pytorch

1 post connected to this tag.

Jun 28, 2026

Muon Optimizer: SGD vs AdamW vs Matrix-Aware Training Updates

Muon vs AdamW explained from update mathematics to optimizer state, PyTorch's BF16 Newton-Schulz implementation, matrix-aware training kernels, memory cost, and a proposed C-Kernel-Engine pa...

Read post →

Get my rants delivered to your inbox

I will send new posts as and when I write. No fixed cadence, just engineering notes, rants, and things I am thinking through.

Need an intelligent system to work on real hardware?

Embedded systems · Robotics · Constrained AI · CPU and HPC · Accelerators · Distributed systems

Work With Us / Antshiv Robotics

See engineering services

ShivasNotes

Independent notes on software, systems, AI workflows, robotics, and building Antsand in public.

Read

Latest articles
About
Projects
Resume

Support

Support this work
GitHub Sponsors
C-Kernel-Engine
Work With Us