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I almost stopped testing new models altogether. Not because they were bad. Because every call left a number climbing in the corner of my screen, and at some point I started watching that number more than I was building. A flat-rate backend fixed that for agent work. I swapped... show more

Chidanand Tripathi

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94,458 views • 4 months ago •via X (Twitter)

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R.I.P. per-token API pricing for AI agents 😭 a Chinese AI lab just dropped a flat-rate model backend built specifically for agentic workloads. i swapped my Claude Code to it in under 5 minutes. here's the full breakdown:

R.I.P. per-token API pricing for AI agents 😭 a Chinese AI lab just dropped a flat-rate model backend built specifically for agentic workloads. i swapped my Claude Code to it in under 5 minutes. here's the full breakdown:

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Castle Calamity entries I made for TLU's CC collab because I hated how unfunny all the entries at that point in time were (I was in my dickhead arc)

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Incredible. I post about a stupid dance show I was on in the 80's, not even remembering the name of the show, and in less than 30 minutes I'm watching it. Here's some of me. My hair was so tall. Unbelievable.

Incredible. I post about a stupid dance show I was on in the 80's, not even remembering the name of the show, and in less than 30 minutes I'm watching it. Here's some of me. My hair was so tall. Unbelievable.

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Liberals elections was dependent on fear, TDS, lies and that pretending Mark Carney is something he is not. Mark Carney:" because I am good negotiator, I have negotiated a number of situations in the past, I know how to manage crisis." How would you rate his management of crisis and negotiations?

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Kirk Lubimov

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For 6 months I woke up at 5 AM to catch Asian markets on Polymarket. During that time I lost my girlfriend, gained 8 kg, and got used to drinking coffee instead of breakfast Then I wrote an agent that monitors everything for me while I sleep. In the 1st month income went up 15% and I finally deleted the 5 AM alarm Turns out a half-asleep human trades worse than a 200-line script I thought discipline meant waking up early. In reality it was just stubbornness that cost me money and health. When I finally sat down to build the agent it became clear why Here is what is under the hood: 1. Sentiment analysis powered by Claude. Every 15 minutes the agent runs a feed from 40+ Asian sources: Reuters Asia, Nikkei, South China Morning Post, Yonhap 2. NLP tone classification. It compares sentiment shifts to open markets on Polymarket through the API, and if the news has already dropped but the odds have not reacted yet that is the entry window 3. Kelly criterion. A mathematical formula for position sizing instead of my usual "I will bet more, feeling lucky" 4. A hard stop at 5% of the deposit per trade so that 1 mistake cannot kill the entire account 5. A cooldown between entries so the agent does not stack up a cluster of correlated positions These are exactly the rules I was missing at 5 AM. I knew them perfectly well but consistently ignored them because on adrenaline and caffeine every bet felt like an "obvious opportunity" When I ran a backtest on my old trades it was genuinely painful: 60% of the bets I placed by hand in a half-asleep state would have been rejected by the agent for failing the expected value filter Those were the exact ones dragging the whole result down When I was building my agent I needed a benchmark. A wallet that already trades on similar logic so I could compare my results to someone else's Found 1 that works almost like a mirror of what I described: same Asian markets, same cold calculation without emotion. I still keep it bookmarked and periodically check how it handles the same situations: That is actually the wallet I started with when testing auto-copying through a bot before I launched my own agent. A useful thing if you want to see how a strategy works on someone else's example first and only then build your own:

For 6 months I woke up at 5 AM to catch Asian markets on Polymarket. During that time I lost my girlfriend, gained 8 kg, and got used to drinking coffee instead of breakfast Then I wrote an agent that monitors everything for me while I sleep. In the 1st month income went up 15% and I finally deleted the 5 AM alarm Turns out a half-asleep human trades worse than a 200-line script I thought discipline meant waking up early. In reality it was just stubbornness that cost me money and health. When I finally sat down to build the agent it became clear why Here is what is under the hood: 1. Sentiment analysis powered by Claude. Every 15 minutes the agent runs a feed from 40+ Asian sources: Reuters Asia, Nikkei, South China Morning Post, Yonhap 2. NLP tone classification. It compares sentiment shifts to open markets on Polymarket through the API, and if the news has already dropped but the odds have not reacted yet that is the entry window 3. Kelly criterion. A mathematical formula for position sizing instead of my usual "I will bet more, feeling lucky" 4. A hard stop at 5% of the deposit per trade so that 1 mistake cannot kill the entire account 5. A cooldown between entries so the agent does not stack up a cluster of correlated positions These are exactly the rules I was missing at 5 AM. I knew them perfectly well but consistently ignored them because on adrenaline and caffeine every bet felt like an "obvious opportunity" When I ran a backtest on my old trades it was genuinely painful: 60% of the bets I placed by hand in a half-asleep state would have been rejected by the agent for failing the expected value filter Those were the exact ones dragging the whole result down When I was building my agent I needed a benchmark. A wallet that already trades on similar logic so I could compare my results to someone else's Found 1 that works almost like a mirror of what I described: same Asian markets, same cold calculation without emotion. I still keep it bookmarked and periodically check how it handles the same situations: That is actually the wallet I started with when testing auto-copying through a bot before I launched my own agent. A useful thing if you want to see how a strategy works on someone else's example first and only then build your own:

Blaze

126,979 views • 7 months ago

🚨 SHIKHAR DHAWAN REVEALS THE LOWEST POINT OF HIS LIFE 🚨 Question 🗣️: What was the lowest point of your life? Shikhar Dhawan Said 🗣️: "When I was 21 years old, I went on a tour of Australia to play for India. At that time, I would get attracted to almost every girl I saw. I got into a relationship with one of them, and we partied a lot, had a lot of fun, and I got heavily involved in that lifestyle. Because of that, I couldn’t play the entire series, and my focus completely deteriorated. Then, when she left me, I would slowly break down and cry in the car, and I went through a very depressing phase. After that, I drifted away from the India team circle. If I had performed well in that series, I might have played for the Indian team much earlier. That’s one of the reasons why I made my India debut later than I could have."

🚨 SHIKHAR DHAWAN REVEALS THE LOWEST POINT OF HIS LIFE 🚨 Question 🗣️: What was the lowest point of your life? Shikhar Dhawan Said 🗣️: "When I was 21 years old, I went on a tour of Australia to play for India. At that time, I would get attracted to almost every girl I saw. I got into a relationship with one of them, and we partied a lot, had a lot of fun, and I got heavily involved in that lifestyle. Because of that, I couldn’t play the entire series, and my focus completely deteriorated. Then, when she left me, I would slowly break down and cry in the car, and I went through a very depressing phase. After that, I drifted away from the India team circle. If I had performed well in that series, I might have played for the Indian team much earlier. That’s one of the reasons why I made my India debut later than I could have."

lndian Sports Network

587,603 views • 2 months ago

5,000 of you. I don’t even know how to put that into words. When I started sharing my art and stories here on X, I honestly didn’t know if anyone would care. The AI community can be loud, fast, overwhelming… and yet, you made space for me. You saw my work. You shared it. You quoted it. You commented. You encouraged me when I doubted myself. This feels like more than a number. It feels like a second chance. I truly believe this might be my last real shot at showing my art and stories to the world, and the fact that 5,000 of you chose to follow, support, and believe in what I create means more than I can explain. Every repost, every like, every thoughtful reply has carried me further than you know. Thank you for standing by an artist experimenting at the edge of AI and imagination. Thank you for helping my stories breathe. Thank you for being here. We’re just getting started.

5,000 of you. I don’t even know how to put that into words. When I started sharing my art and stories here on X, I honestly didn’t know if anyone would care. The AI community can be loud, fast, overwhelming… and yet, you made space for me. You saw my work. You shared it. You quoted it. You commented. You encouraged me when I doubted myself. This feels like more than a number. It feels like a second chance. I truly believe this might be my last real shot at showing my art and stories to the world, and the fact that 5,000 of you chose to follow, support, and believe in what I create means more than I can explain. Every repost, every like, every thoughtful reply has carried me further than you know. Thank you for standing by an artist experimenting at the edge of AI and imagination. Thank you for helping my stories breathe. Thank you for being here. We’re just getting started.

Toshi

18,224 views • 8 months ago

akane smiling in a frame for so long to the point that i thought at first that my screen froze and my internet wasn't working properly, but it was all part of the scene lol

akane smiling in a frame for so long to the point that i thought at first that my screen froze and my internet wasn't working properly, but it was all part of the scene lol

daily akane ♡

28,576 views • 6 months ago

ill never forget watching this for the first time because i was about to start crying with him and then he laughed in my face. i was so baffled i was looking at my screen like “?????”

ill never forget watching this for the first time because i was about to start crying with him and then he laughed in my face. i was so baffled i was looking at my screen like “?????”

♱

58,255 views • 1 month ago

I know with conviction that the true church of Christ does not sit idly by while darkness consumes its lands. I know this because the deepest joy I have ever experienced almost never happened. I almost traded it away. I bought the lie that secular America sells to the young. "Wait to have kids until you are established. Have your fun first. Live for yourself in your twenties." I believed it. I delayed. And I came within inches of forfeiting the one good that no career, no comfort, no pleasure could ever replace. That joy has a name. It is fatherhood. It is the weight of a child in my arms and the whole future he carries. Now I watch others walk the road I almost walked to its end. I watch them miss the divine joy because they were promised something better and the promise was hollow. There is a grief in me that does not leave. My joy cannot be multiplied without limit. I started too late. I will never have the large family I now know I was made for. So hear me clearly. I want to destroy secularism in this country. Not because I hate the people caught in it. I was one of them. I want to destroy it because it is a disease, and the birth collapse around us is the fever. So yes, I mean to make war on it. I mean to tear down the lie wherever it stands. And I mean to baptize the millions it has stolen.

I know with conviction that the true church of Christ does not sit idly by while darkness consumes its lands. I know this because the deepest joy I have ever experienced almost never happened. I almost traded it away. I bought the lie that secular America sells to the young. "Wait to have kids until you are established. Have your fun first. Live for yourself in your twenties." I believed it. I delayed. And I came within inches of forfeiting the one good that no career, no comfort, no pleasure could ever replace. That joy has a name. It is fatherhood. It is the weight of a child in my arms and the whole future he carries. Now I watch others walk the road I almost walked to its end. I watch them miss the divine joy because they were promised something better and the promise was hollow. There is a grief in me that does not leave. My joy cannot be multiplied without limit. I started too late. I will never have the large family I now know I was made for. So hear me clearly. I want to destroy secularism in this country. Not because I hate the people caught in it. I was one of them. I want to destroy it because it is a disease, and the birth collapse around us is the fever. So yes, I mean to make war on it. I mean to tear down the lie wherever it stands. And I mean to baptize the millions it has stolen.

Kirk Rollins

14,514 views • 4 months ago

I left NYC for New Jersey because of these views 😍 I also left because of how INSANE the rent became. Got an extra bedroom and bathroom and these views for almost $1k less a month than one bedroom with no view in NYC. Way worth it.

I left NYC for New Jersey because of these views 😍 I also left because of how INSANE the rent became. Got an extra bedroom and bathroom and these views for almost $1k less a month than one bedroom with no view in NYC. Way worth it.

Ariel Epstein

33,210 views • 7 days ago

Claude Code just found a secret North Korean virus called "CRIMSON-9" taking over iPhones, iPads, and MacBooks, and nothing has ever spread this fast… one person accepts a single Bluetooth file, and from then on it jumps to every Apple device nearby on its own, no tap, no download. It is already on 1.7 million of them. I am not a security expert. I can only tell you what one AI agent found on two phones in my house last week. My brother walked in from the other room, scared, holding a phone that was doing things no one asked it to. He had never touched it. I grabbed a second phone and filmed it, because I knew nobody would believe me. By the time I looked up it was finished. His phone was dead, locked, mocking him on the screen, and there was nothing left to save. Then it hit me that his phone and mine had been on the same network. So that night I ran Claude Code across every device I own. On my phone it found a connection I never made, quietly sending data to an address it traced back to North Korea. It flagged the pattern as something it had never seen before and tagged it CRIMSON-9. As far as it could tell, it started with one file my brother accepted over Bluetooth a week ago, something he thought was a photo. After that nobody had to tap anything. It moved by itself between devices that were simply near each other. Here is what Claude Code showed me on our phones. → it tagged the thing CRIMSON-9, talking to a server it placed in North Korea → it got in through one Bluetooth file, then moved between nearby devices by itself → it had copied our photos, our logins, and the codes our banks text us → then it locked the phone and reached for the next device in range If it can cross a room in one house in an evening, I do not want to picture a train car or an office. I asked Claude Code how to stop it, and it went through every device I own and shut every way in. Here is what I did. → turned Bluetooth off whenever I am out → turned off the setting that lets nearby devices connect without asking → set Claude Code to watch everything on my network and block any device it does not know → stopped my phone from trusting cables and computers it has never seen Now nothing unknown can reach my phone, my laptop, or my kid's tablet without my say. Claude Code blocks every connection it did not approve. My brother lost everything on his phone. I still do not know exactly what it was, but I know Claude Code caught mine before it got that far. The full step by step and the exact Claude Code setup are in the first comment. It takes ten minutes. Save this, and send it to anyone you want to keep safe.

Claude Code just found a secret North Korean virus called "CRIMSON-9" taking over iPhones, iPads, and MacBooks, and nothing has ever spread this fast… one person accepts a single Bluetooth file, and from then on it jumps to every Apple device nearby on its own, no tap, no download. It is already on 1.7 million of them. I am not a security expert. I can only tell you what one AI agent found on two phones in my house last week. My brother walked in from the other room, scared, holding a phone that was doing things no one asked it to. He had never touched it. I grabbed a second phone and filmed it, because I knew nobody would believe me. By the time I looked up it was finished. His phone was dead, locked, mocking him on the screen, and there was nothing left to save. Then it hit me that his phone and mine had been on the same network. So that night I ran Claude Code across every device I own. On my phone it found a connection I never made, quietly sending data to an address it traced back to North Korea. It flagged the pattern as something it had never seen before and tagged it CRIMSON-9. As far as it could tell, it started with one file my brother accepted over Bluetooth a week ago, something he thought was a photo. After that nobody had to tap anything. It moved by itself between devices that were simply near each other. Here is what Claude Code showed me on our phones. → it tagged the thing CRIMSON-9, talking to a server it placed in North Korea → it got in through one Bluetooth file, then moved between nearby devices by itself → it had copied our photos, our logins, and the codes our banks text us → then it locked the phone and reached for the next device in range If it can cross a room in one house in an evening, I do not want to picture a train car or an office. I asked Claude Code how to stop it, and it went through every device I own and shut every way in. Here is what I did. → turned Bluetooth off whenever I am out → turned off the setting that lets nearby devices connect without asking → set Claude Code to watch everything on my network and block any device it does not know → stopped my phone from trusting cables and computers it has never seen Now nothing unknown can reach my phone, my laptop, or my kid's tablet without my say. Claude Code blocks every connection it did not approve. My brother lost everything on his phone. I still do not know exactly what it was, but I know Claude Code caught mine before it got that far. The full step by step and the exact Claude Code setup are in the first comment. It takes ten minutes. Save this, and send it to anyone you want to keep safe.

goldtooth.exe

22,996 views • 1 day ago

I promise you my last choice, only you. Not because I am tired of searching, but because my heart has already found its home. In a world full of maybe and almost, you are my always. I choose you in the quiet, in the storm, in the days I shine and the days I break. If love is a road with no end, I will walk it with your name in my breath, and call every tomorrow by your eyes.

I promise you my last choice, only you. Not because I am tired of searching, but because my heart has already found its home. In a world full of maybe and almost, you are my always. I choose you in the quiet, in the storm, in the days I shine and the days I break. If love is a road with no end, I will walk it with your name in my breath, and call every tomorrow by your eyes.

Poetry.

15,549 views • 9 months ago

I recorded my active 3D glasses using my phone, and I was surprised to see the lenses flickering in the video. They don't appear to flicker like this while watching the movie, but the phone camera captures it because of how active 3D glasses work. I also noticed that when I brought my phone very close to the glasses, the flickering became even more noticeable. Found it pretty interesting! #SpiderManBrandNewDay

I recorded my active 3D glasses using my phone, and I was surprised to see the lenses flickering in the video. They don't appear to flicker like this while watching the movie, but the phone camera captures it because of how active 3D glasses work. I also noticed that when I brought my phone very close to the glasses, the flickering became even more noticeable. Found it pretty interesting! #SpiderManBrandNewDay

CineManiac

28,001 views • 3 months ago

Lala baptiste reflects on the way she was raised and how BAD it was because she was raised by a single mum and her daddy wasn’t active in her life, she says she doesn’t want that for her kids with jay cinco👀 “The way that i was raised, i was raised by a single mother, a single teen mum, my dad wasn’t really active in my life, i didn’t see that for myself, so i would not start now at the age of 26”

Lala baptiste reflects on the way she was raised and how BAD it was because she was raised by a single mum and her daddy wasn’t active in her life, she says she doesn’t want that for her kids with jay cinco👀 “The way that i was raised, i was raised by a single mother, a single teen mum, my dad wasn’t really active in my life, i didn’t see that for myself, so i would not start now at the age of 26”

stan🎥

98,870 views • 9 months ago

I POSTED THIS ON TIKTOK / IG AND I'M GETTING FLAMED FOR A BAD ULT ???? THE POINT OF THE CLIP IS TO SHOW THAT MY ULT IS HITTING THE LOKI UNDER 5 TIMES IN A ROW AM I BAD AT THE GAME OR ARE THE COMMENTS RAGEBAIT ?

I POSTED THIS ON TIKTOK / IG AND I'M GETTING FLAMED FOR A BAD ULT ???? THE POINT OF THE CLIP IS TO SHOW THAT MY ULT IS HITTING THE LOKI UNDER 5 TIMES IN A ROW AM I BAD AT THE GAME OR ARE THE COMMENTS RAGEBAIT ?

Donatello

52,601 views • 19 days ago

i was throwing $300 a month at tools that would die on me right when i needed them most. then this video showed up in my feed. a guy. a laptop. his hands moving through the air like he's conducting something invisible. 3D visuals responding to every finger. every gesture. live. i watched it three times before i believed it was real. the whole setup costs $2 a month. electricity. i sat with that for a while. i was paying $300 a month just to feel like i was doing it right. not because the expensive tools were better. just because i didn't know there was another way. now i do.

i was throwing $300 a month at tools that would die on me right when i needed them most. then this video showed up in my feed. a guy. a laptop. his hands moving through the air like he's conducting something invisible. 3D visuals responding to every finger. every gesture. live. i watched it three times before i believed it was real. the whole setup costs $2 a month. electricity. i sat with that for a while. i was paying $300 a month just to feel like i was doing it right. not because the expensive tools were better. just because i didn't know there was another way. now i do.

Crypto Mavka

14,045 views • 5 months ago

BREAKING: Claude Code found 12,847 photos of my face on my iPhone that I never took. It looked like the phone was taking them every time I picked it up. From the club. From home. At a red light while I was driving. Almost every time I took the phone in my hands there was a frame. They were sitting in a system cache with timestamps and location data. None of them were in Photos. I plugged the phone into my MacBook and asked Claude Code to scan for any front-camera files that weren’t in my Photos library or Recently Deleted. It flagged Private/var/mobile/Library/Caches/com.apple.faceid. Over 12,000 files. Mix of infrared frames and regular front-camera images. Each one had a timestamp and GPS coordinates attached. I started scrolling. Most were from the last 14 months. Then I saw one from four seconds ago. I was still looking at the folder. Apple says the TrueDepth system turns the capture into a mathematical model inside the Secure Enclave and discards the image. On this phone the raw frames were still in the cache. Several of the processes that wrote to the folder belonged to system diagnostics. A couple of old apps with camera permission also had access to the same directory. I turned off diagnostics sharing and revoked camera access from every app that didn’t need it. If you want to check your own phone, plug it in, run a backup, and ask Claude Code to look for front-camera files outside the Photos library. The folder path above is where mine were.

BREAKING: Claude Code found 12,847 photos of my face on my iPhone that I never took. It looked like the phone was taking them every time I picked it up. From the club. From home. At a red light while I was driving. Almost every time I took the phone in my hands there was a frame. They were sitting in a system cache with timestamps and location data. None of them were in Photos. I plugged the phone into my MacBook and asked Claude Code to scan for any front-camera files that weren’t in my Photos library or Recently Deleted. It flagged Private/var/mobile/Library/Caches/com.apple.faceid. Over 12,000 files. Mix of infrared frames and regular front-camera images. Each one had a timestamp and GPS coordinates attached. I started scrolling. Most were from the last 14 months. Then I saw one from four seconds ago. I was still looking at the folder. Apple says the TrueDepth system turns the capture into a mathematical model inside the Secure Enclave and discards the image. On this phone the raw frames were still in the cache. Several of the processes that wrote to the folder belonged to system diagnostics. A couple of old apps with camera permission also had access to the same directory. I turned off diagnostics sharing and revoked camera access from every app that didn’t need it. If you want to check your own phone, plug it in, run a backup, and ask Claude Code to look for front-camera files outside the Photos library. The folder path above is where mine were.

Cooler

1,430,281 views • 3 days ago