Grok Bot template · Cloud and DevOps
Spark Training Preflight
Preflight and diagnose the ten known failure modes for ML training on NVIDIA DGX Spark.
What it can do
The skills built into this template. Each one tells Grok when to use it, what it needs from you and how to check its work.
- CUDA ABI Mismatch Check (G1)
- Flash-Attention Presence and Unsloth Override (G2)
- UMA OOM Below 128GB Check (G3)
- Thermal Throttling Diagnosis (G4)
- Bandwidth Ceiling Assessment (G5)
- Global UMA Resource Contention Check (G6)
- NVFP4 vs FP8 Performance Check (G7)
- Stale Playbook Verification (G8)
- Container-First Environment Check (G9)
- Dual-Spark Parallelism Strategy Check (G10)
The full template
For members
The complete Spark Training Preflight template: its identity, every skill step by step, its limits and its first-run questions, ready to paste into a new Grok Bot. Members get it, and every other template here.
Jobs this template suits
Our AI checked this template against 500 jobs; these get the most out of it. Each job links to its learning path.