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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 görüntüleme • 9 ay önce •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 🚀

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I tested Nutrient on a CMS-1500 health claim, which is exactly the kind of document that can trip up extraction systems. The red grid alone can get mangled by scanners, and the form is packed with dense fields where one wrong value can matter. What stood out to me was the grounding. Hover over any extracted field and Nutrient shows the exact place on the original claim where that value came from. So instead of asking “did the AI probably get this right?”, you can check the evidence yourself. For healthcare documents, that feels like a much better standard: not just extraction, but extraction you can actually verify.

I tested Nutrient on a CMS-1500 health claim, which is exactly the kind of document that can trip up extraction systems. The red grid alone can get mangled by scanners, and the form is packed with dense fields where one wrong value can matter. What stood out to me was the grounding. Hover over any extracted field and Nutrient shows the exact place on the original claim where that value came from. So instead of asking “did the AI probably get this right?”, you can check the evidence yourself. For healthcare documents, that feels like a much better standard: not just extraction, but extraction you can actually verify.

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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!!!!👇

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FLUX 3 Image Klein is here. Open Weights with the quality of a large frontier model. Customizable and fast. 5.6B parameters and runs on a single consumer GPU. Native 4K, bounding boxes, and pixel-perfect editing.

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🚨 UFO Files Release 06 is now fully searchable. We built the most complete way to explore the files - 72 records, structured with claims, people, and OCR’d source documents on Probed.

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Autonomous mode activated in four new cities! ✨ Starting today you’ll see our vehicles with no human at the wheel in Las Vegas—with Denver, San Diego, and Tampa to follow. Want to be one of the first to ride when we start serving these cities? Download the Waymo app and we’ll let you know when you’re in.

Autonomous mode activated in four new cities! ✨ Starting today you’ll see our vehicles with no human at the wheel in Las Vegas—with Denver, San Diego, and Tampa to follow. Want to be one of the first to ride when we start serving these cities? Download the Waymo app and we’ll let you know when you’re in.

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🎉 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:

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Chainguard ⛓️

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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

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‼️ 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.

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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

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Today, we’re excited to announce our €30m Series A funding round. Led by Speedinvest , along with CommerzVentures and Latitude, and supported by existing investors Shapers, Headline, Chalfen Ventures, and Triton Capital XYZ (formerly Kraken Ventures), this round will enable us to expand across Europe. Millions of users continue to face friction within the traditional banking system. Lengthy procedures and extensive information requirements can limit the speed and flexibility with which individuals manage their funds. These constraints, along with a rising demand for transparency and user control, illustrate why fully on-chain financial infrastructure is becoming increasingly relevant. With this new funding, our mission is to accelerate our product roadmap and expand beyond our home market in France. In the coming months, you’ll see innovative products designed to give you more freedom and control over your money. Stay tuned. Thank you to our investors and partners! Speed is everything. LFG! 🚀

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With the Flutter Widget Previewer, you can see your widgets render in real-time, separate from a full app, in the Chrome browser 🔎 To start the previewer, show a widget in it, and customize a preview, see the details in the docs →

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Flutter

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