A chapter-level starting point for alerting, on-call coverage and postmortems, with examples of adapting the practices to local staffing and authority.
Infermeld makes a mixed-GPU llama.cpp launch inspectable. Its recorded failures show why separate device allocations and completed workload checks matter more than adding VRAM capacities.
An eight-B200 test retained 96.1% to 98.2% of baseline output-token throughput with confidential computing enabled. Its software and workload define what that comparison covers.
The alliance supports storage, generation and flexible AI workloads as ways to change grid demand. For a scheduled evaluation, a safe pause can still miss the deadline the job serves.
Kubernetes attributes connect agent calls to pods, workloads and paging routes. A processor migration can break those connections while telemetry still flows.
Power and cooling affect the work a GPU pool can sustain. Device signals, request completions and queue growth help distinguish a physical limit from a workload change.
Kimi K3 can keep a larger incident record in view. Its practical value depends on evidence handling, agent integration and the cost of useful investigation.