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Democratizing AI Compute Series
Go behind the scenes of the AI industry with Chris Lattner

Modverse #46: MAX 25.1, MAX Builds, and Democratizing AI Compute
We recently introduced MAX 25.1, a major leap forward in AI development. This release enhances agentic and LLM workflows, introduces MAX Builds as a central hub for GenAI models and application recipes, and debuts a new GPU programming interface. Developers can now take advantage of GPU-accelerated embeddings, OpenAI-compatible function calling, structured output generation, and high-performance LLM optimizations like paged attention and prefix caching for improved efficiency.

Democratizing Compute
Go behind the scenes of the AI industry in this blog series by Chris Lattner. Trace the evolution of AI compute, dissect its current challenges, and discover how Modular is raising the bar with the world’s most open inference stack.

Matrix Multiplication on Blackwell
Learn how to write a high-performance GPU kernel on Blackwell that offers performance competitive to that of NVIDIA's cuBLAS implementation while leveraging Mojo's special features to make the kernel as simple as possible.

Structured Mojo Kernels
Learn how Mojo simplifies GPU programming with modular kernel architecture, compile-time abstractions, and zero-cost performance across modern GPU hardware.

Software Pipelining for GPU Kernels
Explore software pipelining for GPU kernels from first principles. We formalize dependencies as a graph, solve for the optimal schedule with a constraint solver, and show how it all integrates into MAX via pure Mojo.
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