Synaptic Radio

Principal ML engineer focused on foundation models, agentic systems and scientific AI. I write about the math, systems and engineering judgement behind reliable ML workflows.

Home
Archives
Categories
Tags
Resume
Search
1. Dark Mode

Search

Categories

Distributed Training Evaluation and Experimentation Multimodal Learning Reliability and Observability Software Architecture Tokenization and Representation

Tags

Checkpointing Coordinate Encoding Evaluation Fault-Tolerance Multimodal Models Pytorch Reproducibility Spatial Reasoning Training-Systems

Tags

1 page

Training-Systems

A Restart Is Not a Resume: Testing PyTorch Checkpoints

Featured image of post A Restart Is Not a Resume: Testing PyTorch Checkpoints

© 2026 Anshuman Sahoo