Victor Skvortsov @_r4victor
Building @dstackai | My blog: https://t.co/f3s75By8It | Other projects: https://t.co/iaXkmKwJZ5 | https://t.co/oi5NQ58wWR tenthousandmeters.com Joined June 2011-
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Don’t want to self-host the open-source dstack? Try dstack Sky. Today’s release adds a project wizard to choose between the GPU marketplace or your own cloud accounts. New accounts also get free GPU credits.
The ICLR 2026 deadline is ten days away. But you just found a bug in your evals, so now you need to re-run all your ablations. That's hundreds of experiments, and you need them done ASAP. @modal's got you. Introducing our ICLR 2026 compute grant program.
I like making GPUs go brrt at @modal. I wrote up what I've learned along the way in an extension to the GPU Glossary -- our "CUDA Docs for Humans". Introducing: the GPU 𝔓𝔢𝔯𝔣𝔬𝔯𝔪𝔞𝔫𝔠𝔢 Glossary. modal.com/gpu-glossary/p…
🔥 New orchestration capabilities! dstack now natively integrates with @digitalocean and @AMD Developer Cloud. ⚡Provision & manage AMD Instinct GPUs cost-effectively ⚡Run dev environments, training, inference & benchmarks ⚡Lightweight, GPU-native orchestration - built for ML…
I'm embarassed to admit that I have just grokked how amazing Python coroutines and asyncio are. I want to rewrite every single piece of code with threads I have every written! But the learning curve is steep. This great blog opened my eyes: tenthousandmeters.com/blog/python-be…
3 free video generations. 1 weekend only. gemini.google.com/veo Ends Sunday 10pm PT.
GPU Orchestration made simple = Big win for ML teams 🔗 lambda.ai/orchestration?…
GPU Orchestration made simple = Big win for ML teams 🔗 lambda.ai/orchestration?…
AMD vs NVIDIA Inference Benchmark: Who Wins? Performance & Cost Per Million Tokens MI300X, MI325X, H100, H200, B200, MI355X VLLM, SGLang, TRT-LLM ROCm CI Lack of Coverage Inflated AMD Rental Prices semianalysis.com/2025/05/23/amd…
America Is Missing The New Labor Economy - Robotics Part 1 semianalysis.com/2025/03/11/ame…
Huawei AI CloudMatrix 384 China’s Answer to Nvidia GB200 NVL72 China Abundance of Power, 100% Optics, 0% Copper Power Inefficiency 2.6x lower FLOP per Watt 14 Transceivers per Chip, Linear Pluggable Optics semianalysis.com/2025/04/16/hua…
We moved from pip to uv in @dstackai CI and dev pipelines, and dependencies installation times went from ~70s to ~10s. uv and @astral_sh rock!
Tariff Armageddon? GPU Loopholes Mexico Supply Chain Shift Wafer Fab Equipment Optical Module Pricing UPS, Generators, Transformers, Switchgear, Power Distribution Equipment, Cooling, Pumps OEM & ODM Supply Chain Softbank Impact Nvidia Balance Sheet Usage semianalysis.com/2025/04/10/tar…
Announcing the integration between Nebius and @dstackai. 🔀 Learn how to get started: nebius.com/blog/posts/dst… dstack is an open-source container orchestration platform that bridges the gap between Kubernetes and Slurm, designed for ML teams to manage GPU workloads across GPU…
We benchmarked DeepSeek R1 inference performance across SGLang, vLLM, and TensorRT-LLM - on 8x NVIDIA H200 and 8x AMD MI300X GPUs. This benchmark was supported by @Vultr and @LambdaAPI. Check out the results: dstack.ai/blog/h200-mi30…
Eliovp just published a blog post about their new tool for benchmarking AI models at scale—built on dstack for native benchmarking across clouds and on-prem. Check it out: eliovp.com/introducing-ou…
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