Show HN: Pandora M1, a distributed training GPU monitor box

Category: other

Tags: gpu-monitoring, distributed-training, hardware, led-matrix, 3d-printing

Score: 5.7/10 (Innovation: 7, Technical: 6, Documentation: 5, Utility: 4)

Pandora M1 is a custom hardware device with LED bars and knobs that provides a tactile, analog interface for monitoring distributed GPU training clusters (up to 64 nodes and 512 GPUs). It translates cluster metrics like utilization, memory, temperature, and power into physical visualizations, offering a novel alternative to software dashboards.

Target audience: ML engineers, DevOps, and researchers managing distributed GPU clusters

Repository: https://blog.christianperone.com/2026/10/pandora-m1-a-training-monitor-box-64-nodes-x-8-gpus-support/

View on Hacker News