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If you're looking for a weekend project, how about training your own text-to-speech model from scratch on your own GPU, and then running it on any device's CPU? We just open-sourced the entire Pocket TTS training stack: data pipeline, recipes, and evals. It learns pretty damn fast: ~15k steps:...

94,169 просмотров • 1 день назад •via X (Twitter)

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What if your voice AI could interrupt you the moment it figured out your question - sometimes even before you finished asking it? Last week, I sat down with Neil, CEO of Gradium and co-founder of Kyutai , to talk about the future of speech-to-speech models and why he believes today's cascaded voice systems will soon look "archaic and brittle." Some highlights from our conversation: 🎯 How Kyutai built Moshi—a full duplex conversational AI with "negative latency"—in 6 months with just 4-6 people (while big tech teams had 10-20x the resources) 🧠 Why speech-to-speech models lose intelligence compared to their text counterparts (and what's being done about it) 📱 Pocket TTS: The first voice cloning model that runs on your phone's CPU—not GPU, CPU 🤖 Why robotics and spatial audio represent the next frontier (hint: current voice systems completely break in these environments) 👶 The efficiency gap: Babies learn to speak fluently from <5,000 hours of audio. Current models train on millions of hours. We're doing something wrong. My favorite vision from Neil? The first truly contrarian AI that interrupts you mid-sentence to tell you why you're wrong. Not just more natural conversation—but actually useful for testing ideas and playing devil's advocate. Full episode and detailed blog post linked in the comments 👇 What's your take - will speech-to-speech replace cascaded systems, or will modularity keep cascaded architectures dominant even as naturalness improves?

Brooke Hopkins

13,000 просмотров • 6 месяцев назад

GPT 5.6 SOL IS HERE! How to run your personal + business life with GPT 5.6 Sol + Codex (full 49 min masterclass) We tested it for 30 days and the video it's the CLEAREST look at the FUTURE of work: Here's what's possible once you set it up: 1. Your inbox becomes cards every morning, each with a summary and a reply drafted in your own voice. Y 2. Your Slack, meeting notes, and company updates can turn into one daily feed with a clear next action. It learns what you care about over time and rewrites its own prompts to get sharper. 3. You can give your agent its own email address, so your other tools and even your team's Slack bot email it directly and it just handles things. 4. You can have it watch you do a task once and turn it into a skill it repeats forever. 5. You can set a long goal and walk away. You can have it run for 20 hours straight, and fine-tune your own models, something that was out of reach for non-engineers 12 months ago. How to start: Open Codex, give it access to your computer, and ask it to suggest things it could do for you based on how you already work. Full episode on The Startup Ideas Podcast (SIP) 🧃 (thanks Dan Shipper 📧 for sharing your entire workflow and review of GPT 5.6) Start with one boring task, get it working, and build from there. You'll learn exactly how to make something similar. GPT 5.6 Sol is impressive. Sol (according to openAI benchmarks) is the best coding model out right now. It set a new state of the art on Terminal-Bench 2.1 at 88.8%, and its "ultra mode" hits 91.9%, beating Claude Opus 4.8, Fable 5, and even Mythos 5 this masterclass is 100% free, like always. For more The Startup Ideas Podcast (SIP) 🧃 Watch

GREG ISENBERG

155,899 просмотров • 1 месяц назад

I just inscribed the FILTER module to Termina! You can now SEARCH and FILTER bitmap content and fields, powered by CRAWL and the WORLDTREE data! Go to: Try > filter content bitoshi blockamoto > filter type audio > filter address skynet > filter (type image) (timestamp 2023) > filter help Make sure you have the latest snapshot from WORLDTREE, or have run your own CRAWL and WORLDTREE (warning - these take a long time! I'll be looking into ways to make running these more accessible). Bring your own data: The help menu is your friend here! Please try as much as you can. You can filter single values, or multiple things at the same time with parenthesis. I've found so many inscriptions on Bitmap this way! Please have fun with it, and if you make a new inscription on Bitmap, be sure to run "crawl bitmap [range]" and "worldtree bitmap full [range]" on your district so you can search & filter, and make sure to add it to github via a pull request. This way we can share the latest snapshot data. If you want to build your own dataset, try using CRAWL and WORLDTREE. I warn you though, the CRAWL module especially will take days if you don't have 18 windows open each scanning a range (in which case it will take about 8 hours). The WORLDTREE module takes about 8 hours with just one window open, so probably can accellerate the speed with multiple windows. This is why it's easier to piggyback off the github snapshots, but in the future these scans will be baked into the fabric of the operating system, automatically updated by users exploration and constantly scanning in the background (if turned on). Maybe there's some synergy to be had in this regard with ZmAKin_1981.🟧 extension to make sure we always have latest data. Anyway, that's all for now folks! Please share your findings.

bitoshi blockamoto 🧱 BITMAP 🟧

16,472 просмотров • 10 месяцев назад

Don't use ChatGPT for academic writing. It may get flagged as AI-generated text. Instead, use Paperpal — an AI-powered personal writing assistant. Especially if your first language is not English. Think of Paperl as the elder brother of Grammarly, especially designed for academic writing. Go to and sign up. You can either start writing in Paperpal or paste a text you have already written. Paperpal will evaluate your writing and give you detailed suggestions to improve it. If English is not your first language, you can write in your own language and Paperpal will translate it for you. You can also install a Paperpal add-in in MS Word. Click on "Insert" and then "Get Add-ins." Search for the Paperpal add-in, and press "Add." And you will have Paperpal inside MS Word. Paperpal will give you helpful suggestion as you write. You can write in your own language and get Paperpal to translate it into English. Paperpal supports following languages: Bulgarian, Chinese, Czech, Danish, Dutch, Estonian, Finnish, French, German, Greek, Hungarian, Indonesian, Italian, Japanese, Korean, Latvian, Lithuanian, Polish, Portuguese, Romanian, Russian, Slovak, Slovenian, Spanish, Swedish, Turkish, Ukrainian. Please note Paperpal's give you 500 free suggestions a month after which you will have to buy a subscription. If you use it judiciously, you won't have to pay any money. ----- Found this post helpful? 1. Retweet to share it with your friends. 2. Bookmark it so you can come back to it later. 3. Follow me for regular posts on how to supercharge your academic writing with AI-powered apps.

Mushtaq Bilal, PhD

344,425 просмотров • 3 лет назад