5.6 Sol. so which line ships?

"Our serum has seven UV filters. This has one." An AI wrote that to sell a $28 parasol it invented. the brief: "extend The Ordinary's new $15 bottle into a line. 12 emails, every image and word its own." Left: Claude Fable 5. Right: Codex 5.6 Sol. so which line ships?

George Hartley ☄️

65,763 次观看 • 21 天前

here's just the looping part on its own, real time, no edits. gemma 4 12b had already built the thing, the work was done, and instead of stopping it just kept going. the same fragments over and over, talking to itself while the token counter climbed and climbed. watching a model do this is its own special kind of pain, you can see it's stuck but it has absolutely no idea that it's stuck. genuine question for anyone running gemma 4 locally through an agent, are you hitting this too, or did i just pull a cursed seed and everyone else is fine. i can't tell yet if it's the model or me, so tell me what you're seeing.

here's just the looping part on its own, real time, no edits. gemma 4 12b had already built the thing, the work was done, and instead of stopping it just kept going. the same fragments over and over, talking to itself while the token counter climbed and climbed. watching a model do this is its own special kind of pain, you can see it's stuck but it has absolutely no idea that it's stuck. genuine question for anyone running gemma 4 locally through an agent, are you hitting this too, or did i just pull a cursed seed and everyone else is fine. i can't tell yet if it's the model or me, so tell me what you're seeing.

Sudo su

16,483 次观看 • 2 个月前

This looks like a toy. It's actually the meanest little vision eval I've built. The task: look at an emoji image, then repaint it on a 16×16 grid, one pixel at a time. Just the model, a tiny canvas, and up to 2000 brushstrokes. What I didn't expect was the personalities. > some models REGRET a stroke and go back to repaint it > some get stuck looping the same little patch over and over, like they're trying to animate it > some are calm little surgeons and just nail it first try And the task is genuinely mean: it has to see the image, crush it down to 256 cells, then decide what's actually load-bearing: > the tears on 😂 but still keep the smile > the horn on 🦄 > the antenna on 🤖 and keep the soul of it with almost no resolution to spare. 5 models. 7 emojis. Best of 5 runs each. Side by side. Who's your winner?

This looks like a toy. It's actually the meanest little vision eval I've built. The task: look at an emoji image, then repaint it on a 16×16 grid, one pixel at a time. Just the model, a tiny canvas, and up to 2000 brushstrokes. What I didn't expect was the personalities. > some models REGRET a stroke and go back to repaint it > some get stuck looping the same little patch over and over, like they're trying to animate it > some are calm little surgeons and just nail it first try And the task is genuinely mean: it has to see the image, crush it down to 256 cells, then decide what's actually load-bearing: > the tears on 😂 but still keep the smile > the horn on 🦄 > the antenna on 🤖 and keep the soul of it with almost no resolution to spare. 5 models. 7 emojis. Best of 5 runs each. Side by side. Who's your winner?

stevibe

284,367 次观看 • 2 个月前

Francis Foster makes a point almost no one on the right wants to hear — and almost no one on the left wants to admit: “I want a strong left. A left that actually fights for ordinary people — tackling inequality, cost of living, and making it possible for a woman to stay home with her kids if she wants to, instead of being forced into daycare and burnout. Without a sane, strong left to challenge the right, the center becomes barren and the extremes dominate. That’s bad for everyone.” Joe Rogan: “It’s never good if one side is completely dominant.” Konstantin Kisin: “You need checks. The right has its crazies too.” A functioning society needs vigorous, sane opposition on both sides — not echo chambers or one-party dominance. Do you agree we need a strong, sane left and a strong, sane right to keep the center healthy? Or has one side’s “crazies” made that impossible right now? Your take 👇

Francis Foster makes a point almost no one on the right wants to hear — and almost no one on the left wants to admit: “I want a strong left. A left that actually fights for ordinary people — tackling inequality, cost of living, and making it possible for a woman to stay home with her kids if she wants to, instead of being forced into daycare and burnout. Without a sane, strong left to challenge the right, the center becomes barren and the extremes dominate. That’s bad for everyone.” Joe Rogan: “It’s never good if one side is completely dominant.” Konstantin Kisin: “You need checks. The right has its crazies too.” A functioning society needs vigorous, sane opposition on both sides — not echo chambers or one-party dominance. Do you agree we need a strong, sane left and a strong, sane right to keep the center healthy? Or has one side’s “crazies” made that impossible right now? Your take 👇

Camus

66,777 次观看 • 5 个月前

People on the right and left are sick of big corporations - like media companies - having become such a dominant force in our economy and our culture. Whichever party offers a vision to break up concentrated economic power has the potential to capture a new alignment of voters.

People on the right and left are sick of big corporations - like media companies - having become such a dominant force in our economy and our culture. Whichever party offers a vision to break up concentrated economic power has the potential to capture a new alignment of voters.

Chris Murphy 🟧

37,285 次观看 • 11 个月前

Kristin Kreuk on working with Jensen Ackles on Smallville: God, it was so fun... Jensen has such an easy kind of chill, like he just is so cool, and his performances are just really free and natural... and looseness that his character had, and that he naturally has - it was really, really fun to work with him. #AcklesNatiion #smallville

Kristin Kreuk on working with Jensen Ackles on Smallville: God, it was so fun... Jensen has such an easy kind of chill, like he just is so cool, and his performances are just really free and natural... and looseness that his character had, and that he naturally has - it was really, really fun to work with him. #AcklesNatiion #smallville

Jensen Ackles Newsroom

26,925 次观看 • 9 个月前

Okay I improved the chat a bit on both AIM and IRC, it has more tools now like Search and Thinking so you can actually have deep convos with it now that can query the web, very nice I tried asking it what's going on on Hacker News today and it told me Chat Control 3 and I asked about what it was etc. and what it thought about it, all inside AOL Instant Messenger 😊 Feels really fun to have access to modern LLMs on retro Windows

Okay I improved the chat a bit on both AIM and IRC, it has more tools now like Search and Thinking so you can actually have deep convos with it now that can query the web, very nice I tried asking it what's going on on Hacker News today and it told me Chat Control 3 and I asked about what it was etc. and what it thought about it, all inside AOL Instant Messenger 😊 Feels really fun to have access to modern LLMs on retro Windows

@levelsio

150,803 次观看 • 8 个月前

‼️PROMINENT CRYPTO FIGURE SAYS #XRP IS A SCAM RUN BY BRAD GARLINGHOUSE ! HE FURTHER EXPLAINS THAT THEY ARE CONVINCING THE USA GOVERNMENT TO BUILD AN XRP RESERVE INSTEAD OF A BITCOIN ONE‼️ THE #XRPL IS EXPECTED TO HAVE MASSIVE VOLUMES AS USA BEGINS PURCHASING AND BUILDING ON IT!! TOP DEFI TOKEN ON XRP LEDGER, CTF TOKEN, HAS ALREADY ONBOARDED AMAZON AND WALMART!! THINK ABOUT THE VOLUME!! CTF TOKEN WOULD JUMP FROM $0.81 to $748.50 PER TOKEN WITH A MARKET CAP OF ONLY $20 BILLION! ITS GOING TO GO INSANE!! CTF TOKEN TRADE LINK: CTF TOKEN TRADE LINK ON MEXC: Website:

‼️PROMINENT CRYPTO FIGURE SAYS #XRP IS A SCAM RUN BY BRAD GARLINGHOUSE ! HE FURTHER EXPLAINS THAT THEY ARE CONVINCING THE USA GOVERNMENT TO BUILD AN XRP RESERVE INSTEAD OF A BITCOIN ONE‼️ THE #XRPL IS EXPECTED TO HAVE MASSIVE VOLUMES AS USA BEGINS PURCHASING AND BUILDING ON IT!! TOP DEFI TOKEN ON XRP LEDGER, CTF TOKEN, HAS ALREADY ONBOARDED AMAZON AND WALMART!! THINK ABOUT THE VOLUME!! CTF TOKEN WOULD JUMP FROM $0.81 to $748.50 PER TOKEN WITH A MARKET CAP OF ONLY $20 BILLION! ITS GOING TO GO INSANE!! CTF TOKEN TRADE LINK: CTF TOKEN TRADE LINK ON MEXC: Website:

FinanceBro

64,463 次观看 • 1 年前

Liver King downs beers w/ his underaged boys... In an African bar. Held captive. And it was perfect! No bad days here... No depression... No heart disease... No chronic disease! The Liver King tribe has traveled to modern-day primitive tribes around the world... We brought back the Ancestral Tenets. So that our people no longer have to suffer... To put back in, what the modern world left out... To return our people back to strength, health, and 6-packs! YEA, YEA, BOIIY! Liver King, OUT!

Liver King downs beers w/ his underaged boys... In an African bar. Held captive. And it was perfect! No bad days here... No depression... No heart disease... No chronic disease! The Liver King tribe has traveled to modern-day primitive tribes around the world... We brought back the Ancestral Tenets. So that our people no longer have to suffer... To put back in, what the modern world left out... To return our people back to strength, health, and 6-packs! YEA, YEA, BOIIY! Liver King, OUT!

Liver King

2,672,446 次观看 • 2 年前

In this clip, Peter Beinart says most of the "organized American Jewish Community" has abandoned Judaism and instead practice a different religion. He says: "[in Judaism] ... human beings are created in the image of God & so nothing should be elevated above human beings who are considered to have of infinite value. What Zionism has done, what the state of Israel has done, it has led many people in the organized American Jewish Community to elevate this state above the absolute value of the human beings who live within this state... ...more than half of whom are Palestinian ... who are also created in the image of God ....that is an act of idolatry because Heschel said that there's only one thing that's created in the image of God ...the human being and to act as if anything else is sacred or sacrosanct is to turn it into an idol and to be practicing idolatry ... ....and so you see this phrase again & again & again "does Israel have a right to exist?" ...the Israeli philosopher Yeshayahu Leibowitz said, absolutely not. no state has a right to exist. Human beings have rights. States are just instruments for the protection of human life and human flourishing and human dignity and their legitimacy is entirely based on how good a job they do in protecting the rights and dignity of life of the people."

In this clip, Peter Beinart says most of the "organized American Jewish Community" has abandoned Judaism and instead practice a different religion. He says: "[in Judaism] ... human beings are created in the image of God & so nothing should be elevated above human beings who are considered to have of infinite value. What Zionism has done, what the state of Israel has done, it has led many people in the organized American Jewish Community to elevate this state above the absolute value of the human beings who live within this state... ...more than half of whom are Palestinian ... who are also created in the image of God ....that is an act of idolatry because Heschel said that there's only one thing that's created in the image of God ...the human being and to act as if anything else is sacred or sacrosanct is to turn it into an idol and to be practicing idolatry ... ....and so you see this phrase again & again & again "does Israel have a right to exist?" ...the Israeli philosopher Yeshayahu Leibowitz said, absolutely not. no state has a right to exist. Human beings have rights. States are just instruments for the protection of human life and human flourishing and human dignity and their legitimacy is entirely based on how good a job they do in protecting the rights and dignity of life of the people."

Zachary Foster

126,456 次观看 • 1 年前

Over the past two week, Pakistan has been on the receiving end of belligerent threats by the Indian government. We’ve time and time again insisted that our hands are clean and offered an impartial inquiry to any and all accusations. Unfortunately, India rebuffed those offers by Pakistan and has chosen instead to target innocent civilians. Pakistan reserves the right, under the UN charter to respond – Chairman PPP Bilawal Bhutto Zardari in an interview with Sky News

Over the past two week, Pakistan has been on the receiving end of belligerent threats by the Indian government. We’ve time and time again insisted that our hands are clean and offered an impartial inquiry to any and all accusations. Unfortunately, India rebuffed those offers by Pakistan and has chosen instead to target innocent civilians. Pakistan reserves the right, under the UN charter to respond – Chairman PPP Bilawal Bhutto Zardari in an interview with Sky News

PPP

112,652 次观看 • 1 年前

Computer vision engineers are still duct-taping tools together just to get a model into production. We just finished another round of user interviews and that frustration came up again and again. So we re-designed Studio to work around our new Pipelines + Workflow Canvas features. Visually design any vision pipeline from start to finish, connect models, logic, and outputs on one canvas, preview the exact result, then deploy. You see the output before you ship it. Everything in a single interface. The full loop, shaped by the people who actually build vision systems every day. This is what Decentralized Vision Intelligence looks like.

Computer vision engineers are still duct-taping tools together just to get a model into production. We just finished another round of user interviews and that frustration came up again and again. So we re-designed Studio to work around our new Pipelines + Workflow Canvas features. Visually design any vision pipeline from start to finish, connect models, logic, and outputs on one canvas, preview the exact result, then deploy. You see the output before you ship it. Everything in a single interface. The full loop, shaped by the people who actually build vision systems every day. This is what Decentralized Vision Intelligence looks like.

Score

11,008 次观看 • 15 天前

I've run Bobcats many times and worked around them even more. There are several attachments you can put on the front of them, but this has to be the most handy and baddass thing there is. After cutting it into manageable lengths she pushes it through an X splitter. So damn cool.

I've run Bobcats many times and worked around them even more. There are several attachments you can put on the front of them, but this has to be the most handy and baddass thing there is. After cutting it into manageable lengths she pushes it through an X splitter. So damn cool.

Johnny B. Good

415,741 次观看 • 2 个月前

Walmart has been quietly changing their pricing on produce to no longer be per pound, instead the price is per item And some of these prices are diabolical $1.14 for one nectarine $1.32 for one plum And it goes on and on. Food prices are out of control

Walmart has been quietly changing their pricing on produce to no longer be per pound, instead the price is per item And some of these prices are diabolical $1.14 for one nectarine $1.32 for one plum And it goes on and on. Food prices are out of control

Wall Street Apes

463,497 次观看 • 1 年前

Gituku: There are some counties like Nyandarua and Embu that are doing quite badly when it comes to voter registration. On the other hand, the highest scorers like Turkana County has 58,428 which is 215% of the target and Samburu which scored 170% of the target. This is also an opportunity for IEBC to continue with civic education to educate voters #CitizenNewsGang Sam Gituku

Gituku: There are some counties like Nyandarua and Embu that are doing quite badly when it comes to voter registration. On the other hand, the highest scorers like Turkana County has 58,428 which is 215% of the target and Samburu which scored 170% of the target. This is also an opportunity for IEBC to continue with civic education to educate voters #CitizenNewsGang Sam Gituku

Citizen TV Kenya

13,037 次观看 • 4 个月前