FLOPs for All: GPUs & AI Compute in 3 Minutes! 🚀

Here’s one of my advanced vibe coding tricks that automates the process of compiling and debugging issues in native iOS app development. ---. Compile the iOS app using Xcode with this command. Wait for the response, and if errors or warnings occur, fix them automatically and.

Huawei’s Ascend 910B is a case study in geopolitics and tech. It’s ~20% better than NVIDIA’s A100 in some inference tasks, but training large models exposes CUDA’s edge. With the 920 coming, China’s betting big on domestic AI hardware. Global markets, take note. #AI #TechWar.

I deployed 2 iOS apps recently. One cost $350 in Claude 3.7. The other? $25 with 3.5. Same outcome. 3.5 wins, easy. If you know, you know. 🔥📱.

4/ Most exciting part: o3 demonstrates emergent reasoning strategies - discovering its own ways to validate solutions without being explicitly trained to do so. 🔍.

3/ Trade-offs are real: o3 needs less sampling (1k vs 10k solutions) but likely requires massive compute resources. But this points to quality over quantity in reasoning. 💭.

2/ Important context: While o1-ioi used AlphaCode-style techniques for IOI 2024, o3 represents a shift toward general-purpose reasoning that develops its own approaches. 📈.

🧵 Key insights:.1/ The real breakthrough isn't just performance - it's how o3 develops its own verification strategies. It creates brute-force solutions to validate its optimized code. 🤔.

🔥 OpenAI's new paper shows fascinating evolution in competitive programming: from hand-crafted strategies to emergent reasoning. Their o3 model hits 99.8th percentile on CodeForces through pure learning. Paper:

Hot take: The next revolution won't be another centralized platform. It'll be open-source AI models running locally, trained on community knowledge bases. No paywalls, no gatekeepers. The future is distributed. 🌐.

📹 Demo video added — it works seamlessly via browser. The system (STS) was built before OpenAI's voice update, so it’s only going to get better from here. 💻 Currently running on 4-8 RTX 4090s via TensorDock on the backend. No URLs will be shared — this is strictly a proof of.

🚨 ALERT: I've implemented a system for near-instant deepfakes (🎥 Video & 🎤 Audio) — we’re talking LIVE Webcam/Microphone to near-real-time Deepfake Video/Voice. Tomorrow, someone else will. Are we ready for a world where seeing isn’t believing? 🤔. This isn’t sci-fi anymore.

5️⃣ Finishing doesn’t mean instant relief.The PhD is a huge milestone, but it’s not the end of stress or uncertainty. You might still feel lost, burned out, or unsure about what’s next. Give yourself time to recover and redefine what success means for you. 🧘‍♂️✨.

4️⃣ Burnout will hit hard—and more than once.You’ll push through exhaustion thinking you can outwork the burnout. You can’t. If you don’t take care of yourself, the burnout gets worse, and recovery takes even longer.

3️⃣ Productivity guilt is constant.You’ll never feel like you’ve done enough, even when you're working endlessly. That guilt doesn’t go away, but it’s crucial to recognize that rest is part of the work too. 🧠✨.

2️⃣ Your social life will take a backseat.No sugarcoating it: balancing a PhD with a social life is nearly impossible. You’ll lose touch with friends, skip events, and feel guilty for taking breaks. It’s lonely—but it's temporary. 💬.

1️⃣ Imposter syndrome never fully leaves.Even after years of research, you’ll still question if you deserve to be there. It’s not just you—almost everyone feels like a fraud at some point. The trick? Keep showing up anyway. 💪.

I feel so strongly about this thread that I’m putting it out there to reach more people. It’s been some time since I wrapped up my PhD, and here are 5 hard truths nobody tells you about the journey. If you’re in the grind right now, this is what you need to know: 🧵👇. #phdchat.

Innovation isn’t about external validation—it’s an algorithm of persistence and failure loops. Debug, iterate, and ship your progress. 💻⚙️.

Stepping back isn’t slowing down—it’s leveling up:. 🏅 Earning certifications.🎤 Presenting at conferences.👨‍🏫 Teaching the next generation of tech leaders. Get ready—For fresh perspectives, bold ideas, and the latest insights! You’ll want to be here for what’s next. 🔥🚀.