# \#blog **URL:** https://forum.modular.com/tag/blog/26.md [Latest](https://forum.modular.com/latest.md) · [Categories](https://forum.modular.com/categories.md) · [Tags](https://forum.modular.com/tags.md) --- ## [Software Pipelining for GPU Kernels series](https://forum.modular.com/t/software-pipelining-for-gpu-kernels-series/3117)
**Author:** [@steepcurve](https://forum.modular.com/u/steepcurve)\ **Replies:** 1\ **Last updated:** [May 28, 2026, 3:03pm UTC](https://forum.modular.com/t/software-pipelining-for-gpu-kernels-series/3117 "2026-05-28T15:03:59Z")
It’s been a while since Part 1 of this blog series was published. Is there a timeline for future updates? --- ## [Structured Mojo Kernels - Context Managers vs RAII or Linear Types](https://forum.modular.com/t/structured-mojo-kernels-context-managers-vs-raii-or-linear-types/2811)
**Author:** [@owenhilyard](https://forum.modular.com/u/owenhilyard)\ **Replies:** 2\ **Last updated:** [March 6, 2026, 2:53pm UTC](https://forum.modular.com/t/structured-mojo-kernels-context-managers-vs-raii-or-linear-types/2811 "2026-03-06T14:53:27Z")
I’ve just finished reading through Modular: Structured Mojo Kernels Part 1 - Peak Performance, Half the Code, and I was wondering why context managers were chosen over using linear types for this. Context managers force … --- ## [Implementing Runtime Polymorphism in Mojo](https://forum.modular.com/t/implementing-runtime-polymorphism-in-mojo/2486)
**Author:** [@Ethan](https://forum.modular.com/u/Ethan)\ **Replies:** 2\ **Last updated:** [November 30, 2025, 7:25pm UTC](https://forum.modular.com/t/implementing-runtime-polymorphism-in-mojo/2486 "2025-11-30T19:25:25Z")
Hi everyone! I’ve been experimenting with Mojo’s low-level capabilities and wanted to share a proof-of-concept library I’ve been working on. While Mojo has excellent support for static polymorphism (parameterization), … --- ## [Question regarding Mojo SOTA Blackwell matmul part 2 blog: about TMA load](https://forum.modular.com/t/question-regarding-mojo-sota-blackwell-matmul-part-2-blog-about-tma-load/2418)
**Author:** [@m4nhb4nhq](https://forum.modular.com/u/m4nhb4nhq)\ **Replies:** 3\ **Last updated:** [November 4, 2025, 8:41pm UTC](https://forum.modular.com/t/question-regarding-mojo-sota-blackwell-matmul-part-2-blog-about-tma-load/2418 "2025-11-04T20:41:49Z")
I had a great time reading the Mojo SOTA Blackwell matmul blog series and learned a lot about newest GPU features and architecture. While digging more deeply into each part, I’m currently confused about TMA loading from … --- ## [Modular: Matrix Multiplication on Blackwell: Part 2 - Using Hardware Features to Optimize Matmul](https://forum.modular.com/t/modular-matrix-multiplication-on-blackwell-part-2-using-hardware-features-to-optimize-matmul/2230)
**Author:** [@Modular](https://forum.modular.com/u/Modular)\ **Replies:** 2\ **Last updated:** [September 6, 2025, 5:02pm UTC](https://forum.modular.com/t/modular-matrix-multiplication-on-blackwell-part-2-using-hardware-features-to-optimize-matmul/2230 "2025-09-06T17:02:43Z")
Matrix Multiplication on Blackwell: Part 2 - Using Hardware Features to Optimize Matmul This is a companion discussion topic for the original entry at https://www.modular.com/blog/matrix-multiplication-on-nvidias-black… --- ## [Modular: Matrix Multiplication on Blackwell: Part 1 - Introduction](https://forum.modular.com/t/modular-matrix-multiplication-on-blackwell-part-1-introduction/2201)
**Author:** [@Modular](https://forum.modular.com/u/Modular)\ **Replies:** 3\ **Last updated:** [September 2, 2025, 11:54pm UTC](https://forum.modular.com/t/modular-matrix-multiplication-on-blackwell-part-1-introduction/2201 "2025-09-02T23:54:21Z")
Matrix Multiplication on Blackwell: Part 1 - Introduction This is a companion discussion topic for the original entry at https://www.modular.com/blog/matrix-multiplication-on-nvidias-blackwell-part-1-introduction --- ## [Modular: Modverse #50: Modular Platform 25.5, Community Meetups, and Mojo's Debut in the Stack Overflow Developer Survey](https://forum.modular.com/t/modular-modverse-50-modular-platform-25-5-community-meetups-and-mojos-debut-in-the-stack-overflow-developer-survey/2162)
**Author:** [@Modular](https://forum.modular.com/u/Modular)\ **Replies:** 0\ **Last updated:** [August 21, 2025, 6:09pm UTC](https://forum.modular.com/t/modular-modverse-50-modular-platform-25-5-community-meetups-and-mojos-debut-in-the-stack-overflow-developer-survey/2162 "2025-08-21T18:09:56Z")
Modverse #50: Modular Platform 25.5, Community Meetups, and Mojo’s Debut in the Stack Overflow Developer Survey This is a companion discussion topic for the original entry at https://www.modular.com/blog/modverse-50 --- ## [Modular: Modular Platform 25.5: Introducing Large Scale Batch Inference](https://forum.modular.com/t/modular-modular-platform-25-5-introducing-large-scale-batch-inference/2075)
**Author:** [@Modular](https://forum.modular.com/u/Modular)\ **Replies:** 0\ **Last updated:** [August 5, 2025, 5:10pm UTC](https://forum.modular.com/t/modular-modular-platform-25-5-introducing-large-scale-batch-inference/2075 "2025-08-05T17:10:26Z")
Modular Platform 25.5: Introducing Large Scale Batch Inference This is a companion discussion topic for the original entry at https://www.modular.com/blog/modular-platform-25-5 --- ## [Modular: SF Compute and Modular Partner to Revolutionize AI Inference Economics](https://forum.modular.com/t/modular-sf-compute-and-modular-partner-to-revolutionize-ai-inference-economics/2054)
**Author:** [@Modular](https://forum.modular.com/u/Modular)\ **Replies:** 0\ **Last updated:** [July 31, 2025, 5:37pm UTC](https://forum.modular.com/t/modular-sf-compute-and-modular-partner-to-revolutionize-ai-inference-economics/2054 "2025-07-31T17:37:22Z")
SF Compute and Modular Partner to Revolutionize AI Inference Economics This is a companion discussion topic for the original entry at https://www.modular.com/blog/sf-compute --- ## [Translating Cython to Mojo, a first attempt](https://forum.modular.com/t/translating-cython-to-mojo-a-first-attempt/2035)
**Author:** [@ferdinand](https://forum.modular.com/u/ferdinand)\ **Replies:** 1\ **Last updated:** [July 30, 2025, 9:20pm UTC](https://forum.modular.com/t/translating-cython-to-mojo-a-first-attempt/2035 "2025-07-30T21:20:41Z")
Since hearing about Mojo I thought it might be a good language used in cases where Cython would usually be used, so I wrote up a quick blog post on my first experiences translating some Cython code in scikit-learn into M… --- ## [Modular: Modular 25.4: One Container, AMD and NVIDIA GPUs, No Lock-In](https://forum.modular.com/t/modular-modular-25-4-one-container-amd-and-nvidia-gpus-no-lock-in/1680)
**Author:** [@Modular](https://forum.modular.com/u/Modular)\ **Replies:** 0\ **Last updated:** [June 18, 2025, 4:28pm UTC](https://forum.modular.com/t/modular-modular-25-4-one-container-amd-and-nvidia-gpus-no-lock-in/1680 "2025-06-18T16:28:55Z")
Modular 25.4: One Container, AMD and NVIDIA GPUs, No Lock-In This is a companion discussion topic for the original entry at https://www.modular.com/blog/modular-25-4-one-container-amd-and-nvidia-gpus-no-lock-in --- ## [Modular: Modular + AMD: Unleashing AI performance on AMD GPUs](https://forum.modular.com/t/modular-modular-amd-unleashing-ai-performance-on-amd-gpus/1631)
**Author:** [@Modular](https://forum.modular.com/u/Modular)\ **Replies:** 0\ **Last updated:** [June 10, 2025, 5:37pm UTC](https://forum.modular.com/t/modular-modular-amd-unleashing-ai-performance-on-amd-gpus/1631 "2025-06-10T17:37:20Z")
Modular + AMD: Unleashing AI performance on AMD GPUs This is a companion discussion topic for the original entry at https://www.modular.com/blog/modular-x-amd-unleashing-ai-performance-on-amd-gpus --- ## [Modular: Introducing Mammoth: Enterprise-Scale GenAI Deployments Made Simple](https://forum.modular.com/t/modular-introducing-mammoth-enterprise-scale-genai-deployments-made-simple/1630)
**Author:** [@Modular](https://forum.modular.com/u/Modular)\ **Replies:** 0\ **Last updated:** [June 10, 2025, 4:06pm UTC](https://forum.modular.com/t/modular-introducing-mammoth-enterprise-scale-genai-deployments-made-simple/1630 "2025-06-10T16:06:19Z")
Introducing Mammoth: Enterprise-Scale GenAI Deployments Made Simple This is a companion discussion topic for the original entry at https://www.modular.com/blog/introducing-mammoth-enterprise-scale-genai-deployments-mad… --- ## [Modular: Modverse #48: Modular Platform 25.3, MAX AI Kernels, and the Modular GPU Kernel Hackathon](https://forum.modular.com/t/modular-modverse-48-modular-platform-25-3-max-ai-kernels-and-the-modular-gpu-kernel-hackathon/1542)
**Author:** [@Modular](https://forum.modular.com/u/Modular)\ **Replies:** 0\ **Last updated:** [May 29, 2025, 5:34pm UTC](https://forum.modular.com/t/modular-modverse-48-modular-platform-25-3-max-ai-kernels-and-the-modular-gpu-kernel-hackathon/1542 "2025-05-29T17:34:42Z")
Modverse #48: Modular Platform 25.3, MAX AI Kernels, and the Modular GPU Kernel Hackathon This is a companion discussion topic for the original entry at https://www.modular.com/blog/modverse-48 --- ## [Modular: Modular GPU Kernel Hackathon Highlights: Innovation, Community, & Mojo🔥](https://forum.modular.com/t/modular-modular-gpu-kernel-hackathon-highlights-innovation-community-mojo/1484)
**Author:** [@Modular](https://forum.modular.com/u/Modular)\ **Replies:** 0\ **Last updated:** [May 20, 2025, 6:47pm UTC](https://forum.modular.com/t/modular-modular-gpu-kernel-hackathon-highlights-innovation-community-mojo/1484 "2025-05-20T18:47:42Z")
Modular GPU Kernel Hackathon Highlights: Innovation, Community, & Mojo​:fire: This is a companion discussion topic for the original entry at https://www.modular.com/blog/modular-gpu-kernel-hackathon --- ## [Modular: Modular Platform 25.3: 450K+ Lines of Open Source Code and pip Packaging](https://forum.modular.com/t/modular-modular-platform-25-3-450k-lines-of-open-source-code-and-pip-packaging/1379)
**Author:** [@Modular](https://forum.modular.com/u/Modular)\ **Replies:** 0\ **Last updated:** [May 6, 2025, 5:15pm UTC](https://forum.modular.com/t/modular-modular-platform-25-3-450k-lines-of-open-source-code-and-pip-packaging/1379 "2025-05-06T17:15:19Z")
Modular Platform 25.3: 450K+ Lines of Open Source Code and pip Packaging This is a companion discussion topic for the original entry at https://www.modular.com/blog/modular-platform-25-3-450k-lines-of-open-source-code-… --- ## [Modular: A New, Simpler License for MAX and Mojo](https://forum.modular.com/t/modular-a-new-simpler-license-for-max-and-mojo/1287)
**Author:** [@Modular](https://forum.modular.com/u/Modular)\ **Replies:** 4\ **Last updated:** [April 30, 2025, 4:06am UTC](https://forum.modular.com/t/modular-a-new-simpler-license-for-max-and-mojo/1287 "2025-04-30T04:06:13Z")
A New, Simpler License for MAX and Mojo This is a companion discussion topic for the original entry at https://www.modular.com/blog/a-new-simpler-license-for-max-and-mojo --- ## [Modular: Modverse #47: MAX 25.2 and an evening of GPU programming at Modular HQ](https://forum.modular.com/t/modular-modverse-47-max-25-2-and-an-evening-of-gpu-programming-at-modular-hq/1262)
**Author:** [@Modular](https://forum.modular.com/u/Modular)\ **Replies:** 0\ **Last updated:** [April 17, 2025, 4:44pm UTC](https://forum.modular.com/t/modular-modverse-47-max-25-2-and-an-evening-of-gpu-programming-at-modular-hq/1262 "2025-04-17T16:44:31Z")
Modverse #47: MAX 25.2 and an evening of GPU programming at Modular HQ This is a companion discussion topic for the original entry at https://www.modular.com/blog/modverse-47 --- ## [Modular: MAX 25.2: Unleash the power of your H200's–without CUDA!](https://forum.modular.com/t/modular-max-25-2-unleash-the-power-of-your-h200s-without-cuda/1122)
**Author:** [@Modular](https://forum.modular.com/u/Modular)\ **Replies:** 0\ **Last updated:** [March 25, 2025, 2:04pm UTC](https://forum.modular.com/t/modular-max-25-2-unleash-the-power-of-your-h200s-without-cuda/1122 "2025-03-25T14:04:29Z")
MAX 25.2: Unleash the power of your H200’s–without CUDA! This is a companion discussion topic for the original entry at https://www.modular.com/blog/max-25-2-unleash-the-power-of-your-h200s-without-cuda