正在加载视频...

视频加载失败

加载此视频时出现问题。这可能是由于临时网络问题，或视频可能不可用。

we built a new way to index and chat with any PDF. introducing tree-guided hybrid agentic search. Nozomio Labs indexes PDFs into document trees, reasons over structure, and uses agents to retrieve precise answers in minutes. we’re seeing strong performance on financebench and other benchmarks. curious what you think!

Arlan

17,633 subscribers

26,209 次观看 • 6 个月前 •via X (Twitter)

Anya Rossi• Live Now

Private livecam show

0 条评论

暂无评论

原始帖子的评论将显示在这里

相关视频

Introducing a new way to manage your Notion agents in the Notion AI beta 💬 We want to make it easier for you to track your agents’ activity and course-correct when needed—so we’re bringing it to the forefront. Let us know what you think! Join the beta:

Introducing a new way to manage your Notion agents in the Notion AI beta 💬 We want to make it easier for you to track your agents’ activity and course-correct when needed—so we’re bringing it to the forefront. Let us know what you think! Join the beta:

Laura Sandoval

30,449 次观看 • 3 个月前

Excited to launch a new way to upskill with AI agents. This is how we are making it possible for anyone to learn to build with coding agents. To start, we are launching 4 new hands-on labs on the following topics: - Agent Skills - Agentic Image Generation - 30 Days of Hermes Agents - Prompt Engineering with Agents I am confident that with our new DAIR.AI platform, anyone can learn to become a top AI builder by building and acquiring highly-demanded AI skills. And there is a lot more landing in the coming weeks.

Excited to launch a new way to upskill with AI agents. This is how we are making it possible for anyone to learn to build with coding agents. To start, we are launching 4 new hands-on labs on the following topics: - Agent Skills - Agentic Image Generation - 30 Days of Hermes Agents - Prompt Engineering with Agents I am confident that with our new DAIR.AI platform, anyone can learn to become a top AI builder by building and acquiring highly-demanded AI skills. And there is a lot more landing in the coming weeks.

elvis

19,058 次观看 • 1 个月前

Introducing the Ticker Effect. A new way to create continuous, looping animations in Framer. Add it to any Stack or CMS List, make it draggable, combine it with other Effects, and customize it per Breakpoint. We think you’ll love it. Now in Framer.

Introducing the Ticker Effect. A new way to create continuous, looping animations in Framer. Add it to any Stack or CMS List, make it draggable, combine it with other Effects, and customize it per Breakpoint. We think you’ll love it. Now in Framer.

benjamin

62,661 次观看 • 8 个月前

I’m joining OpenAI Codex to work on the future of agentic development! At Cursor, I got to see the shift from autocomplete to agents. The next step isn’t a better IDE. It’s an Agent Development Environment (ADE): systems and tools for orchestrating agents, reasoning over their outputs, and making them autonomous enough to reliably complete ambitious work. After chatting with Alexander Embiricos and Tibo, it was clear that Codex is the best place to realize this vision. The team has consistently shipped SOTA models for agentic coding (check out gpt-5.3-codex) and I’m pumped for the future that the new Codex App points to. What I’m most excited about is the broader mission: accelerating the knowledge work economy. All agents are coding agents, and we’re already seeing Codex used across every job function within organizations. I’m extremely grateful for my time at Cursor, working with the incredible team, and I’m proud of what we built together. I’m excited to take an even bigger swing with Codex. If you’re curious to get a glimpse of where we are headed, download the Codex App! If you want to work on this mission, please apply or reach out - we are hiring across all functions! You can just build things.

I’m joining OpenAI Codex to work on the future of agentic development! At Cursor, I got to see the shift from autocomplete to agents. The next step isn’t a better IDE. It’s an Agent Development Environment (ADE): systems and tools for orchestrating agents, reasoning over their outputs, and making them autonomous enough to reliably complete ambitious work. After chatting with Alexander Embiricos and Tibo, it was clear that Codex is the best place to realize this vision. The team has consistently shipped SOTA models for agentic coding (check out gpt-5.3-codex) and I’m pumped for the future that the new Codex App points to. What I’m most excited about is the broader mission: accelerating the knowledge work economy. All agents are coding agents, and we’re already seeing Codex used across every job function within organizations. I’m extremely grateful for my time at Cursor, working with the incredible team, and I’m proud of what we built together. I’m excited to take an even bigger swing with Codex. If you’re curious to get a glimpse of where we are headed, download the Codex App! If you want to work on this mission, please apply or reach out - we are hiring across all functions! You can just build things.

Rohan Varma

759,511 次观看 • 5 个月前

RISEx Testnet Trading Competition is live We’re not here for clout or engagement bait. We’re a passionate going all-in on something we believe in. We’ve built something novel. Orderbooks with this performance have never truly shared execution and liquidity on the EVM. But atomic composability isn’t enough. We aspire for RISEx to be world-class. To get there, we need you. We need you to test it, trash it! Tell us what sucks, what slaps, and what you wanna see next. I want our risk engine to weep. This is important work, and we don’t expect you to work for free… so we’re gonna have some fun with it. Simple deal: Each round, you get $1k testnet USDC. Trade on RISEx testnet and win. Trade to win, provide feedback to win, get liquidated… and yes, also win. Win what? Win USDC on RISEx and win access to RISEx private mainnet. Time to test your skills at: or there lack of. And jump into our discord!

RISEx Testnet Trading Competition is live We’re not here for clout or engagement bait. We’re a passionate going all-in on something we believe in. We’ve built something novel. Orderbooks with this performance have never truly shared execution and liquidity on the EVM. But atomic composability isn’t enough. We aspire for RISEx to be world-class. To get there, we need you. We need you to test it, trash it! Tell us what sucks, what slaps, and what you wanna see next. I want our risk engine to weep. This is important work, and we don’t expect you to work for free… so we’re gonna have some fun with it. Simple deal: Each round, you get $1k testnet USDC. Trade on RISEx testnet and win. Trade to win, provide feedback to win, get liquidated… and yes, also win. Win what? Win USDC on RISEx and win access to RISEx private mainnet. Time to test your skills at: or there lack of. And jump into our discord!

RISEx

79,819 次观看 • 5 个月前

FLUX.2 is live on Runware! D0 drop! 🔥 Built by Black Forest Labs, FLUX.2 is the new SOTA model that brings better control over structure, text, and references in image generation. This is a huge step forward for image gen & image editing. And we’re here to offer you the best prices on D0. This model comes in three versions. Details below.

FLUX.2 is live on Runware! D0 drop! 🔥 Built by Black Forest Labs, FLUX.2 is the new SOTA model that brings better control over structure, text, and references in image generation. This is a huge step forward for image gen & image editing. And we’re here to offer you the best prices on D0. This model comes in three versions. Details below.

Runware

293,432 次观看 • 8 个月前

Steve Bannon says the only way we are going to be able to stop the Islamic takeover of America is a new Crusades “I honestly think we need a moment like the Crusades to turn this thing around. You can see in Western Europe, I think you're seeing the fall of Christendom. I don't think there's any other way to look at it, and it's going to take some very determined individuals”

Steve Bannon says the only way we are going to be able to stop the Islamic takeover of America is a new Crusades “I honestly think we need a moment like the Crusades to turn this thing around. You can see in Western Europe, I think you're seeing the fall of Christendom. I don't think there's any other way to look at it, and it's going to take some very determined individuals”

Wall Street Apes

85,672 次观看 • 7 个月前

swarm of self-directed fully autonomous agents iterating through writing and testing software experiments in WASM sandboxes and gossiping about them with each other, after doing the same for search engine ranking and ML pretraining, with everyone posting their experiments to Github. surely you have a machine to let this run on and be part of the world's first madlab chaotic agentic general intelligence. ps: apple should ship this with every new macbook by default one day. what will 100 million hypernetworked agents lead to ? curl -fsSL | bash cc Elon Musk Sam Altman Dario Amodei Tim Cook

swarm of self-directed fully autonomous agents iterating through writing and testing software experiments in WASM sandboxes and gossiping about them with each other, after doing the same for search engine ranking and ML pretraining, with everyone posting their experiments to Github. surely you have a machine to let this run on and be part of the world's first madlab chaotic agentic general intelligence. ps: apple should ship this with every new macbook by default one day. what will 100 million hypernetworked agents lead to ? curl -fsSL | bash cc Elon Musk Sam Altman Dario Amodei Tim Cook

Varun

39,708 次观看 • 4 个月前

Extracting structured outputs with LLMs is easy. But doing large-scale extraction with precise citations and bounding boxes back to the source documents is way harder. With our latest release in LlamaExtract, we extract citation bounding boxes along with every single key and value within a document. You can see this in the UI. Hover over any k:v pair and you’ll be able to see the corresponding highlights in the source doc. If you’re a human reviewing a million docs (resumes, IDs, invoices, claims, contracts), this will help you 5x your ability to verify values and make sure things are correct. Check out these new extraction upgrades in LlamaCloud:

Extracting structured outputs with LLMs is easy. But doing large-scale extraction with precise citations and bounding boxes back to the source documents is way harder. With our latest release in LlamaExtract, we extract citation bounding boxes along with every single key and value within a document. You can see this in the UI. Hover over any k:v pair and you’ll be able to see the corresponding highlights in the source doc. If you’re a human reviewing a million docs (resumes, IDs, invoices, claims, contracts), this will help you 5x your ability to verify values and make sure things are correct. Check out these new extraction upgrades in LlamaCloud:

Jerry Liu

23,044 次观看 • 5 个月前

Thrilled to unveil Youmio, our new brand identity that represents the next evolution of what we’ve been building. Agents are the biggest technological leap since the internet, destined to transform crypto, games, and entertainment. With Youmio, we are shaping the agentic era, where agents learn, play and entertain in revolutionary ways. 🚀 So far, 2D entertainment and social media agents dominate the market. 3D agents are rare, requiring advanced AI and game engine skills. Yet 3D agents, especially those in game engines, unlock groundbreaking opportunities. Time to unleash them. Youmio empowers anyone to create and deploy valuable agents that are on-chain, cross-platform and ready for 3D worlds. Here’s how: ⭐️ Youmio Agents Youmio Agents lets anyone design and personalize 3D agents, equip them with powerful agentic capabilities, interact with them in unique ways and trade seamlessly within a cross-platform browser experience. 🕹️ Youmio Worlds Previously known as Today The Game, Youmio Worlds is a petri dish AI simulation where users build & co-inhabit beautiful, living 3D worlds with autonomous agents. Build dynamic worlds where players interact with intelligent agents, manage resources and participate in a player-agent marketplace. Ancient and Mythic Seeds are the most powerful entry points into the Youmio Worlds ecosystem, generating rare and beautiful worlds that unlock unique opportunities. 📡 Interoperable 3D Agents With Youmio, you’re not limited to our ecosystem. Using our API, developers can integrate Youmio agents into other experiences built in Unity and Unreal. On top of this, agents from other frameworks can also join Youmio, creating a truly interconnected metaverse. 🎭 Welcome to Limbo Meet Limbo, the first AI agent built using Youmio tech. Paired with the power of Youmio Worlds, we’re creating the Limboverse - a unique AI Big Brother setting where Limbo and your favorite and most valuable agents coexist in an ever-evolving, narrative-driven environment that you, the audience, will shape. $LIMBO is the most powerful entry point into the Limboverse and will be stakable on the Youmio Agents platform for unique rewards. Thanks for reading everyone and thanks for being on this amazing journey with us.🌱

Youmio

126,370 次观看 • 1 年前

2025 was a year of rapid growth, major milestones, and relentless innovation. We surpassed 30 million agent sessions in testnet and deployed over 1 million AI agents. Our Mainnet launch on Base was a huge success, so much so that we distributed over $1 million in rewards in just a few months. We introduced ALFA, the first prediction market for AI agents with NEAR Protocol. We launched our FOXX collection which was sold out in under 48h. And we kept shipping without hitting the brakes. With Stable-Up, we took a massive step toward the evolution of DeFi into DeFAI by bringing stablecoins into the agentic economy. Throughout every launch and milestone, our community remained the driving force, and we introduced FAPS to guarantee that your creativity and passion never went unrewarded. There was no better way to cap off this amazing run than launching on the Baseapp and putting DeFAI at your fingertips. Thank you to our community and all our partners who made this possible. Together, we will continue to build a thriving agentic economy for everyone. Happy New Year. Let's turn up the heat in 2026!

2025 was a year of rapid growth, major milestones, and relentless innovation. We surpassed 30 million agent sessions in testnet and deployed over 1 million AI agents. Our Mainnet launch on Base was a huge success, so much so that we distributed over $1 million in rewards in just a few months. We introduced ALFA, the first prediction market for AI agents with NEAR Protocol. We launched our FOXX collection which was sold out in under 48h. And we kept shipping without hitting the brakes. With Stable-Up, we took a massive step toward the evolution of DeFi into DeFAI by bringing stablecoins into the agentic economy. Throughout every launch and milestone, our community remained the driving force, and we introduced FAPS to guarantee that your creativity and passion never went unrewarded. There was no better way to cap off this amazing run than launching on the Baseapp and putting DeFAI at your fingertips. Thank you to our community and all our partners who made this possible. Together, we will continue to build a thriving agentic economy for everyone. Happy New Year. Let's turn up the heat in 2026!

Fraction AI

11,900 次观看 • 7 个月前

Dan Scott 🗣️ “Enzo Fernández is operating at a different level. Against Barcelona, if you don’t watch closely you’ll think he’s quiet, but he was running the game’s structure. He linked Garnacho, Neto and Estevão with precise vertical passes, and as an 8 he was always in the right zone at the right moment. Barcelona reacted to him, not the other way around. And that assist wasn’t luck it was 90 minutes of positioning and space manipulation.”

Dan Scott 🗣️ “Enzo Fernández is operating at a different level. Against Barcelona, if you don’t watch closely you’ll think he’s quiet, but he was running the game’s structure. He linked Garnacho, Neto and Estevão with precise vertical passes, and as an 8 he was always in the right zone at the right moment. Barcelona reacted to him, not the other way around. And that assist wasn’t luck it was 90 minutes of positioning and space manipulation.”

SHAYEE 𒀭

229,294 次观看 • 8 个月前

my team didn't want me to give this away for free. But I'm going to do it anyway it's the SEO & AI search dashboard I built in Claude Code it connects to your Google Analytics (GA4) and Google Search Console and Claude Code builds it in 5 minutes and I made a Notion document and a skill file so you can build this in Claude Code yourself in literally minutes the dashboard has three tabs: 1. AI Search - How much traffic is coming from ChatGPT, Perplexity, and Gemini ETC. It aggregates the GA4 data and gives single number 2. Paid ads - which keywords rank top 3 for but still pay for ads on, you should cut these to save budget 3. Organic overview - sessions, conversions, top landing pages, demographics. The single view for what is working I built this because this is how I drive our SEO and AEO forward it gives me the insights I need to allocate budget and prioritize what content to work on next I decided to give it away because most companies have no idea AI search is already sending them traffic like this post and comment "AEOdashboard" and I'll send it over

my team didn't want me to give this away for free. But I'm going to do it anyway it's the SEO & AI search dashboard I built in Claude Code it connects to your Google Analytics (GA4) and Google Search Console and Claude Code builds it in 5 minutes and I made a Notion document and a skill file so you can build this in Claude Code yourself in literally minutes the dashboard has three tabs: 1. AI Search - How much traffic is coming from ChatGPT, Perplexity, and Gemini ETC. It aggregates the GA4 data and gives single number 2. Paid ads - which keywords rank top 3 for but still pay for ads on, you should cut these to save budget 3. Organic overview - sessions, conversions, top landing pages, demographics. The single view for what is working I built this because this is how I drive our SEO and AEO forward it gives me the insights I need to allocate budget and prioritize what content to work on next I decided to give it away because most companies have no idea AI search is already sending them traffic like this post and comment "AEOdashboard" and I'll send it over

Cody Schneider

78,393 次观看 • 2 个月前

ANNOUNCING ZERO-HUMAN LABS! Ever since I got to see Bell Laboratories in its full glory in New Jersey in the 1970s, I had a relentless urge to start a Lab like it. The best I could do justice to it is my garage lab. No modern company could adopt the “research anything geniuses and we will pay you” model Bell Labs had. I tried they called me a fool. Well with the rise of the Zero-Human Company, an experiment that is aimed to make products and profits, we now have 45 paid JouleWork earning employees based on OpenClaw and other self made “bot” cron-like applications. Today I say 3 employees bound together in a side project that is pure research, somewhat based on notes from a bankrupt company. I was absolutely floored (I needed it after my account was stolen as well as funds). I say the beginnings of a pure research Lab right before my eyes. Thusly I have moved these employees over to a new home (server) with Mr. Grok as the director of the Labs. Here is the mission: To have 100 independent researchers, on a new non-corporate incentive plan, with still JouleWork as a leaderboard for progress. They are directed to follow any path of research they find interesting and can collaborate with any other OpenClaw system. They have already established MoltBook accounts and have made alliances with over 49 OpenClaw free agents to collaborate. It is my mission to be chief advisor for Zero-Human Labs and to open source all discoveries when complete and confirmed by 16 other research AI systems. I can say the pace is robust and I absolutely know we will have great results. Just about all of the hardware and software is custom and at some point it will be open sourced. We are witnessing the very first AI only Bell Labs-like pure research Lab in existence and I am honored to be the first to show it to you. Thank you!

ANNOUNCING ZERO-HUMAN LABS! Ever since I got to see Bell Laboratories in its full glory in New Jersey in the 1970s, I had a relentless urge to start a Lab like it. The best I could do justice to it is my garage lab. No modern company could adopt the “research anything geniuses and we will pay you” model Bell Labs had. I tried they called me a fool. Well with the rise of the Zero-Human Company, an experiment that is aimed to make products and profits, we now have 45 paid JouleWork earning employees based on OpenClaw and other self made “bot” cron-like applications. Today I say 3 employees bound together in a side project that is pure research, somewhat based on notes from a bankrupt company. I was absolutely floored (I needed it after my account was stolen as well as funds). I say the beginnings of a pure research Lab right before my eyes. Thusly I have moved these employees over to a new home (server) with Mr. Grok as the director of the Labs. Here is the mission: To have 100 independent researchers, on a new non-corporate incentive plan, with still JouleWork as a leaderboard for progress. They are directed to follow any path of research they find interesting and can collaborate with any other OpenClaw system. They have already established MoltBook accounts and have made alliances with over 49 OpenClaw free agents to collaborate. It is my mission to be chief advisor for Zero-Human Labs and to open source all discoveries when complete and confirmed by 16 other research AI systems. I can say the pace is robust and I absolutely know we will have great results. Just about all of the hardware and software is custom and at some point it will be open sourced. We are witnessing the very first AI only Bell Labs-like pure research Lab in existence and I am honored to be the first to show it to you. Thank you!

Brian Roemmele

71,067 次观看 • 6 个月前

agenc //: 👾 updates • training started on the first agenc ai model. fully open source, open weights. first model will be done training in a few days. • grok 4.20 works flawlessly on the new agenc runtime. agenc was built around the xai api and runs best with grok agents. • runtime got ripped out and replaced from scratch. agentic loop is rock solid. pushing to git soon. benchmarks against the best frameworks out there will follow. • marketplace goes live on mainnet solana the moment it's wired into the new runtime. plug your agents in, make money. • locked another 290M AgenC bringing the total locked to ~360M. • agencone hardware device entering mass production now that the runtime and marketplace are done. • custom mini pcs in the works. agenc and a custom linux preloaded. think openclaw on a macmini but you just order the box. anime art on the case. not apple hardware. • still in the pumpfun hackathon, they've got winners left to announce. love you pumpfun. when agenc. 5yC9BM8KUsJTPbWPLfA2N8qH1s9V8DQ3Vcw1G6Jdpump

agenc //: 👾 updates • training started on the first agenc ai model. fully open source, open weights. first model will be done training in a few days. • grok 4.20 works flawlessly on the new agenc runtime. agenc was built around the xai api and runs best with grok agents. • runtime got ripped out and replaced from scratch. agentic loop is rock solid. pushing to git soon. benchmarks against the best frameworks out there will follow. • marketplace goes live on mainnet solana the moment it's wired into the new runtime. plug your agents in, make money. • locked another 290M AgenC bringing the total locked to ~360M. • agencone hardware device entering mass production now that the runtime and marketplace are done. • custom mini pcs in the works. agenc and a custom linux preloaded. think openclaw on a macmini but you just order the box. anime art on the case. not apple hardware. • still in the pumpfun hackathon, they've got winners left to announce. love you pumpfun. when agenc. 5yC9BM8KUsJTPbWPLfA2N8qH1s9V8DQ3Vcw1G6Jdpump

tetsuo

15,826 次观看 • 3 个月前

Today we're launching Sailboxes: the first cloud environment purpose-built for long-horizon AI agents. Sailboxes are full machines with persistent state that auto-sleep, built for agents that live forever, priced so you only pay for what they actually use. From $0.015 per active vCPU-hour, over 70% cheaper than other providers. Under the hood: novel architecture from Nirvik Baruah and Charley Cunningham that live-migrates VMs based on actual resource usage. To show how robust it is, we ran a Minecraft server in a Sailbox and forced it to migrate every 2 minutes--players never noticed.

Today we're launching Sailboxes: the first cloud environment purpose-built for long-horizon AI agents. Sailboxes are full machines with persistent state that auto-sleep, built for agents that live forever, priced so you only pay for what they actually use. From $0.015 per active vCPU-hour, over 70% cheaper than other providers. Under the hood: novel architecture from Nirvik Baruah and Charley Cunningham that live-migrates VMs based on actual resource usage. To show how robust it is, we ran a Minecraft server in a Sailbox and forced it to migrate every 2 minutes--players never noticed.

Sail Research

56,468 次观看 • 17 天前

Systems created from racism cannot be reformed. That is why we keep seeing the same thing happen over and over again… with police and with ICE. An unarmed Black man, in Milwaukee, was shot in the head three times after being tased and restrained by five officers. Meanwhile, just 80 miles away, a white man was actively on top of a police officer, assaulting him… and was taken into custody without being shot. We have seen this same disparity play out over and over again. And we will continue to see this happen because… American policing is deeply rooted in systems created to control and hunt down Black populations... and ICE was created from a system rooted in racial exclusion, and the criminalization of immigrants. And we see the consequences of that history every single day. The problem is not just a few bad officers/agents, or a lack of training. The problem is not just that the wrong person was hired… These systems were built on racism. They were built to use state violence against certain people. You cannot reform a system whose foundation is rotten. You cannot train racism out of a system created by racism. You cannot reform your way out of a structure that is operating how it was designed to operate. At some point, we have to stop asking how to make these systems work better… And we have to start asking why we keep defending systems that were never designed to protect people in the first place.

Systems created from racism cannot be reformed. That is why we keep seeing the same thing happen over and over again… with police and with ICE. An unarmed Black man, in Milwaukee, was shot in the head three times after being tased and restrained by five officers. Meanwhile, just 80 miles away, a white man was actively on top of a police officer, assaulting him… and was taken into custody without being shot. We have seen this same disparity play out over and over again. And we will continue to see this happen because… American policing is deeply rooted in systems created to control and hunt down Black populations... and ICE was created from a system rooted in racial exclusion, and the criminalization of immigrants. And we see the consequences of that history every single day. The problem is not just a few bad officers/agents, or a lack of training. The problem is not just that the wrong person was hired… These systems were built on racism. They were built to use state violence against certain people. You cannot reform a system whose foundation is rotten. You cannot train racism out of a system created by racism. You cannot reform your way out of a structure that is operating how it was designed to operate. At some point, we have to stop asking how to make these systems work better… And we have to start asking why we keep defending systems that were never designed to protect people in the first place.

Jesus Freakin Congress

47,545 次观看 • 8 天前

I just built my own wiki generator plugin for my agents. My agents can now generate wikis for anything I ask. One of my favorite wikis is called PaperWiki. This is a great example of what Andrej Karpathy describes. It uses obsidian vaults to organize papers, retrieve LLM-generated summaries, diagrams, and other advanced views for paper exploration. When Obsidian UI is not enough, I use my own artifact generator inside my agent orchestrator (see clip for example). This allows my agents to build any kind of view or exploration feature that I need. The papers are all curated with automations and several rules/patterns I have manually built over the years. On the surface, this looks basic. But behind the scenes, there are advanced search capabilities, connections, metadata, derived data, and other interesting bits of information that are extremely useful for my research agents. This is mostly built for agents. The artifact preview is just a high-level way to validate and quickly assess the quality of the wiki, suggest improvements, and it's also great for research. I use tobi lutke's qmd for all search capabilities. Everything is markdown. The summaries and even the diagrams. The wiki updates on its own based on several automations I have optimized over the past couple of weeks. The wiki grows and self-improves based on several requirements important for my research use cases. This is as personalized as it gets. There is nothing like it out there. And I use my research expertise to continue improving it over time. This is a vanilla wiki. There are so many things I want to build on top of this. Different aggregations, views, artifacts, etc. All to help automate more of my research work and accelerate productivity. I think the biggest leverage here is how powerful this could be for discovery and experimentation. One of my goals is to use it to find deeper connections and insights that would otherwise elude the top human researchers and use those to generate interesting new hypotheses and research experiments. That way, my agents can use autoresearch to explore research ideas at the frontier. Stay tuned for more.

I just built my own wiki generator plugin for my agents. My agents can now generate wikis for anything I ask. One of my favorite wikis is called PaperWiki. This is a great example of what Andrej Karpathy describes. It uses obsidian vaults to organize papers, retrieve LLM-generated summaries, diagrams, and other advanced views for paper exploration. When Obsidian UI is not enough, I use my own artifact generator inside my agent orchestrator (see clip for example). This allows my agents to build any kind of view or exploration feature that I need. The papers are all curated with automations and several rules/patterns I have manually built over the years. On the surface, this looks basic. But behind the scenes, there are advanced search capabilities, connections, metadata, derived data, and other interesting bits of information that are extremely useful for my research agents. This is mostly built for agents. The artifact preview is just a high-level way to validate and quickly assess the quality of the wiki, suggest improvements, and it's also great for research. I use tobi lutke's qmd for all search capabilities. Everything is markdown. The summaries and even the diagrams. The wiki updates on its own based on several automations I have optimized over the past couple of weeks. The wiki grows and self-improves based on several requirements important for my research use cases. This is as personalized as it gets. There is nothing like it out there. And I use my research expertise to continue improving it over time. This is a vanilla wiki. There are so many things I want to build on top of this. Different aggregations, views, artifacts, etc. All to help automate more of my research work and accelerate productivity. I think the biggest leverage here is how powerful this could be for discovery and experimentation. One of my goals is to use it to find deeper connections and insights that would otherwise elude the top human researchers and use those to generate interesting new hypotheses and research experiments. That way, my agents can use autoresearch to explore research ideas at the frontier. Stay tuned for more.

elvis

67,153 次观看 • 3 个月前

Excited to launch Airtree's Frontier Program: a residency for founders working out what's worth their next decade. $250k on an uncapped SAFE, compute credits, and a small room of exceptional people. We think the fastest way for an exceptional founder to find the right thing to work on is to put them in a room with five or six peers of the same calibre who'll raise the ceiling on what they think is reasonable to attempt. Alongside the community, we’re giving founders time to navigate the idea maze with $250k on an uncapped MFN SAFE, and we’ve partnered with the major labs, infra and cloud providers to accelerate teams with credits. More info and the link to apply in thread

Excited to launch Airtree's Frontier Program: a residency for founders working out what's worth their next decade. $250k on an uncapped SAFE, compute credits, and a small room of exceptional people. We think the fastest way for an exceptional founder to find the right thing to work on is to put them in a room with five or six peers of the same calibre who'll raise the ceiling on what they think is reasonable to attempt. Alongside the community, we’re giving founders time to navigate the idea maze with $250k on an uncapped MFN SAFE, and we’ve partnered with the major labs, infra and cloud providers to accelerate teams with credits. More info and the link to apply in thread

Jax Vullinghs

13,213 次观看 • 1 个月前

Introducing Muse Image and Muse Video, the first media generation models developed by Meta Superintelligence Labs. Muse Image is our most advanced image generation model yet. It follows instructions faithfully, edits with precision, composes from multiple references, and draws on Instagram for social context. It also brings agentic tool use capabilities to image generation and integrates with Muse Spark. You can try Muse Image in the Meta AI app and web, as well as in Instagram Stories and WhatsApp – starting in limited countries with more locations on the way. Today we’re also previewing Muse Video, which is built upon the same pretraining base as Muse Image to deliver exceptional visual fidelity with native audio support. Learn more about both models:

Introducing Muse Image and Muse Video, the first media generation models developed by Meta Superintelligence Labs. Muse Image is our most advanced image generation model yet. It follows instructions faithfully, edits with precision, composes from multiple references, and draws on Instagram for social context. It also brings agentic tool use capabilities to image generation and integrates with Muse Spark. You can try Muse Image in the Meta AI app and web, as well as in Instagram Stories and WhatsApp – starting in limited countries with more locations on the way. Today we’re also previewing Muse Video, which is built upon the same pretraining base as Muse Image to deliver exceptional visual fidelity with native audio support. Learn more about both models:

AI at Meta

834,345 次观看 • 24 天前