04 / FLAGSHIP
AI Infrastructure Troubleshooting
Don't learn what can break. Learn how to recover it.
FORMATLive instructor-led + Failure Lab access
LEVELIntermediate
DURATION6 sessions
LAB ACCESSIncluded
Who it's for
- · Engineers who will be on call for AI infrastructure
- · Kubernetes engineers who already run GPU workloads and want operational depth
Prerequisites
- · GPU Kubernetes or equivalent hands-on experience
- · Comfortable with kubectl, journalctl, and basic networking tools
What you will build
- · A personal incident-response playbook for AI infrastructure
- · Fluency with the diagnostic toolchain: logs, metrics, Linux tools, Kubernetes tooling, networking tools
What can break
- · Everything, deliberately — this course is built around ten realistic incidents
CURRICULUM
01
Diagnostic method
- · Observe, hypothesize, diagnose, fix, verify
- · Building an evidence trail under pressure
02
GPU-layer incidents
- · GPU invisible to Kubernetes
- · CUDA mismatch
- · GPU out-of-memory
- · Low GPU utilization
03
Cluster-layer incidents
- · Pods stuck Pending
- · Node NotReady
- · Container runtime failure
- · Failed cluster upgrade
04
Data-path incidents
- · Networking failure
- · Storage latency
- · Inference latency spike
Lab environment
Full Failure Lab access — every incident in this course is a live lab you must recover.
Outcomes
- · You can walk into a paged incident on AI infrastructure and run the recovery
- · You understand root cause, not just the fix command
Instructor
Built by engineers who have operated infrastructure in the real world.
Mr. Bingi, Founder
LIVE COHORTS
Scheduled across US, Europe, India, Japan, and Middle East.
No cohorts are currently scheduled for this course. Join a Break My Cluster session in the meantime, or reach out and we'll let you know as soon as dates are announced.
FAQ
Is this a certification exam?
No. You are scored on recovering real incidents, not answering multiple-choice questions.
What if I can't recover an incident in the session?
Failure Lab access continues after the live sessions so you can keep working the incident.