Beyond Uptime: Reliability Engineering for AI Infrastructure
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Disclaimer & Limitation of Liability
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Operation Slowburn : A Forensic Reconstruction
Operation Slowburn : A Forensic Reconstruction
https://leanpub.com/forensic-ai
Incident Premise and Cluster Configuration
https://leanpub.com/forensic-ai
What are these components ?
https://leanpub.com/forensic-ai
Confined NVLINK DOMAIN
(TP=8)
https://leanpub.com/forensic-ai
Two-Tier Leaf-Spine FAT-Tree
(200 Gbps RoCE v2)
https://leanpub.com/forensic-ai
Single-Hop Rail-Optimized Nic-Switch Mapping
https://leanpub.com/forensic-ai
GPUDIRECT RDMA & KERNEL-BYPASS
https://leanpub.com/forensic-ai
O(N) Latency Scaling in NCCL Default Ring
https://leanpub.com/forensic-ai
Silent PCIe Link Downtraining (GEN 5 x16 → GEN 3 x4)
https://leanpub.com/forensic-ai
IEEE 802.1Qbb PFC Pause-Frame Cascades & HEAD-OF-LINE (HoL) Blocking
https://leanpub.com/forensic-ai
The Blind Spot of Single-Node Telemetry
https://leanpub.com/forensic-ai
Host CPU Telemetry and the RDMA Paradox
https://leanpub.com/forensic-ai
Node-Local Integrity vs. Cluster Coordination
https://leanpub.com/forensic-ai
The Forensic Investigation
https://leanpub.com/forensic-ai
Finding the Ring Topology Bottleneck
https://leanpub.com/forensic-ai
What did we learn & next steps
https://leanpub.com/forensic-ai
Implement In-Band & Switch-Level Telemetry (gNMI / INT)
https://leanpub.com/forensic-ai
Mandate Pre-Flight Synthetic Canaries
https://leanpub.com/forensic-ai
Shift from Static Thresholds to Statistical Tail Tracking
https://leanpub.com/forensic-ai
Decouple Containment from Hardware Replacement
https://leanpub.com/forensic-ai
Suggested Multi-Layer Monitoring Reference Matrix
https://leanpub.com/forensic-ai
From Reactive Firefighting to Architectural Discipline
https://leanpub.com/forensic-ai
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The Synchronization Problem
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Specialized Networking Technologies
In this chapter
Operation Slowburn : A Forensic Reconstruction
Incident Premise and Cluster Configuration
The Forensic Investigation