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274,826 views • 2 years ago •via X (Twitter)

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fabian2 years ago

@ozzimusic_ sigue esta cuenta

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Jawaadk2 years ago

Awesome 😎

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Mem2 years ago

@gisellaesthetic Saved! Here's the compiled thread:

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🔥HOLY SMOKES! $TAO holders! 🚀 SUBNET 19 (VISION) ON BITTENSOR IS ABSOLUTELY CRUSHING IT! In my 5+ years covering crypto and AI, this is one of the most impressive implementations I've seen. The combination of scale, performance, and decentralization is absolutely next level! 🚀 @namoray_dev @Corcel_X 💨 INSANE Speed Performance: - Llama 3.1 8B: 196.18 tokens/s with +107.23% advantage - Llama 3.1 70B: 124.96 tokens/s with +154.96% advantage - Llama 3.2 3B: 166.69 tokens/s with +21.66% advantage 🔥 Top Tier Model Integration: - Meta-Llama-3-70B & 8B Instruct - FLUX.1-schnell for Text-to-Image - ProteusV0.4-Lightning (Text & Image) - Multiple model variations for redundancy 🔥 What Makes This INSANE: - Complete decentralization - No single point of failure - Multiple model choices for redundancy - Real-time performance tracking - Transparent incentive structure The incentive distribution curve shows a healthy network with: - Strong rewards for top performers - Fair distribution across all participants - Clear path for growth and improvement - Sustainable economic model What's truly MIND-BLOWING is how they've managed to: 1. Scale to millions of operations 2. Maintain high quality across multiple tasks 3. Create a fair, competitive marketplace 4. Build in redundancy and reliability 5. Achieve true decentralization This isn't just another subnet - this is the future of decentralized AI inference happening RIGHT NOW! 🔥 1. MASSIVE Scale & Adoption: - We're seeing 7M+ tokens being processed - 14K+ processing steps being executed - Multiple AI models running simultaneously - Incredible miner participation across the network 2. Revolutionary Task Distribution: - Llama 3.1 70B leading with 20% weighting - Avatar Generation at 15% - Perfectly balanced task distribution for optimal network performance - Multiple specialized tasks including Text-to-Image and Image-to-Image processing 3. Elite Performance Metrics: - Top miners hitting 0.00775 incentive rates - Consistent performance across the network - Impressive scaling from top to bottom performers - Strong incentive curve maintaining network quality 📈 Network Performance: - Consistent upward trend in tokens/s - Quality scores maintaining high levels (>0.9) - Steady improvement in miner performance - Rock-solid network reliability ⚡ Platform Highlights: - Permissionless, serverless architecture - Global network of Always-On GPUs - Instant API access - Full decentralization - Multi-model support with seamless switching What makes this TRULY SPECIAL is the consistent upward trajectory in both speed and quality, while maintaining a decentralized architecture. The performance advantages over industry standards (+154.96% for 70B!) are absolutely mind-blowing! 🚀 This isn't just another AI subnet - it's a glimpse into the future of decentralized AI inference! The combination of speed, reliability, and model variety makes this one of the most impressive implementations in the space! 🔥 📽 Watch Now on YouTube and TikTok: Source 🔗

Andy ττ

11,616 views • 1 year ago

🚨 CHAIRMAN COMER DELIVERS REMARKS AFTER OVERSIGHT COMMITTEE VOTES TO HOLD HUNTER BIDEN IN CONTEMPT “Today, the House Oversight Committee voted to hold Hunter Biden in contempt of Congress. “This is something that unfortunately, we had to do. “We've conducted this investigation for over a year. “We've been very transparent with the American people. “We've been very transparent with the media. “We published four substantive bank memorandums that show concerning transactions from our enemies around the world. “We've referenced several hundreds of suspicious activity reports that the banks filed, very concerned about suspicious activity by the Biden family. “We've had heard testimony from IRS whistleblowers about the IRS and Department of Justice investigating various members of the Biden family for criminal wrongdoing. “What we saw today, unfortunately, was a stunt by the president's son to come in. “This is the second time when he was supposed to be here in this room. “The first time was it was the day we were supposed to have the deposition. “He showed up in front of the Senate and had a press conference, said he was there to answer questions, then got in the car with Eric Swalwell and drove off. “Today he came here. “He sat on the front row on the day we voted to hold him in contempt. “He didn't bother to tell anyone he was coming or try to work with us on a date for a deposition. “We heard Moskowitz say that the president's son was here. “He was sitting there to answer questions when Moskowitz’s time expired. “I recognized Miss Greene. “She wanted to ask him questions, and he got up and left. “So, I don't know what the purpose of the stunt was, but at the end of the day, Hunter Biden doesn't set the rules for Congress. “We believe that he's been given special treatment by the Department of Justice, by the FBI, by the IRS. “And in each instance, the investigators were told to stand down. “We want to bring him in. “We have hundreds of substantive questions that we want to ask the president's son about specific transactions, about specific bank violations, and about specific conversations referenced in emails, text messages and other depositions and interviews. “We expect him to come. “He was held in contempt today. “We passed it out of committee in both the Oversight and Judiciary that will now move to the House floor, I would assume, next week.” Rep. James Comer

Oversight Committee

321,237 views • 2 years ago

The latest public comments regarding Senator Mitch McConnell’s health come from Kentucky’s 2nd District Republican Congressman Brett Guthrie. According to Courier Journal reporter Keely Doll, “Congressman Brett Guthrie said he’s texted with Senator Mitch McConnell but has not spoken with him on the phone.” The accompanying video shows Guthrie saying, “I hope he’s back in Washington soon… we need him back!” Guthrie did not provide any public evidence of the alleged text exchange or clarify whether the messages were sent directly by Senator McConnell or through members of his staff. That now makes three Republican leaders who have publicly claimed to have been in contact with McConnell. Senate Majority Leader John Thune and Senate Republican Whip John Barrasso previously said they each had 20-minute phone conversations with him, describing discussions ranging from world affairs to politics. Longtime McConnell ally and former staffer Scott Jennings offered a similar account on CNN. When asked live on air whether he would call McConnell to help verify those claims, he declined to do so. Meanwhile, Kentucky Governor Andy Beshear has formally sent McConnell a letter requesting an update on his health on behalf of the people of Kentucky. Regardless of politics, it is a highly unusual step that underscores just how many questions remain unanswered. As more lawmakers describe private conversations while little verifiable information is released publicly, skepticism is only likely to grow. If Senator McConnell is well enough to exchange text messages with members of Congress, why not post a brief statement on X, release a short video, or issue a direct message to the public? Any one of those steps would go a long way toward addressing the speculation and restoring public confidence. Questions also remain about Elaine Chao’s whereabouts. It has been publicly reported that she traveled to China for meetings with the CCP shortly after McConnell’s hospitalization. An unnamed spokesperson later told The Daily Beast that she had returned to the United States, but no publicly available evidence confirming her return has been released. At this point, the central issue is no longer simply rumor… it’s transparency. When official updates remain limited while accounts of private communications continue to multiply, public confidence erodes. Given Senator McConnell’s role as one of the nation’s most senior elected officials, many Americans believe clearer and more verifiable communication is warranted. Kentuckians, and the American people, deserve direct, transparent, and verifiable answers. The next question is whether yet another Republican lawmaker will emerge claiming to have spoken with Senator McConnell while offering no proof… or whether the public will finally hear directly from Senator McConnell himself.

Kylie Jane Kremer

55,907 views • 11 days ago

I vibe coded and built a sprite animation pipeline 🛠️ (Day 22 of making the engine+game) ⬇️ Watch the video if you don't wanna read the wall of text - it directly shows what I do. Shoutout to Jidé ✨ for showing me a paper on black/white combination to get alpha, it's the cleanest method yet, and to Cursor for enabling this entire journey. If you prefer the wall of text here you go: The hardest part of using general image models for 2D sprites isn’t getting a nice-looking frame, it’s getting consistent motion across a whole sprite sheet. You can fake a sheet, but frames won’t align, timing drifts, and you end up with weird artifacts. Even if you manually cut frames + interpolate, the animation often looks “off” because each frame is basically a new interpretation, not the same character evolving over time. This is especially noticeable with public API models like gpt-image-1.5 and Nano Banana. Some custom LoRAs for open models exist, but this is intended for less techy folks. My workaround: use a video model first, then post-process into a sprite sheet. Render the animation over a solid background (white/black/magenta/green), then chroma-key it out (my engine tool supports this). If the motion stays inside the silhouette, this works surprisingly well. You can do this in almost any video editing software too! The catch: keying almost always leaves an “aura” (edge spill). My best results come from interpolating the keyed animation with a clean base sprite, so you keep crisp edges and only “borrow” motion/detail where needed. If the animation extends outside the silhouette (tree branches, hair wisps, foliage), I usually skip “true sprite animation” and do it with shaders instead. Keying can’t fully remove halos there, no matter how much feathering/tuning you do. Another annoying issue: pixel corruption. AI rarely generates a perfectly flat background (pure #000000 or #FF00FF). That tiny noise breaks clean extraction and creates crawling garbage pixels around the subject. For clean base sprites (and even PBR maps), a useful trick is generating the same asset on white + black backgrounds and deriving alpha from the difference. This is basically a matte workflow: white = opaque, black = transparent. It fixes aura… but you’d need it per-frame to fix animation, which is still hard. For simple pixel art (single-digit frames), you can sometimes generate a sprite sheet, then ask the model to recreate it on black/white while preserving alignment… but it’s still manual-heavy. Honestly, at this point, for some projects it’s easier to go 3D → 2D and render clean sprites/maps directly. But I still love pushing “pure 2D” and seeing how far we can take it. Thanks for reading! Follow/bookmark/repost if interested in this kind of content!

Startracker 🔺

20,181 views • 6 months ago

⚜️ The Thomas Massie Files Have Been Released, & They're Quite Disturbing ⚜️ Cynthia West, a Florida School Board candidate for Okaloosa County District 5 has been carrying a secret, & she didn't know who to turn to for advice about how to handle it. So, she met up with Marcus Carey, a prominent Kentucky attorney, to seek advice & he interviewed her where she agreed to go on the record with what has been unfolding in her life, involving Thomas Massie, another Congresswoman, attempts to bribe with cash & silence with an NDA. Two months after Massie's wife, Rhonda, passed away, she entered into a romantic relationship with him, which was in August, 2024. Totally normal behavior from a new Widower. The pair went on trips & she'd visit him in Kentucky, in Rhonda's home. Things heated up pretty between them, & he gave her a promise ring. Things were going great between them. In fact, Thomas helped West get a job working for Indiana Rep. Victoria Spartz. This way, she could travel to DC to spend more time with him while she was there. Then, the relationship took a weird turn. He began requesting she do s*x acts for him that made her uncomfortable. When she refused & objected to it, she expressed that he became angry & emotionally abusive towards her. West ended the relationship, but continued working for Rep. Spartz. Shortly after the breakup, she said she got a text saying she was fired. Cynthia stated she never got written up, or did anything to warrant this other than expressing concern for Spartz' well-being, so she went to Ethics to put in a complaint. Then, she notified Thomas that he would be named in this report. She said he got very angry, & said to her: "you're just one person, you can't make a difference, & you need to just walk away." Cynthia said he then did what any other principled conservative would do: he tried to bribe her with $5,000 in cash & wanted her to sign an NDA. Cynthia refused the cash & the NDA. Cynthia said Massie has cash that he calls "cow money", which is untraceable & that he doesn't report it. Who knew, the guy who demands transparency in DC, did all he could to be the least transparent in this situation. Same goes for the guy who acted disgusted about Epstein survivors being silenced, yet he tried to bribe off a woman he mistreated in order to prevent this from seeing the light of day. I think the DOJ should investigate this "cow money." It's safe to say Massie is done, & this explains A LOT!

𝙏𝙝𝙚 𝙂𝙤𝙡𝙙𝙚𝙣 𝘼𝙜𝙚 𝙏𝙞𝙢𝙚𝙨 🇺🇸

204,886 views • 2 months ago