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Our NextGen Disruptor noms are just getting started. #HealioInnovators Rookies already making a difference! Shraddha Dalwadi, MD, MBA Nazli Dizman Tycel Phillips Kelly Meza, MD Maplestax priv Rishi Sekar Vote here:
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![choi hyunsuk 2026 september photo diary 📸 #최현석 🦔 hi! this is treasure’s choi hyunsuk! 🦔 chuseok has already passed and there’s not much left in 2026. today, so today, through the september photo diary, i will share my daily photo and the behind the scene story the comes with it to teumes! 🦔 the photo i would like to show teumes is none other than these 7 shirts right here! there are probably lots of you who have seen this already. all 7 of these are tshirts that i made. i think i started working on them around august, and they’re kind of like clothes that i wear on normal days! you know how i used the world ‘SLAY’ a lot ever since [NEW WAV] album promotions, right!? so i tried to make various things based on ‘SLAY’ and ‘7CHILL’! it has lots of bits of all of the brands or artist MD that i like. for example, for artists, there’s playboi carti, nine vicious, homixide gang, etc. and then there are also brands like hba, vlone, and things like old givenchy archive. and just like ken carson and destroy lonely, who made logos inspired by those older heavy metal band logos, i also took some inspiration and made mine as well! i kind of just made a variety of them as i intended to wear them for daily use, so i made a lot of them this time! 🦔 another episode on these clothes is that, these days, i always make sure that the length of my longsleeves, sleeveless or shortsleeves is at 55cm, you know!? i did all of those that way too! 🦔 i had fun putting in all sorts of things that i like in it so im quite attached, but among these, my favourite is ‘7CHILL MADE TO SLAY’! but tbh the most famous one among them right now is the ‘20267CHILL’. i went to BIGBANG sunbaenim’s concert wearing that one not so long ago, and the video of me playing so hard that time got so much attention so i think i got a bit more attached to that tshirt these days. 🦔 i actually have been wanting to show these to you, but just as the word suggests, they’re just daily regular clothes so i didn’t feel like i necessarily should go like “wahh i made these!~” but i just took this opportunity right now to show it to our teumes. being able to talk like this even if it was short, about me designing clothes or about fashion was really fun! 🦔 looking at 2026, there’s not much left to it isn’t it? there’s only a bit much left. i hope treasure and teumes can wrap up this year with a very ‘MADE TO SLAY’ year just like these tshirts. 🦔 let’s keep running really coolly until the end! bye 👋🏼](https://image.24vids.com/tw-2105273372380987482/amplify_video_thumb/2105272782871519232/img/ODVeESuacXs7Znys.jpg)
![🚨🛸👽 Alien Craft and Bodies - How Confident? 👽🛸🚨 "Confidence is high. Repeat: confidence is high." ~The Sherminator Grusch/Kelly Part 1 - Video and Transcript "As somebody who was in very high positions of trust over the years, I can assure you that that...the U.S. government has engaged in a crash retrieval and reverse engineering operation of non-human crafts and recovering the biologics as well. I take that assessment very seriously" ~Grusch (I'll do my best to finish all three parts tonight) ~ Biggest Takeaway How did Grusch see evidence of alleged non-human craft and bodies and how confident is he that this is legit? Grusch: "I came in as a skeptical eye, having briefed to a lot of U.S. programs. And I was thinking, oh, I'll figure out what this is. This might be some kind of U.S. program, some prosaic natural phenomenon, some kind of adversarial program, some strategic technical surprise. "Eventually, as I started pulsing my networks, digging into archives where, we'll just say, certain programs forgot to fully clean out safe drawers, and finding both audio-visual documentation. And then interviewing over 40 people all the way up to, I'll just say, the cabinet level over the course of four years. So a combination of oral testimony, audio-visual evidence and documentation. I became convinced, at a high-confidence level that the U.S. has engaged in a crash retrieval and reverse engineering operation of - like the trailer you just played, said - non-human crafts and recovering, you know, the biologics as well. "And I say high-confidence, as somebody who's written assessments for the President of the United States. I take that assessment very seriously, and that confidence level very seriously. But as somebody who was in very high positions of trust over the years, I can assure you that that is an accurate statement. That the U.S. government, its private partners, allies and adversaries, do have programs, doing this exact thing." ~~~ Megyn Kelly: "It's the age-old question that has fascinated humans for centuries and continues to: are we alone in the universe, or even on our own planet? My next guest says, not only are UFOs - or now they're called UAPs - Unidentified Anomalous Phenomena. That's hard to remember, but UAPs - real, but the government has allegedly been aware of them for decades and running a disinformation campaign to make you feel like an idiot if you believe reports about them. "David Grusch is a former US Air Force Intelligence Officer and senior intelligence official. He was his agency's co-lead in UAP investigation and quote 'transmedium object analysis' and was reporting to the Pentagon's UAP Task Force as well. In 2023, Grusch filed a whistleblower complaint asserting that the United States has been operating a quote, 'multi-decade UAP crash retrieval and reverse engineering program,' meaning we're taking what we find - vehicles - and trying to figure out how they operated. And that Congress has been kept in the dark about large portions of the program. He later testified under oath before the House Oversight Committee, drawing national attention when he made this claim here. Watch." ~Video from the 2023 Oversight Committee Hearing~ Rep. Nancy Mace: "If you believe we have crashed craft, stated earlier, do we have the bodies of the pilots who piloted this craft?" David Grusch: "As I've stated publicly already in my NewsNation interview, biologics came with some of these recoveries, yeah." Mace: "Were they, I guess, human or non-human biologics?" Grusch: "Non-human, and that was the assessment of people with direct knowledge on the program I talked to that are currently still on the program." ~ Kelly: "So, he's alleging that we have crafts and we have non-human biologics from those crafts, and that the American people are being kept in the dark about it. And he is not alone. He is not alone. Now, Pentagon officials have publicly denied that there's any verified evidence of non-human intelligence or secret programs of this kind. They've been denying it for 80 years. But now, a new documentary called 'The Age of Disclosure' is taking center stage. It's extraordinary, examining decades of this alleged secrecy, and they have everyone in this film. "The film features interviews with 34 former and current government officials, including Secretary of State, Marco Rubio, and Representative Anna Paulina Luna, who claim the U.S. has long been concealing evidence of non-human intelligence and UAPs. Here's a part of the trailer." Begin Excerpt from "The Age of Disclosure" Tim Gallaudet: "Humanity is not the only intelligence in the Universe." Dr. Eric Davis: "Humanity is not the only intelligent species." Brett Feddersen: "We are absolutely not alone." Karl Nell: "Non-human intelligence exists." Jim Semivan: "UAPs are real ,they're here, and they're not human." Jay Stratton: "I have seen with my own eyes, non-human craft and non-human beings." Senator Mike Rounds: "This is so secret, very, very few people in our entire government have been allowed access to it." Secretary Marco Rubio: "Even presidents have been operating on a need-to-know basis, but that begins to ramp out of control." Kirsten Gillibrand: "It's not acceptable to have secret parts of government that no one ever sees." Rep. Tim Burchett Press Office: "You better be careful about a government that doesn't trust its people, because there's no telling what they'll pull on ya." ~End AoD Excerpt~ Kelly: "It's extraordinary. Let's get into it. David joins me now. David, thank you so much for your service and for being here." Grusch: "Thanks. Mellon. Um, excuse me (laughs). Thanks, Megan. Thank you for having me on." Kelly: "(laughs) No worries. This is like a crazy story and a stunning story and disturbing. And I have to tell you, I've always been sort of open minded to this issue, but more skeptical. And I my skepticism is gone, having watched 'The Age of Disclosure.'" (Until we hear from a firsthand witness who says they worked hands-on what they feel was a non-human craft, in the alleged Legacy crash retrieval and reverse engineering program, I think it's smart to retain some skepticism.) Kelly: "['The Age of Disclosure' is] incredibly well done, and they've got everybody. I mean, all of the like, astrophysicists and extremely-well-educated, and accomplished, scientists - who have been investigating this from the start. Well, not the start, because it was 80 years ago, but in recent decades - on camera, on the record, saying as much as they can. "And the director of the film (Dan Farah) has been making the rounds saying, the only reason he was able to get so many people to participate is because they felt there was safety in numbers and that they couldn't either fire everyone, or worse. Because a lot of these guys, these are distinguished guys, served in the Air Force like yourself, or served at the Pentagon, served all over the armed forces. A lot of these guys are actually worried not just about their careers getting killed, but about them themselves getting killed. I mean, set it up for us on the stakes of the number of people who went on camera and actually started saying as much as they could without violating classified restrictions." Grusch: "Certainly, that's a real fear, and we can certainly get into that. 'Age of Disclosure' was, you know, a project I didn't fully participate in, however, I do applaud the effort in these individuals for at least coming forward and speaking. And like you, I was a very skeptical person. I was certainly open to the topic. I was interested in space and science in a very precocious way, as a child. I ended up studying physics and the Air Force gave me a full-ride scholarship. And I was always, obviously, open to the topic, but I was in positions of high trust in the government at the most extreme levels, having walked the halls of the West Wing, personally handled the presidential daily intelligence brief and had some of the same broad accesses that the President and his cabinet has had over the years, even as a young man across multiple administrations "I figured - when I was eventually brought into this topic, working for the UAP Task Force - oh, I would know this exists. Somebody would have slipped and said something to me. At the time, I was briefed to over 90% out of all black programs in the Department of Defense and also the Intelligence Community, and I had an arrogant opinion of the topic. I was certainly open to the idea, but I figured I haven't seen any evidence and I would have been briefed into those kind of things, because I had a need-to-know at the time. So I came into it very similar to you, but open minded." Kelly: "And then, what specifically were you assigned to where you started to see actual evidence that we've been researching this for 80 years, that we do have crafts recovered, that we have, quote, 'biologics' recovered, which include some sort of other being. And what was your reaction when you started to learn this?" Grusch: "Yeah, I was very skeptical. I was in my military capacity, I had a parallel-civilian-intelligence career as well. But in my military-reserve capacity, I was the backup Intelligence Director for the National Reconnaissance Offices operation center. I briefed the NRO director. That's where I handled the PDB" Kelly: "Presidential Daily Brief." Grusch: "And I handled, essentially, all sensitive activities and all that stuff. And so, the UAP Task Force was looking for a representative from that organization. I came in as a skeptical eye, having briefed to a lot of U.S. programs. And I was thinking, oh, I'll figure out what this is. This might be some kind of U.S. program, some prosaic natural phenomenon, some kind of adversarial program, some strategic technical surprise. "But eventually, as I started pulsing my networks, digging into archives where, we'll just say, certain programs forgot to fully clean out safe drawers, and finding both audio visual documentation. And then interviewing over 40 people all the way up to, I'll just say, the cabinet level over the course of four years. So a combination of oral testimony, audio-visual evidence and documentation. I became convinced, at a high-confidence level that the U.S. has engaged in a crash retrieval and reverse engineering operation of - like the trailer you just played, said - non-human crafts and recovering, you know, the biologics as well. "And I say high-confidence, as somebody who's written assessments for the President of the United States. I take that assessment very seriously, and that confidence level very seriously. But as somebody who was in very high positions of trust over the years, I can assure you that that is an accurate statement. That the U.S. government, its private partners, allies and adversaries, do have programs, doing this exact thing." Kelly: "Many in our audience may know you, David, you've been kind of really celebrated [by] people for coming out as a whistleblower and calling attention the fact that our government's been hiding this from us. And even when told to disclose what they know to investigators and to the public or to the oversight seers they haven't. There's a deeper program called The Legacy program that has really...seems to have been trying to hide the most shocking pieces of what we know from even the UAP Task Force."](https://image.24vids.com/tw-2009110796807360534/amplify_video_thumb/2009074481340534787/img/tP8VqixJms_G8IcI.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)