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I coded a Speech-to-Text model from scratch. ๐‡๐ž๐ซ๐ž ๐ข๐ฌ ๐ญ๐ก๐ž ๐›๐ฅ๐จ๐  ๐Ÿ๐จ๐ซ ๐ญ๐ก๐ž ๐ฌ๐š๐ฆ๐ž: No APIs. No pre-trained models. Just PyTorch, an A100 GPU, and hours of debugging. This started months ago. I wanted to understand how machines hear. Not surface-level understanding. I wanted to build the whole thing...

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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: ๐ŸŽฏ How Kyutai built Moshiโ€”a full duplex conversational AI with "negative latency"โ€”in 6 months with just 4-6 people (while big tech teams had 10-20x the resources) ๐Ÿง  Why speech-to-speech models lose intelligence compared to their text counterparts (and what's being done about it) ๐Ÿ“ฑ Pocket TTS: The first voice cloning model that runs on your phone's CPUโ€”not GPU, CPU ๐Ÿค– Why robotics and spatial audio represent the next frontier (hint: current voice systems completely break in these environments) ๐Ÿ‘ถ 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 conversationโ€”but actually useful for testing ideas and playing devil's advocate. Full episode and detailed blog post linked in the comments ๐Ÿ‘‡ What's your take - will speech-to-speech replace cascaded systems, or will modularity keep cascaded architectures dominant even as naturalness improves?

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13,000 Aufrufe โ€ข vor 6 Monaten

I built an agent that answers machine-learning questions. It's autonomous, and the best part is that I built the whole thing without writing a single line of Python code. Here is what I did and how I did it: Over a year ago, a friend and I built a site that publishes multi-choice questions. You get a new one every day. I decided to have GPT-3.5 answer questions. Here is what I needed to build: 1. Connect to the site's API to retrieve today's question 2. Extract the question and the potential choices 3. Connect to OpenAI's API and ask GPT-3.5 to answer the question 4. Parse the answer from the model 5. Submit the answer back to the API to get the score Not difficult. Likely several hours of work. But I didn't have to write any code. I built the whole thing by dragging and dropping components using Vellum is a YC-backed platform for developers to build LLM applications. They are the only ones I've seen offering this functionality. They sponsored this post, and their team helped me with all my questions while I built this. I created a workflow. The platform supports several node types to build whatever you have in mind. I show how I put the whole thing together in the attached video. The only code I had to write was a few lines of Jinja to parse and transform the API and the LLM results. There are three lessons I want to share from this experience: First, the best possible code is the one you didn't write. I'm a big fan of no-code tools because they help me materialize my ideas fast. They help product people, designers, and no coders collaborate on the solution. Second, Large Language Models are sensitive to how you prompt them. Small changes to prompts can make a big difference in results. This is more pronounced when you are building a multi-step workflow. Third, automated testing and evaluation for prompts is critical. There aren't many companies thinking about this. They'll have a hard time moving from a demo phase. The attached video will show you what I did.

Santiago

309,825 Aufrufe โ€ข vor 2 Jahren

I trained a 100 million parameter DeepSeek V3 LLM from scratch Here's what you need to know. Previously I trained traditional GPT-2 architecture which has become obsolete with recent LLM advancements. Most recent models like Llama, Mistral, DeepSeek, and GPT-4 use latest architectures. โœฆ Model Configuration of my SLM DeepSeek V3 - Parameters: 109,032,032 - Embedding Dimension: 512 - Layers: 8 - Heads: 8 - Experts (MoE): 8 - Experts per token: 2 โœฆ DeepSeek brings major architectural changes: - Multi Head Latent Attention - Mixture of Experts - RMS Norm - Multi Token Prediction โœฆ Dataset Challenge - TinyStories is great for learning SLMs. I trained GPT-2 on it previously with good results. - But I needed a more challenging dataset. - If I use TinyStories again on DeepSeek, how would I know MHLA, MoE or MTP works better than old architecture? - The old architecture can handle it, so new DeepSeek would too without utilizing latest advancements. That's why I moved to FineWeb-Edu dataset Thanks Yuvraj Singh for the suggestion for this dataset โœฆ Training Journey - Rented A100 PCIe GPU and trained the model. - Did test runs. During final run, model was 65% trained but stopped due to glitch after 4 hours. - Fixed all edge cases and ran training again with increased config parameters. - Final training: 7 hours, 20,000 epochs ๐“๐จ๐ญ๐š๐ฅ ๐†๐๐” ๐œ๐จ๐ฌ๐ญ: $17 - $9.53 for main 7-hour run - $7.42 for experiments and demos โœฆ Reflection Amazing long project that taught me latest architectural advancements. I'll reimplement and revisit after a few weeks because there's too much complexity, mostly in Multi Head Latent Attention part. Need to make concepts stronger. Code Final trained Model Dataset Resources Huge shoutout to Raj Dandekar again for creating one of the most detailed video series about DeepSeek - this was my primary resource for the implementation. Playlist Blogs by Maarten Grootendorst These are excellent visual blogs to understand MoE in detail. Thanks Maarten for your amazing contributions to the community through your books and blogs Blogs on MoE Implemention of MoE from scratch by @aviTwit3 One of the most detailed blogs on implementing Mixture of Experts. Thanks Avinash for this blog - it helped me understand Mixture of Experts much better. If you're someone in the ๐Œ๐‹ & ๐‹๐‹๐Œ space, would love to ๐œ๐จ๐ง๐ง๐ž๐œ๐ญ and discuss this field in general, so give a follow up for that.

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48,120 Aufrufe โ€ข vor 1 Jahr

Fitness Update: End of 3 months of Bulking. Starting a 3 month cut tomorrow, my last cut of 2026. I lost about 50 pounds from January 2025 till the end of March 2026 with a 13 month straight cut aided by Retatrutide and Tirzepatide. Counted calories and ran a deficit and lifted weights the whole time. My body needed a break and a reset from the stress of cutting for that long and constant downregulating of my metabolism. I decided to take April off and just do more calories and more lifting, and that turned into deciding to do May and June as well. So for 3 months straight I've been eating a lot more and lifting a LOT. I've gained about 5 pounds. Abs are not very visible anymore. But I've put on some muscle and strength as well and increased my base metabolic rate by several hundred calories. This is positioning me to be able to better be able to run a deficit again and continue into another cut with more energy and success possible. So this is me thicc boi mode ready to start a cut and get lean and mean. I'm sitting at ~195 right now and ~16-18% body fat. Goal of my cut is to get to the 180 or so range over the next 3 months and be in the 12-13% BF range, at which point I'll do a slow patient bulk through Oct-January and enjoy the fall and Holidays with lots of calories and strength training. Starting tomorrow I'm going to add 30-45 minutes of daily fasted zone 2 cardio first thing in the morning to burn an extra 150-300 cals. And I will drop my daily calorie allowance about 400 calories from what I've been eating the last few months. (2500-2800 down to 2200 to start, lowering later to 2100 and 2000 lowest if necessary to keep rate of loss where I want) This should get me the 1+ pound per week rate of loss I'm looking for. And I'll continue to prioritize lifting and protein as well to preserve the muscle mass I've built up and get as much of the loss to be fat as possible. I'm also going zero alcohol the whole cut as well. If I execute well, I'll be by far the fittest and leanest I've ever been at the end of September and I'm excited to see what that looks and feels like when I get there. Going from 70+ pounds overweight to building your dream physique isn't a quick process, people. Give yourself a couple of years to work on it systematically. It took you years to get out of shape, so you can take a couple years to get into great shape. But once you're there it's easier to stay there than it was to get there thankfully. The work continues. Let me know if you have any questions about anything. I'm documenting the whole process and will keep y'all up to speed. Open book. Building in public for accountability and hopefully to help others with their journey as well. 4th pic is me at my fattest in 2024. Embarrassing to post but necessary conext. I was in a sad, sad state you guys and heading towards diabetes and an early grave. If I can do this, you can do this!

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TeaGuyTom

21,536 Aufrufe โ€ข vor 1 Jahr

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Abiola Dauda

15,507 Aufrufe โ€ข vor 2 Monaten

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13,740 Aufrufe โ€ข vor 1 Monat

"why? just hard work from my engineers and from myself to improve me as a driver" ๐Ÿ‘๐Ÿป๐Ÿ‘๐Ÿป ๐Ÿ—ฃ๏ธ: friday night did you think you had the car to win the race? and do you have an explanation of the difference of pace between you and oscar? lando: "no, i didn't think so. especially after fp1, i didn't. actually, andrea wanted to make a bet with me because i was pretty disappointed with the pace and how the car was handling in fp1. it got a bit better in fp2, but still the ferraris were just on another level. and i really didn't expect to get as close as we did in quali. but the wind changed from friday to saturday, and the saturday wind really suited our car a lot more. we had a lot more confidence in driving the car, so i could push more. and then i certainly felt like i could be on pole yesterday, and i felt like i could win a race today. i think today the race pace was much better than i was expecting. the degradation was much better than i was expecting too. but it was probably one of my best performances personally in terms of driving the car. the fact i can keep up with oscar on this kind of track, where it's impossible to follow, impossible to overtake, i was within eight tenths or something for 40 laps almost. the fact i could do this is what gave me confidence that i would win the race no matter what, whether he boxed early or late or whatever. the pace advantage i had was huge today. but i don't know why. the cars are identical. and i've just been feeling very, very strong lately. i've worked on many areas from last year. i feel much more confident lately with how to extract performance. and i worked a lot with my engineers to understand this car, because it's certainly not an easy car to understand and figure out on how to drive on the limit consistently. so why? just hard work from my engineers and from myself to improve me as a driver and improve my driving. and that is the answer"

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11,128 Aufrufe โ€ข vor 8 Monaten

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Coach AJ ๐ŸŽฏ Mental Fitness

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This part breaks and heals my heart at the same time ๐Ÿ’”Mingiโ€™s words are full of wisdom, as always๐Ÿฅบ ๐Ÿฅ I was full of arrogance in the beginning, but after I made my debut, I felt so small. From then on, I lost a lot of my mental strength. As soon as I made my debut, I thought I was the best and I thought I was in first place. Thatโ€™s why those aspirations, that tenacity, and that something about me - my self-worth - was so high. But after that, it was destroyed in an instant. ๐Ÿฅ I lost a lot of my self-worth, and I started to feel like I was worth nothing. I started to doubt if there was any reason for me to be in this group. When I feel that kind of self-disgust, I think itโ€™s important how I overcome those thoughts. In my early days of my debut, I think I only had a pretty packaging on me. I used to think, โ€˜Iโ€™m doing well, what more can I do?โ€™ But after that pretty packaging came off, I had nothing inside. So I think it took me a long time to fill myself up. Now, even if I break down once in a while, I just go back to the human Song Mingi, and I look for the things I like one by one, and then I think, โ€˜People will like me a bit now, right?โ€™ Since weโ€™re celebrities, we need to satisfy the people to a certain degree. But I think we still have to satisfy ourselves in the process as well. I think I try to find a harmony between the two in my head. ๐Ÿฅ It took me a long time to build this up, but I think the process of building myself up, unlike building a sand castle, you build it up little by little. So I feel like, internally, I have become more resilient, compare to before.

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35,998 Aufrufe โ€ข vor 11 Monaten

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