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#NexT1DE NexT1DE official 's First Performance "NexT1DE" is HERE!🌊 Their journey starts now, and it's nothing short of electrifying ⚡ Let's go, NexT1DE! 🔥 #CHUANGAsiaGrandDebutNight #CHUANGAsiaS2 #创造营亚洲第二季 #CHUANGAsia #创造营亚洲 #TME
33,875 просмотров • 1 год назад •via X (Twitter)
Комментарии: 11
@NexT1DEofficial 🎉Congratulations all trainee!! 🐶🥳&next step #THIOTHAMM - World championships Performing of art 2019 -The two -Duo -Soloist -&now 19yrs #THIO become international boy group #NexT1DE #CHUANGAsiaGrandDebutNight #CHUANGAsiaS2 #创造营亚洲第二季 #CHUANGAsia #创造营亚洲 #TME #ไทโอ
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@NexT1DEofficial Support THI-O🌻🐶 #THIOTHAMM #THIO #ไทโอ #NexT1DE #NexT1DE_THIO
@NexT1DEofficial Can’t wait for more content about THI-O and NexT1DE in the future🤭 #THIOTHAMM #THIO #ไทโอ #NexT1DE #NexT1DE_THIO
@NexT1DEofficial #DornKhumraj #dorn #DORNNexT1DE #Dorn佑泷
@NexT1DEofficial THI-O เหิ่นปั้งงง 👍🏻👍🏻🎉 #THIOTHAMM #THIO #ไทโอ #NexT1DE #NexT1DE_THIO @thiothamm
I love seeing Dorn dance, he’s amazing as always 🩵💛 #DORN #佑泷 #DornKhumraj #DORNNexT1DE #NexT1DE
@NexT1DEofficial Super Dorn let's go!! #DORN #佑泷 #DornKhumraj #DORNNexT1DE #NexT1DE
@NexT1DEofficial THIO❤️
@NexT1DEofficial THI-O 🌻✨
@NexT1DEofficial Can’t wait to see his performance🌻 #THIOTHAMM #THIO #ไทโอ #NexT1DE #NexT1DE_THIO
![Welcome, NexT1DE — the new wave we’ve all been waiting for! 🌊 A fresh chapter begins as we officially welcome the debut of CHUANG Asia S2’s: NexT1DE 💫 NexT1DE [Next-Tide] NexT1DE official With the vibrant energy of youth flowing like the sea tide, NexT1DE redefines trends with a natural and refreshing spirit. They rise as the new wave—becoming the voice and symbol of the Gen Z generation. The Number 1: Carrying on the legacy and spirit of the CHUANG family, this marks a bold new beginning. 📺 Watch CHUANG Asia S2 Grand Debut Night on WeTV! 🔗 #NexT1DE CHUANG Grand Debut Night #CHUANGAsiaGrandDebutNight #CHUANGAsiaS2](https://image.24vids.com/tw-1908876093232201835/media/Gn2t6-qW0AEMSnm.jpg)
![✨ I spent the last 48 hours making GPT-4 read the entire Solana validator codebase and write documentation, so doesn't have to. Introducing — an AI-powered chatbot trained on nothing but code that can answer deep technical questions. How it works 👇 But first... A huge shoutout to , Zahid Khawaja, and Sean. Their hard work made prototyping this thing a breeze. Without further ado... Devs like to write code, not documentation. Tribal knowledge is lost when devs move on to other projects, leaving future devs to sort through mountains of code and figure out not just how it works, but why it works that way. This is all about to change. GPT-4's ability to write code is stunning. It seems to understand something fundamental about writing software that previous models just didn't. This comprehension of the principles that drive the design behind a complex system carries over into its ability to document existing codebases in a truly impressive way. With the enlarged context window(s), it's now feasible to feed GPT-4 entire files of code and ask it to write documentation about how the code works. Taking this as a starting point, the process looks something like this: 1. Download repo. 2. Depth-first traversal of repo contents, ignoring things like package-lock and binary files. 3. For each file, feed to GPT-4 and ask it to write documentation in markdown. 4. Save the output in a separate location as [outputRoot]/[inputFilepath][inputFilename].md 5. For each folder, we ask GPT-4 to write a summary of the folder, taking the newly generated documentation for all files in the folder and the summaries from each of its subfolders as context. Write this to the filesystem as markdown. Now we have a filesystem that matches the structure of the input repo, but all files in the tree are markdown documentation of the corresponding code file. From here, we: 1. Load markdown documents into LangChain. 2. Embed all documents via OpenAI embeddings. 3. Store embeddings in Pinecone. When a user sends a query: 1. Embed query. 2. Find k-nearest markdown files. 3. Feed to GPT-4 with a prompt asking to answer the query based on k-nearest markdown documents provided. The craziest part of all this? GPT-4 actually wrote ~30% of the code. The results are pretty good for 2 days of work. There is certainly room for improvement. Some items that are top of mind: 1. TolyGPT will occasionally hallucinate answers. It is especially bad with links to external sources, like GitHub. The base model seems to know a bit about Solana already, and sometimes this creeps in. Fine-tuning the prompt can solve some of this. 2. Context selection is difficult in a codebase this large. For example, sometimes it will pull in details about the Solana SDK when asked about transaction processing. The SDK files can seem relevant depending on the phrasing of the question. It may be worth breaking the documentation into subsystems to limit this. 3. Not all files fit into the 32k token window. As of now, there are 23 (out of ~1,100) files that cannot be documented in their entirety. Some of these files are very important to how Solana works. Final thoughts: 1. GPT-4 is super powerful, and we're going to see a ton of tools that supercharge the entire software development lifecycle. This is not 12 months away. For the people that can afford it, these tools are here now. And they're only getting better. Act accordingly. 2. The price of inference has to come down for this to go mainstream. I spent about $300 prototyping this project, and the final crawl cost about the same. The high cost of GPT-4 will push developers to other, cheaper alternatives with similar performance. This is coming very soon. If you have a large software project and you're interested in something like this for your codebase, fill out this form and we'll be in touch this week. Or just DM me :)](https://image.24vids.com/tw-1637521141236658176/amplify_video_thumb/1637520929566908417/img/_ACBce6WhDBxVegD.jpg)
!["Mark this day on your calendar: 11/18/25 - the day the entire online world surrounding Karen Read, John O’Keefe, Turtleboy, Lindsey Gaetani, Brian Tully, Michael Proctor, Yuri Bukhenik, and the Norfolk DA went straight to hell in a handbasket. Kate Peter and Leigha “Bathtub” Genduso have taken center stage in the remaining Aidan “Turtleboy” Kearney cases, and Lindsey Gaetani is on an absolute wrecking path. Look at that: Kate Peter had ex parte contact with one of the special prosecutors working for the Norfolk DA, and now there's a record of it. Kate's Discord server might not survive. She's got a November 25 hearing on her open felony charges where the issue is the Norfolk DA's conflict because of their contact with Kate Peter." To understand why PI Kate Peter and all her Discord operatives are losing their collective minds on social media right now, the answer is this recent filing from Aidan TurtleBoy Kearney; In short, Kate had ex parte contact with the DA's office (and Lindsey Gaetani can prove it). TRASNCRIPT: In the past week, the defense—that's the Aidan Kearney defense—has obtained five items of favorable and discoverable evidence which should have been, but were not, disclosed to us by the Commonwealth. Two of the discoverable items originated from civilian witness Lindsey Gaetani. First, there's an audio recording where Leigha Genduso texted her on December 11, 2023, which Ms. Gaetani posted online on November 9, 2025. And second, an email from Kate Peter to special prosecutor Kenneth Mello dated February 14, 2024, which Kate Peter forwarded to Lindsey Gaetani on February 22, 2024, and Lindsey then forwarded to the defense on November 11, 2025. Oh hey, Leigha Genduso, you made it into a court filing! God bless America! Look at that, ladies and gentlemen—Leigha Genduso is in the Aidan “Turtleboy” Kearney case. She's going to be so pleased. I have to do a tweet about this. I'm posting about this right now. Ladies and gentlemen, hold on—how do I phrase this? Kate Peter's Discord server is going to lose their ever-loving minds. Leigha Genduso has made her appearance in the Aidan Turtleboy Kearney case, and it is glorious. Who hid that recording from the defense? God bless the United States of America. I should join the defense bar—I think I'm going to do it. Oh, Adam Deitch just announced he's running for Norfolk DA, by the way—the guy from the federal investigation into John O'Keefe's death. God bless us all. How do you even spell Genduso? G-E-N-D-U-S-O. Can I call her Leigha Bathtub Genduso? I feel like that's reasonable. Lindsey's trying to make that a thing, and I think it should be a thing. Leigha Bathtub Genduso has made her appearance, and Bossy Texas Chicken Bella are listening with all their towel ears. Here we go—let's do it. Oh, Kate Peter's in there too. God bless America. This is a glorious day. Listen, listen—now I know my Towel Mom best. I'll take the slings and arrows. This is freaking amazing. About time. Goddamn Kate Peter and Leigha Genduso—goddamn little towels. They're not towels; they're anti-towels. Is there such a thing as an anti-towel? If there is, it's Kate Peter. We thought maybe it was other people—it was Kate Peter all along. She's an anti-towel. Yes, it is glorious. Kate Peter and Leigha Bathtub Genduso have taken center stage in the remaining Aidan Turtleboy Kearney cases, and Lindsey Gaetani is on a wrecking path. Somebody check on Kate's Discord server—it's probably chaos. I'm hilarious, you've got to admit. I'm endearing and hilarious. Who else just narrates writing their Twitter posts as they write them? It's very meta, you know what I'm saying? I can't take forever with this though—I have to be somewhat of an erudite and informed little towel. We've got to continue. I'm tagging Lindsey because she's a little towel. You're a little towel. I'm clearly overly excited. Wow, it's all happening at the same time. What a day. God bless these United States of America. I'm never going to get to eat if all this keeps happening—I'm just running in circles. Look at that—Kate Peter had ex parte contact with one of the special prosecutors working for the Norfolk DA, and now there's a record of it. Kate's Discord server might not survive. She's got a November 25 hearing on her open felony charges where the issue is the Norfolk DA's conflict because of their contact with Kate Peter. Mark this day on your calendar, ladies and gentlemen: November 18, 2025—the day the online world related to Karen Read, John O'Keefe, Turtleboy, Lindsey Gaetani, Brian Tully, Michael Proctor, Yuri Bukhenik, the Norfolk DA, and everything else all went to hell in a handbasket. Their worlds have imploded. Kate Peter had direct ex parte contact with members of the Norfolk DA's office, and there is now evidence in the hands of Aidan Turtleboy Kearney. This could be huge for Kate's November 25 hearing where her relationship to the DA's office is at issue. The revenge of Lindsey Gaetani. Lindsey Gaetani will be a prosecution and defense trial witness. She voluntarily cooperated with the prosecution against Mr. Kearney from December 2023 until approximately September 2025. During that period, she met and spoke with Detective Lieutenant Brian Tully, Mr. Mello, and Mr. Cosgrove. Her direct contact with Mr. Mello and Detective Lieutenant Tully resulted in Mr. Mello being disqualified from a now-dismissed 2024 case because his interactions with her made him a material defense witness. On December 14, 2023, she was interviewed by Detective Lieutenant Tully and Mr. Mello's investigator. On December 22, 2023, she was summoned to testify before the grand jury. In January 2024, she voluntarily provided her cell phone to Detective Lieutenant Tully for the MSP to prepare an extraction report, under a promise by Ken Mello and Tully that it would be redacted. On January 22, 2024, Detective Lieutenant Tully applied for a search warrant to seize Karen Read's cell phones. Information from Ms. Gaetani served as a substantial source of the probable cause in Tully's affidavit—paragraphs 72 to 89, I'd say a good 12 to 15 paragraphs dedicated to her. Mr. Cosgrove is currently seeking to search Ms. Read's phones in anticipation of seeking an indictment against her and Mr. Kearney for conspiracy to commit witness intimidation. What the fuck? That's it. I'm just trying to eat my fucking lunch, and now this? Aiden Turtleboy Kearney's lawyers have confirmed in a bombshell filing that special prosecutor Robert Cosgrove is aiming to search Karen Read's phones for the purpose of criminally indicting Kearney and Read. This is outrageous. They were never going to really charge Kearney—it was all to get to Karen. I told you! Somebody get me a soapbox! Peep Bunny Towel! Peep Bunny Towel! Peep Bunny Towel! [Peep Bunny Towel squeaking in the background] I woke him up very rudely. I'm sorry, Peep—I'll give you food in a second. I am having a day! This has been a ridiculous fucking day. First I just wanted to cover a regulatory hearing, and now I'm forced to use my comfort Peep Bunny Towel because there have been so many developments. First Brian Walsh pleading guilty to two charges but going to trial on first-degree murder, then Karen Read announcing she's suing basically the entire town of Canton, then the 46-page filing, then the Farwell filing, then down the rabbit hole on the sealed affidavit—and now all hell is breaking loose. Leigha Genduso and Kate Peter are probably running around like chickens with their heads cut off, and the reason Cosgrove and Tully were seizing Karen's phones all the way back in January 2024 was because their plan was to charge Karen and Aidan together. Ladies and gentlemen, someone get my broom—I don't even know what to say anymore. This is outrageous. I'm joining the defense bar. I've had enough prosecutorial misconduct. I'm done. On February 1 and 22, 2024, Ms. Gaetani testified before a grand jury that returned indictments against her. In June 2025, Mr. Cosgrove called her as a prosecution witness against herself in a district court trial, and she was acquitted of all charges notwithstanding her own testimony. In the past few months, Ms. Gaetani has publicly accused numerous prosecution witnesses and sources—including Kate Peter, Leigha Genduso, Detective Lieutenant Tully, and Jen McCabe—of assorted misconduct that adversely impacts their credibility. On September 5, 2025, she sued Mr. Cosgrove and Detective Lieutenant Tully for intentional infliction of emotional distress and interfering with her rights by threat, intimidation, or coercion. That same day she served notice of intent to sue the Norfolk DA. As a result of her civil complaint against him, Mr. Cosgrove voluntarily withdrew from the 2024 case, recognizing the obvious conflict when a prosecutor is sued for intentionally harming a witness in a case he is prosecuting. Thank you, Peep Bunny Towel—this is a day if I've ever seen a day. I'll go back to reading the document. I mean, how do you even make sense of this? There's like 70,000 words, Peep Bunny Towel is in it, it won't stop—it's just more and more and more. Thank you, Peep Bunny Towel. All right, he says I can get through it. Let's do it. Ladies and gentlemen, this is a day. This is a day if I've ever seen a day. Let me tell you right now—this is a day. On February 1st and 22nd of 2024, Ms. Gaetani testified before a grand jury that returned indictments against Ms. Gaetani. In June of 2025, Ms. Gaetani was called by Mr. Cosgrove as a prosecution witness against Ms. Gaetani in a district court trial. Notwithstanding Ms. Gaetani's own testimony, Ms. Gaetani was acquitted of all charges. In the past few months, Ms. Gaetani has publicly accused numerous prosecution witnesses and sources—including Ms. Peter, Ms. Genduso, Detective Lieutenant Tully, and Jen McCabe—of assorted misconduct or other issues that adversely impact their credibility. See Bederow/Yannetti's October 2nd filing, paragraphs 90 through 98. On September 5th, 2025, Ms. Gaetani sued Mr. Cosgrove and Detective Lieutenant Tully for, among other things, intentional infliction of emotional distress and interfering with her rights by threat, intimidation, or coercion. I think that had to do with the release of one specific report—it wasn't about her phone; it was about a report on something that's very intense. That same day, Ms. Gaetani also served notice of her intent to sue the Norfolk DA because of the harm Mr. Cosgrove and Det. Lt. Tully allegedly caused her. I'm still not totally sure where he's getting that from—I went to the docket, I read the filing, and I still don't fully understand what he's referring to there. Maybe he's reading something I'm not. I don't know. And finally, point 13: As a result of Ms. Gaetani's civil complaint against him, Mr. Cosgrove voluntarily withdrew from the prosecution of the now-dismissed 2024 case because he, quote, “recognized the obvious conflict created by circumstances where a prosecutor is sued for intentionally harming a witness in a case where he is prosecuting.”](https://image.24vids.com/tw-1991823086832804341/amplify_video_thumb/1991821461842022400/img/I5txItLQnTsET-PX.jpg)
