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No one's built an interactive way to dig through the ~3k newly released Epstein-related emails—so we did! Here's a free, searchable DocETL-powered interface that lets journalists, researchers, and anyone else explore the material without wading through raw data dumps 🔎

Shreya Shankar

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100,483 Aufrufe • vor 10 Monaten •via X (Twitter)

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DocETL is a system we’ve been building at Berkeley for the past two years to make large-scale unstructured data analysis reliable and efficient. It powers our broader stack—used by journalists, public defenders, and researchers—to extract, transform, and reason over messy documents with LLMs. As part of making the DocETL ecosystem easier to use, we’re introducing a natural language–to–pipeline generator! Our hosted version is free to use BUT we're collecting the data so we can build better tools.

DocETL is a system we’ve been building at Berkeley for the past two years to make large-scale unstructured data analysis reliable and efficient. It powers our broader stack—used by journalists, public defenders, and researchers—to extract, transform, and reason over messy documents with LLMs. As part of making the DocETL ecosystem easier to use, we’re introducing a natural language–to–pipeline generator! Our hosted version is free to use BUT we're collecting the data so we can build better tools.

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We built a web app that lets you fly a spaceship through a 3D constellation of music - powered by our Lyria RealTime model. 🎶 Space DJ is an interactive visualization where every star represents a different music genre. As you explore, your path is translated into prompts for the API, creating a continuously evolving soundtrack. ↓

We built a web app that lets you fly a spaceship through a 3D constellation of music - powered by our Lyria RealTime model. 🎶 Space DJ is an interactive visualization where every star represents a different music genre. As you explore, your path is translated into prompts for the API, creating a continuously evolving soundtrack. ↓

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🚀 Exciting news! The GeoAI Python package just got a major upgrade. It now supports interactive geospatial data visualization powered by AI Agents. 🌍✨ GitHub: Full tutorial: 🌍 In this tutorial, you’ll learn how to build interactive maps powered by AI agents that respond to natural language queries. Watch how you can fly to any city, add raster or vector layers, visualize 3D buildings, and explore geospatial data—all without writing code. Perfect for developers, researchers, and anyone curious about AI, GIS, and interactive mapping. #geospatial #mapping #python #GeoAI #AI

🚀 Exciting news! The GeoAI Python package just got a major upgrade. It now supports interactive geospatial data visualization powered by AI Agents. 🌍✨ GitHub: Full tutorial: 🌍 In this tutorial, you’ll learn how to build interactive maps powered by AI agents that respond to natural language queries. Watch how you can fly to any city, add raster or vector layers, visualize 3D buildings, and explore geospatial data—all without writing code. Perfect for developers, researchers, and anyone curious about AI, GIS, and interactive mapping. #geospatial #mapping #python #GeoAI #AI

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Luke Igle & Riley Walz built Jmail (a Gmail-style interface for Epstein's emails), plus JeffTube (videos), JFlights (flight logs), and Jamazon (Amazon orders) turning a chaotic data dump into something anyone can scroll through on their phone. They started after the House Oversight release, got friends involved, and now 150 million people worldwide have visited to search names and connect dots. The goal? A trusted, easy archive that anyone can search through. This is what real transparency looks like. Source: CNN

Luke Igle & Riley Walz built Jmail (a Gmail-style interface for Epstein's emails), plus JeffTube (videos), JFlights (flight logs), and Jamazon (Amazon orders) turning a chaotic data dump into something anyone can scroll through on their phone. They started after the House Oversight release, got friends involved, and now 150 million people worldwide have visited to search names and connect dots. The goal? A trusted, easy archive that anyone can search through. This is what real transparency looks like. Source: CNN

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Phang: Remember, the Epstein Files Transparency Act gave a very, very limited window of an opportunity for the DOJ to redact or withhold. And it was primarily to protect the victims and survivors. And yet we know that the DOJ, either through its gross negligence or through an act of intentional intimidation, coercion, to create fear, released thousands of pages that had so many of the Epstein victims' and survivors' information contained in it.

Phang: Remember, the Epstein Files Transparency Act gave a very, very limited window of an opportunity for the DOJ to redact or withhold. And it was primarily to protect the victims and survivors. And yet we know that the DOJ, either through its gross negligence or through an act of intentional intimidation, coercion, to create fear, released thousands of pages that had so many of the Epstein victims' and survivors' information contained in it.

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Dubai is testing an AI system that lets travellers walk through immigration without showing a passport — no gates, no counters, just a camera. Al Jazeera's Basel Ghazoghli breaks down how it works and the questions it raises about accuracy, data, and jobs.

Dubai is testing an AI system that lets travellers walk through immigration without showing a passport — no gates, no counters, just a camera. Al Jazeera's Basel Ghazoghli breaks down how it works and the questions it raises about accuracy, data, and jobs.

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There is currently one of these roo suits (without eye holes but they could be added for a fee) in stock and ready to ship (that we built and the order fell through) if anyone is interested:

Sensitive content

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At Heart Aerospace, Anders Forslund built the company one material milestone at a time, using each one to earn the credibility and capital to build the next. “We really had no technology. I came to YC Demo Day with a little 3D-printed model.” “We went from having the LOIs to building the 400 kilowatt motor, which was the size of a small jet engine. That in turn attracted actual pre-orders, and then that attracted more capital.” Their first major airline customer came through the spam folder. “United Airlines came through an inbound email through our info email... we showed them the electric motor we built, and they kind of immediately got it.”

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Happy to share the Syrian Parliament 2025 Dashboard, our new interactive tool produced and designed by Karam Shaar Advisory Limited! Weeks of work by our research and data team went into collecting and verifying more than 100 profiles of elected and appointed members of Syria’s new People’s Assembly. What you will find: • A fully interactive and filterable map of every MP by governorate, age, gender, education, religion, sect, and prior roles • Insight into who held government positions before 8 December 2024 • Flags for individuals with prior roles in opposition bodies or affiliation with armed factions • Visual breakdowns of gender balance, age distribution, educational attainment, and regional representation • A clean, intuitive interface that updates as new members are announced Try it for yourself: This tool is meant to support researchers, journalists, diplomats, and anyone interested in understanding the composition of Syria’s 2025 Parliament. We will continue updating it as more names are officially released. Explore the dashboard, and feel free to submit corrections or new information through the form at the bottom of the page. More on our research tools:

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happy 2 years of harry writing a 10 minute love letter just for us. he wanted us to understand how important we are to him, and he did so through the way he knows how to communicate best, music. and without him uttering a word, we understood.

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