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Skybridge is an open-source framework for building MCP apps, the interactive apps that now run right inside Claude, ChatGPT, and Cursor, with one promise: write the app once and it runs the same on every host, quirks and all, with a local emulator and instant tunnel so your coding agent can build the whole thing end to end.
🔥 Our Take: Everyone's pointing at MCP apps right now. The catch is that building one means writing for Claude, ChatGPT, and Cursor separately, because each works differently under the hood and it's tedious. The Alpic team already solved this shape of problem once. Their last company, Streamroot, got video to play the same across every browser and device, and Lumen bought them for it, so when they say they can hide the differences between AI hosts, I trust them more than a team doing it cold. What actually threatens them isn't another framework, it's Anthropic or OpenAI shipping their own version and making a neutral bridge pointless.
Agentic Document Extraction is Andrew Ng's LandingAI turning any document into structured JSON where every field links back to the exact spot on the page it came from, with a confidence score attached, which is basically the argument Ng has made for a decade shipped as a product: AI breaks in production because of messy data and unearned trust, not weak models.
🔥 Our Take: Pulling data out of documents feels solved until someone asks you to prove a number is right. That's what keeps banks, insurers, and hospitals from handing it to AI, not the accuracy. ADE answers it the way Andrew Ng has argued for years: every field points back to the exact spot on the page it came from, with a score for how sure it is. The real competition isn't AWS Textract, it's what most teams do now, which is throw a PDF at GPT and hope.
uwait came from Tristan Berguer getting tired of staring at a spinner every time he asked ChatGPT something, so he built a Chrome extension that fills those three-to-five second waits with a small ad and pays you for the attention you were burning anyway, splitting the take with the publishers whose content trained the model and keeping 20%.
🔥 Our Take: It's an extension that shows you an ad while ChatGPT is loading and gives you a cut. The money isn't life-changing, and Tristan doesn't pretend otherwise. The part I really like is that it also pays the publishers whose writing trained the model, which is more than the AI companies do themselves. The rest is a hard sell. We spent years learning to ignore ads, but if you're going to wait for Chat to do it's thing, I mean, you may as well make some money while doing it.
Tony (@tony2742) asked the forum a dangerous question: what's the messiest folder on your computer right now? He's building NudgeFile, a tool that auto-organizes files, so he had a hunch the answers would be grim. They were.
Downloads won in a landslide, Desktop close behind, and nobody bothered defending their habits. People confessed "temporary" folders that stopped being temporary years ago, screenshot piles doubling as a work diary, and the bi-monthly ritual of sweeping everything into a "misc" folder, feeling clean for a week, then watching it fill right back up.
Jofra (@jofra_g) cut to the real problem: "It's not having a messy folder. It's knowing a file exists somewhere and having absolutely no idea where." Nipun (@nipuntaneja) admitted he's building a tool to think like a marketer and still can't get his own ideas out of 40 files all named "note."
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