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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... show more

Jerry Liu

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23,044 views • 4 months ago •via X (Twitter)

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Turn complex docs into clean, LLM-ready data! Every AI company I've talked to is solving the same problem: how do you build systems that don't hallucinate and back up every answer with proper citations? Tensorlake is a tool that extracts custom-defined structured data from any unstructured document in 3 steps: ↳ Define your schema ↳ Enable citations ↳ Extract You get RAG-ready data with precise citations and bounding boxes. Feed this to your LLM, and you'll generate responses that are citation-backed and fully auditable. This is the difference between a demo and a production system. When your AI can show exactly where it got its information, you move from proof-of-concept to something people can actually trust and deploy. I've shared the Tensorlake GitHub repo in the replies!

Turn complex docs into clean, LLM-ready data! Every AI company I've talked to is solving the same problem: how do you build systems that don't hallucinate and back up every answer with proper citations? Tensorlake is a tool that extracts custom-defined structured data from any unstructured document in 3 steps: ↳ Define your schema ↳ Enable citations ↳ Extract You get RAG-ready data with precise citations and bounding boxes. Feed this to your LLM, and you'll generate responses that are citation-backed and fully auditable. This is the difference between a demo and a production system. When your AI can show exactly where it got its information, you move from proof-of-concept to something people can actually trust and deploy. I've shared the Tensorlake GitHub repo in the replies!

Akshay 🚀

58,117 views • 7 months ago

How can a 99% accurate medical test give you a 9% chance of having the disease if it comes back positive? 🤔 If you are in medicine this is the SINGLE most important diagnostic testing concept to know. Welcome to the difference between specificity and positive predictive value. Sensitivity & specificity are fixed test properties. These do not factor how common a disease is (prevalence) Positive Predictive Value (probability a positive test reflects having a disease) factors in prevalence and is actually more important to clinicians than sens/spec. It is harder to figure out though because we need to have a gestault for how prevalent a disease is for the EXACT patient we are seeing. If you have very low prevalence, even with a great test, most positives are false positives. This is why screening low-risk patients can result in many false positives and harm To master this, just play with the calculator yourself and you will see!!!!👇

How can a 99% accurate medical test give you a 9% chance of having the disease if it comes back positive? 🤔 If you are in medicine this is the SINGLE most important diagnostic testing concept to know. Welcome to the difference between specificity and positive predictive value. Sensitivity & specificity are fixed test properties. These do not factor how common a disease is (prevalence) Positive Predictive Value (probability a positive test reflects having a disease) factors in prevalence and is actually more important to clinicians than sens/spec. It is harder to figure out though because we need to have a gestault for how prevalent a disease is for the EXACT patient we are seeing. If you have very low prevalence, even with a great test, most positives are false positives. This is why screening low-risk patients can result in many false positives and harm To master this, just play with the calculator yourself and you will see!!!!👇

Ross Prager

15,961 views • 4 months ago

I will always believe in the extraordinary power of God to change all predicaments! Do you believe it? Just as God parted the Red Sea for the Israelites, He can also help us overcome all obstacles. For God’s power surpasses everything, and all things are in His hands. As long as we sincerely rely on God, we can receive His guidance and find the way out of our predicaments. God says: “The heavens and earth and all things are established and made complete by the words I utter, and with Me, anything can be accomplished.” “It is very simple now: Look upon Me with your heart, and your spirit will immediately grow strong. You will have a path to practice, and I will guide your every step. My word shall be revealed to you at all times and in all places. No matter where or when, or how adverse the environment is, I will make you see clearly, and My heart shall be revealed to you if you look to Me with yours; in this manner, you will run down the road ahead and never lose your way.” "

I will always believe in the extraordinary power of God to change all predicaments! Do you believe it? Just as God parted the Red Sea for the Israelites, He can also help us overcome all obstacles. For God’s power surpasses everything, and all things are in His hands. As long as we sincerely rely on God, we can receive His guidance and find the way out of our predicaments. God says: “The heavens and earth and all things are established and made complete by the words I utter, and with Me, anything can be accomplished.” “It is very simple now: Look upon Me with your heart, and your spirit will immediately grow strong. You will have a path to practice, and I will guide your every step. My word shall be revealed to you at all times and in all places. No matter where or when, or how adverse the environment is, I will make you see clearly, and My heart shall be revealed to you if you look to Me with yours; in this manner, you will run down the road ahead and never lose your way.” "

InGODwetrust

60,332 views • 2 years ago

who wants bounding boxes and segmentations? we’re launching next week, and researchers in academia are eligible to receive our datasets for free. drop a comment and i’ll dm you

who wants bounding boxes and segmentations? we’re launching next week, and researchers in academia are eligible to receive our datasets for free. drop a comment and i’ll dm you

Raj Patel

27,433 views • 3 months ago

World Models are the path for some AI Models in the future. But how can we efficiently train these models to not only see the world the way humans do but to see the world in a new and unique way. By visualizing, what is normally sequenced audio patterns, we can derive much more insights. Here we see Paganini in a visual form that can than be described and transcribed into a World Model. We can observe connections in a manner that may not have been clear prior to the digitalization of music and sound in this way. The company with the most valuable potential in building a World Model is Tesla. Not that this type of visualization is being used, but that the mechanisms are in place, and the technology is in place for the company to thrive in this new form of AI.

World Models are the path for some AI Models in the future. But how can we efficiently train these models to not only see the world the way humans do but to see the world in a new and unique way. By visualizing, what is normally sequenced audio patterns, we can derive much more insights. Here we see Paganini in a visual form that can than be described and transcribed into a World Model. We can observe connections in a manner that may not have been clear prior to the digitalization of music and sound in this way. The company with the most valuable potential in building a World Model is Tesla. Not that this type of visualization is being used, but that the mechanisms are in place, and the technology is in place for the company to thrive in this new form of AI.

Brian Roemmele

57,424 views • 7 months ago

🎉 How D-lightful! 🎉 Chainguard has raised a $356M Series D round co-led by new investor Kleiner Perkins and existing investor IVP, with participation from Salesforce Ventures, Datadog, Inc. Ventures, and every single other existing investor. This brings our total funds raised to over $600M, and puts us at a $3.5 billion valuation. We’re on a mission to be the safe source for open source and build a future where security and innovation can move in lockstep. This new investment allows us to continue creating secure, easy to use products and solutions that enable that future for our users. The momentum we’ve built over the past few years has been incredible to experience, and we’re grateful to all our customers, investors, and community for supporting us and being along for the ride. 🫶 Reach out if you are interested in joining us on this journey—we are hiring in every department! Check out our CEO and co-founder Dan Lorenc's blog:

🎉 How D-lightful! 🎉 Chainguard has raised a $356M Series D round co-led by new investor Kleiner Perkins and existing investor IVP, with participation from Salesforce Ventures, Datadog, Inc. Ventures, and every single other existing investor. This brings our total funds raised to over $600M, and puts us at a $3.5 billion valuation. We’re on a mission to be the safe source for open source and build a future where security and innovation can move in lockstep. This new investment allows us to continue creating secure, easy to use products and solutions that enable that future for our users. The momentum we’ve built over the past few years has been incredible to experience, and we’re grateful to all our customers, investors, and community for supporting us and being along for the ride. 🫶 Reach out if you are interested in joining us on this journey—we are hiring in every department! Check out our CEO and co-founder Dan Lorenc's blog:

Chainguard ⛓️

40,754 views • 1 year ago

‼️ Only 7 days left until Ramadan ‼️ We ask God to give us the strength to fast, but the truth is harder than it sounds. We struggle with even the simplest things — cooking food. We cook over burning leaves and choking smoke, and with fasting, this will be unbearable. We only need a gas cylinder and stove to prepare simple meals during Ramadan. This is not a luxury… it’s the bare minimum of life. If these words reached you, please don’t scroll past in silence — even a dot 🍉 can make a difference.

‼️ Only 7 days left until Ramadan ‼️ We ask God to give us the strength to fast, but the truth is harder than it sounds. We struggle with even the simplest things — cooking food. We cook over burning leaves and choking smoke, and with fasting, this will be unbearable. We only need a gas cylinder and stove to prepare simple meals during Ramadan. This is not a luxury… it’s the bare minimum of life. If these words reached you, please don’t scroll past in silence — even a dot 🍉 can make a difference.

Jamil

66,797 views • 4 months ago

Hello everyone! Before we begin our first tournament, I wanted to share with you the key points we’re focusing on. Win or lose, we’ll feel proud and accomplished if we achieve these objectives. In this first preseason tournament, our mission is clear: to build a solid foundation for our team’s growth this year. While results aren’t our main goal, every round will be an opportunity to experiment, assess our progress, and reinforce the fundamentals that will make the difference when it matters most. Here are the key areas we’re focusing on: 1️⃣ Executing the right plays in advantageous scenarios, like a 5v4. 2️⃣ Knowing how to respond and adapt in disadvantageous situations. 3️⃣ Closing rounds with precision and determination. We won’t reveal everything we’ve prepared just yet, but these fundamentals are essential because they work on any map and with any composition. This tournament is just the first step on a long journey, and it all starts with mastering the basics. #WeAreGiantx #GXWIN

Hello everyone! Before we begin our first tournament, I wanted to share with you the key points we’re focusing on. Win or lose, we’ll feel proud and accomplished if we achieve these objectives. In this first preseason tournament, our mission is clear: to build a solid foundation for our team’s growth this year. While results aren’t our main goal, every round will be an opportunity to experiment, assess our progress, and reinforce the fundamentals that will make the difference when it matters most. Here are the key areas we’re focusing on: 1️⃣ Executing the right plays in advantageous scenarios, like a 5v4. 2️⃣ Knowing how to respond and adapt in disadvantageous situations. 3️⃣ Closing rounds with precision and determination. We won’t reveal everything we’ve prepared just yet, but these fundamentals are essential because they work on any map and with any composition. This tournament is just the first step on a long journey, and it all starts with mastering the basics. #WeAreGiantx #GXWIN

pipsoN

14,431 views • 1 year ago

If you need to generate a target-specific wordlist, make sure to check out / XNL -н4cĸ3r (and @xnl-h4ck3r in the new Sky) GAP extension. It will scan for sus parameters and generate you a complete wordlist with one click of a button. See it in action 👇

If you need to generate a target-specific wordlist, make sure to check out / XNL -н4cĸ3r (and @xnl-h4ck3r in the new Sky) GAP extension. It will scan for sus parameters and generate you a complete wordlist with one click of a button. See it in action 👇

André Baptista

13,642 views • 7 months ago

Are you ready to experience HIS story like never before? The time is almost here! Get your tickets to see @MichaelMovie and plan your trip to the theater with your family and friends. Be sure and share who you’re going with in the comments! #MichaelMovie

Are you ready to experience HIS story like never before? The time is almost here! Get your tickets to see @MichaelMovie and plan your trip to the theater with your family and friends. Be sure and share who you’re going with in the comments! #MichaelMovie

Michael Jackson

63,999 views • 2 months ago

The Sabotaging Practice of Over Supply and Sameness in the NFT Space. The current zeitgeist of the NFT space is that the same artists are doing the same kind of work five times a year, with project after project leaving a trail of disappointment and discontent among collectors and all of us watching in disbelief as huge resources are extracted from the space over work that feels like it could be left as an "artist study." I understand that you can do what you want with your money as collectors, but we are killing the whole space with this incestuous practice. No artist is that prolific to be able to do 5 collections of 100+ pieces each every year and actually deliver innovation and some kind of creative evolution. Of course, they can pretend play that the work has something new, but there is no precedent nor proof that that has ever happened in the speed that it happens in the NFT space. Again, people are free to through away their resources on whatever they want but with this way of doing things, we more and more are going to start seeing the consequences. Oh! There are consequences? Yes. Maybe unintended, but there are. Let's see. Let's start with the loss of belief in the NFT space as somewhere where emerging artists can come and find support for their experiments. Why even bother to bring experiments, innovation, and new ways to think of art on the blockchain if the same people have all the collectors hypnotized with their magical flutes? Why even try to come to a space where taking risks and challenging the status quo (the mission of art!!!) is overlooked? This makes the NFT space a social club and not a space for art. I guess it is fine, but IMO it is a recipe for disaster. New collectors stay away because the art will slowly but surely become stale and un-challenging. Why even bother to come and see what is happening here if you can't, as a collector, see new weird and up-and-coming artists? The amount of noise emitted by the same artists doing the same art over and over, drowns out any new voices. Again. A recipe for disaster. The NFT space is becoming a space of disappointment and doubt. We think that collections going to zero one after the other, over and over, is not damaging? I feel we are kidding ourselves. Disappointment piles up, and again, the people who will hurt are the emerging artists, the new blood, the ones who are willing to risk the most and, in return, put fire in this cold space of sameness. I love this space—don't get me wrong—it has changed my life, and I believe it has a ton of potential, but things need to change for it to become a beacon of light in art. But we need to support new voices. We need to support new ideas. The challenge is huge. I hope to contribute all I can to this change. I hope more and more see how exciting it is to go out and try to discover what else is out there and move this space forward. But again, I understand the leaps of faith needed, but if there is a space that is based on that, it's the NFT space...so there is hope. We will see. 📺by Boldtron

The Sabotaging Practice of Over Supply and Sameness in the NFT Space. The current zeitgeist of the NFT space is that the same artists are doing the same kind of work five times a year, with project after project leaving a trail of disappointment and discontent among collectors and all of us watching in disbelief as huge resources are extracted from the space over work that feels like it could be left as an "artist study." I understand that you can do what you want with your money as collectors, but we are killing the whole space with this incestuous practice. No artist is that prolific to be able to do 5 collections of 100+ pieces each every year and actually deliver innovation and some kind of creative evolution. Of course, they can pretend play that the work has something new, but there is no precedent nor proof that that has ever happened in the speed that it happens in the NFT space. Again, people are free to through away their resources on whatever they want but with this way of doing things, we more and more are going to start seeing the consequences. Oh! There are consequences? Yes. Maybe unintended, but there are. Let's see. Let's start with the loss of belief in the NFT space as somewhere where emerging artists can come and find support for their experiments. Why even bother to bring experiments, innovation, and new ways to think of art on the blockchain if the same people have all the collectors hypnotized with their magical flutes? Why even try to come to a space where taking risks and challenging the status quo (the mission of art!!!) is overlooked? This makes the NFT space a social club and not a space for art. I guess it is fine, but IMO it is a recipe for disaster. New collectors stay away because the art will slowly but surely become stale and un-challenging. Why even bother to come and see what is happening here if you can't, as a collector, see new weird and up-and-coming artists? The amount of noise emitted by the same artists doing the same art over and over, drowns out any new voices. Again. A recipe for disaster. The NFT space is becoming a space of disappointment and doubt. We think that collections going to zero one after the other, over and over, is not damaging? I feel we are kidding ourselves. Disappointment piles up, and again, the people who will hurt are the emerging artists, the new blood, the ones who are willing to risk the most and, in return, put fire in this cold space of sameness. I love this space—don't get me wrong—it has changed my life, and I believe it has a ton of potential, but things need to change for it to become a beacon of light in art. But we need to support new voices. We need to support new ideas. The challenge is huge. I hope to contribute all I can to this change. I hope more and more see how exciting it is to go out and try to discover what else is out there and move this space forward. But again, I understand the leaps of faith needed, but if there is a space that is based on that, it's the NFT space...so there is hope. We will see. 📺by Boldtron

alejandro cartagena

98,261 views • 2 years ago

Less than a month until our shows kick off in the USA and Canada, and we've just added another date at The Bottom Lounge in Chicago. We can't wait to share these moments with you, be sure to grab a ticket while you can! See you there

Less than a month until our shows kick off in the USA and Canada, and we've just added another date at The Bottom Lounge in Chicago. We can't wait to share these moments with you, be sure to grab a ticket while you can! See you there

Basement

32,417 views • 1 year ago

In Nebraska today, we are above the Morrill Fire this morning with the Nebraska National Guard. Over 640,000 acres have burned from the Morrill Fire — 800,000 acres across the entire state. The scale of this devastation is something you have to see to understand. On the ground with our firefighters, responders, and Nebraska producers. These men and women are working nonstop. True heroes in every sense. We stand with you. We are fully engaged, Team Nebraska. 🙏🏻🚁 Governor Jim Pillen

In Nebraska today, we are above the Morrill Fire this morning with the Nebraska National Guard. Over 640,000 acres have burned from the Morrill Fire — 800,000 acres across the entire state. The scale of this devastation is something you have to see to understand. On the ground with our firefighters, responders, and Nebraska producers. These men and women are working nonstop. True heroes in every sense. We stand with you. We are fully engaged, Team Nebraska. 🙏🏻🚁 Governor Jim Pillen

Secretary Brooke Rollins

37,611 views • 3 months ago

Latika, Kamili, and Kerrio’s first postcard from Umani Springs: The girls are loving their new home and even leading the herd! It is wonderful to see how happy and settled they already are. In case you missed the news: Kerrio, Latika, and Kamili graduated to our Umani Springs Reintegration Unit yesterday. This marks a milestone in their ongoing journey with us. They will remain in our care for years to come, learning from older elephants and mastering the ways of the wild. Only when they feel ready will they reclaim their rightful place in the wild, and we will be there to support them every step of the way. Donors like you make these second chances possible. It’s a privilege to share this journey with you – and we are so grateful for your incredible support.

Latika, Kamili, and Kerrio’s first postcard from Umani Springs: The girls are loving their new home and even leading the herd! It is wonderful to see how happy and settled they already are. In case you missed the news: Kerrio, Latika, and Kamili graduated to our Umani Springs Reintegration Unit yesterday. This marks a milestone in their ongoing journey with us. They will remain in our care for years to come, learning from older elephants and mastering the ways of the wild. Only when they feel ready will they reclaim their rightful place in the wild, and we will be there to support them every step of the way. Donors like you make these second chances possible. It’s a privilege to share this journey with you – and we are so grateful for your incredible support.

Sheldrick Wildlife Trust

12,216 views • 6 months ago

Alaska — We see you, we hear you. We are going to work with you to make sure you get the upgrades that are necessary to radically improve aviation safety in your state.

Alaska — We see you, we hear you. We are going to work with you to make sure you get the upgrades that are necessary to radically improve aviation safety in your state.

Secretary Sean Duffy

35,048 views • 10 months ago

HyperNodes Milestone Alert ⚡️ Lumia $ORN is thrilled to announce that we’ve reached a monumental milestone: more than 10,000 nodes sold and $10 MILLION DOLLARS RAISED IN FIRST 10 DAYS! This is a testament to the support from our amazing community and our relentless team. 👇 But this is just the beginning – we’re only getting started. Stay tuned for more exciting updates and innovations. Don’t forget to check out our node calculator on our website to see how you can be a part of our journey. Thank you for being with us every step of the way. The future is bright, and we can’t wait to share it with you! Nodes available for purchase 👉

HyperNodes Milestone Alert ⚡️ Lumia $ORN is thrilled to announce that we’ve reached a monumental milestone: more than 10,000 nodes sold and $10 MILLION DOLLARS RAISED IN FIRST 10 DAYS! This is a testament to the support from our amazing community and our relentless team. 👇 But this is just the beginning – we’re only getting started. Stay tuned for more exciting updates and innovations. Don’t forget to check out our node calculator on our website to see how you can be a part of our journey. Thank you for being with us every step of the way. The future is bright, and we can’t wait to share it with you! Nodes available for purchase 👉

Lumia

404,254 views • 1 year ago

There’s a lot to do when buying a home. From the search to the final walk through—and everything in-between. The expertise of REALTOR® can help you check-off the many boxes along the way. #ThatsWhoWeR

There’s a lot to do when buying a home. From the search to the final walk through—and everything in-between. The expertise of REALTOR® can help you check-off the many boxes along the way. #ThatsWhoWeR

REALTORS

2,516,290 views • 2 years ago

Maybe some coaches will chime in on this…. But this is how I’m seeing it right now. I think you’re going to see more and more two way guys coming on the scene in college baseball. Here is why. The rosters are going down to 34 man rosters. You will be needing 2-4 guys who can eat up an inning or two and be able to produce in the field and at the plate. Those numbers may be even higher than that. Years ago when a college told you- you can two way, it typically meant we are brining you in, youll have a short leash and your most likely going to be a PO. Now it’s a legit thing. Schools will need much more versatility- If you can pitch and hit AND play multiple spots on the field. Your stock will rise this year and years beyond. It’s just a matter of can you develop both and do both safely with the load on the arm. Bobcats open on the 13th at home!!! #slammarcos #baseball #twowayplayer #beisbol #pitcher

Maybe some coaches will chime in on this…. But this is how I’m seeing it right now. I think you’re going to see more and more two way guys coming on the scene in college baseball. Here is why. The rosters are going down to 34 man rosters. You will be needing 2-4 guys who can eat up an inning or two and be able to produce in the field and at the plate. Those numbers may be even higher than that. Years ago when a college told you- you can two way, it typically meant we are brining you in, youll have a short leash and your most likely going to be a PO. Now it’s a legit thing. Schools will need much more versatility- If you can pitch and hit AND play multiple spots on the field. Your stock will rise this year and years beyond. It’s just a matter of can you develop both and do both safely with the load on the arm. Bobcats open on the 13th at home!!! #slammarcos #baseball #twowayplayer #beisbol #pitcher

Tanner Carson

121,914 views • 4 months ago

"In Gaza, the political news is bleak, and the sky is heavy with smoke… Yet in the midst of this darkness, there are small lives waiting to be fed, and innocent hearts longing for safety. I will keep reaching out to the hungry and protecting the fearful… Because our humanity is the last thing we can afford to lose. ✨ 💌 If these words touched you, you can be the light in our darkness: 🔗 [

"In Gaza, the political news is bleak, and the sky is heavy with smoke… Yet in the midst of this darkness, there are small lives waiting to be fed, and innocent hearts longing for safety. I will keep reaching out to the hungry and protecting the fearful… Because our humanity is the last thing we can afford to lose. ✨ 💌 If these words touched you, you can be the light in our darkness: 🔗 [

🐾help Animal Gaza🐾

35,742 views • 10 months ago