Fix wrong MAX model output with tensor evidence.
What it does
Guides diagnosis and repair of incorrect MAX model output through reference tensor comparisons and numerical verification.
When to use it
Use when a running MAX model disagrees with a trusted reference, including architecture ports, quantization, multi-GPU conversions, and upgrade regressions.
How to use it
Give it a MAX model with incorrect output and a runnable reference; it localizes the failure and applies numerically verified fixes.
What you provide
- An existing project
Uses
Good to know
- starts helper agents, number unstated
Latest review
What you need · 7
Requires a pixi environment containing MAX.
MAX must already be installed in the pixi environment.
Access · 2
This skill
Hugging Face Hub
Read
Downloads reference models and tokenizers
max.pipelines
Read
Inspects installed MAX pipeline code