Eldar Kurtić @_EldarKurtic
Principal Research Scientist @RedHat_AI & @ISTAustria Joined July 2018-
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🚀 LLM Compressor v0.7.0 is here! This release brings powerful new features for quantizing large language models, including transform support (QuIP, SpinQuant), mixed precision compression, improved MoE handling with Llama4 support, and more. Full blog: developers.redhat.com/articles/2025/……
My recent talk at "Open Source @Siemens 2025" is now live on YouTube: youtube.com/watch?v=nu8o_v…
Apparently, we’re trending in SF as well
Let @mgoin_ show you what the de facto industry standard for running agents looks like with @vllm_project
Let @mgoin_ show you what the de facto industry standard for running agents looks like with @vllm_project
[vLLM Office Hours #29] Scaling MoE with llm-d x.com/i/broadcasts/1…
You can now find GuideLLM at its new address: github.com/vllm-project/g…
You can now find GuideLLM at its new address: github.com/vllm-project/g…
.@vllm_project office hours return next week! Alongside project updates from @mgoin_, vLLM committers and HPC experts @robertshaw21 + @tms_jr will share how to scale MoE models with llm-d and lessons from real world multi-node deployments. Register: red.ht/office-hours
FP4 models and inference kernels ready for Blackwell GPUs! GPTQ and Hadamard for accuracy, and fused Hadamard for runtime. Check out more details about our work in the thread below 👇
FP4 models and inference kernels ready for Blackwell GPUs! GPTQ and Hadamard for accuracy, and fused Hadamard for runtime. Check out more details about our work in the thread below 👇
The @huggingface folks deserve far more credit for being a pillar of open-source and still managing to push out SOTA results across the board, along with a full write-up of the entire model’s lifecycle.
The @huggingface folks deserve far more credit for being a pillar of open-source and still managing to push out SOTA results across the board, along with a full write-up of the entire model’s lifecycle.
Want to learn more about GuideLLM, the tool used by @charles_irl and @modal_labs' LLM Engine Advisor to easily benchmark LLM inference stack? Join the next vLLM office hours with @ZelenovicSasa , @mgoin_ , Jenny Yi, and @markurtz_ . More details in the thread below 👇
Want to learn more about GuideLLM, the tool used by @charles_irl and @modal_labs' LLM Engine Advisor to easily benchmark LLM inference stack? Join the next vLLM office hours with @ZelenovicSasa , @mgoin_ , Jenny Yi, and @markurtz_ . More details in the thread below 👇
The recording of @egallen's and my @PyTorch Day France 2025 and @gosimfoundation talk, "Scaling LLM Inference with vLLM," is now available on PyTorch’s YouTube channel. youtube.com/watch?v=XYh6Xf…
Red Hat team absolutely smashing it!! Integration with axolotl is huge for training
Red Hat team absolutely smashing it!! Integration with axolotl is huge for training
LLM-Compressor now integrated with Axolotl!
LLM-Compressor now integrated with Axolotl!
Join me to hear about decentralised training, why it works and what opportunities it can unlock 🚀. Many thanks to @Sree_Harsha_N for the invitation!
Join me to hear about decentralised training, why it works and what opportunities it can unlock 🚀. Many thanks to @Sree_Harsha_N for the invitation!
Want to quickly get a feeling for how fast an LLM runs under different workloads (and in different engines)? Look no further, @charles_irl and @modal_labs built a really cool app for it. Pro tip: don't skip the "Executive Summary" and "How to Benchmark", well worth the read!
Want to quickly get a feeling for how fast an LLM runs under different workloads (and in different engines)? Look no further, @charles_irl and @modal_labs built a really cool app for it. Pro tip: don't skip the "Executive Summary" and "How to Benchmark", well worth the read!
Today at 15:00 CEST, I’ll give a talk at OpenSource@Siemens on efficient inference with LLMs. 📺 The talk will be live-streamed at opensource.siemens.com, followed by a live Q&A. Feel free to tune in and bring your questions! It’s a tutorial-style session covering the basics…

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