Beyond CUDA

Automating GPU Kernels: Mako’s CEO on Crossing the CUDA Moat

26 min · 27. elo 2025
jakson Automating GPU Kernels: Mako’s CEO on Crossing the CUDA Moat kansikuva

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Waleed Atallah from Mako joins us to discuss automating GPU kernel generation with AI. 03:07 – Why GPU kernels bottleneck progress 04:46 – Three current ways to get kernels 06:02 – LLMs: can they write fast kernels? 07:48 – Mako’s “kernel agent” in action 09:12 – Early adopters & best-fit users 12:05 – Data scarcity limits fine-tuning 16:18 – AI-written kernels by 2030? 20:27 – Top technical risks ahead #BeyondCUDA #GPUkernels #mako 🌐 Connect with us: https://www.linkedin.com/in/jtatarchuk https://www.linkedin.com/in/waleedatallah * (00:00) - C1750 P1315 Waleed Atallah Audio * (26:24) - OUTRO SEQUENCE

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jakson How dstack is Cutting GPU Cloud Costs 3–7x with Smarter Orchestration kansikuva

How dstack is Cutting GPU Cloud Costs 3–7x with Smarter Orchestration

How we cuts cloud GPU costs 3-7x! Andrey Chepstov - CEO @ dstack (https://dstack.ai) chats with Jeff Tatarchuk on open source AI & redefining infrastructure. #AI #OpenSource #GPUs 00:29 - Intro and journey at JetBrains.   09:02 - How was dstack born?   13:14 - What are the challenges with Kubernetes?   18:36 - What problems does dstack solve?   26:21 - dstack roadmap and features.   30:25 - Open source journey and community building.   42:03 - What does Beyond CUDA mean?   🌐 Connect with us: https://www.linkedin.com/in/jtatarchuk/ https://www.linkedin.com/in/andrey-cheptsov * (00:00) - C2004 Andrey Cheptsov - Audio * (00:24) - Guest Introduction: Andre Cheep * (01:12) - Andre's Early Interest in Tech * (02:52) - Journey at JetBrains * (06:31) - Lessons from JetBrains * (09:14) - The Birth of DST Stack * (13:32) - Challenges with Kubernetes * (18:49) - DST Stack's Solutions and Vision * (24:12) - Challenges with Kubernetes and Market Dynamics * (24:53) - The Importance of Kubernetes in Cloud Services * (25:35) - Competing with Kubernetes: A New Approach * (26:54) - DST Stack Roadmap and Exciting Features * (27:20) - GPU Health Checks: A Game Changer * (30:41) - Open Source Journey and Community Building * (34:36) - Technical Challenges and Ecosystem Dynamics * (36:00) - Cost Efficiency and Surprising Use Cases * (39:50) - Future Plans and Community Involvement * (42:48) - Final Thoughts and Beyond CUDA

27. elo 202544 min