1. How Component Scarcity Travels Through the Stack
4 lessonsTrace the path from silicon fab capacity to retail shelves and identify where bottlenecks create pricing pressure.
2. Workload-First Hardware Planning
4 lessonsDefine performance requirements and budget thresholds before evaluating specific products or generations.
3. Total Cost of Ownership Across Deployment Models
4 lessonsCompare owned hardware, cloud instances, and hybrid strategies using realistic workload profiles and time horizons.
4. Heterogeneous Compute and Workload Placement
4 lessonsDesign systems that route work to CPUs, GPUs, or specialized accelerators based on task characteristics.
5. Timing Purchases and Reading Market Cycles
4 lessonsUse demand signals, product roadmaps, and inventory data to make informed timing decisions.
6. Team and Multi-System Planning
4 lessonsScale hardware decisions from individual workstations to team clusters and infrastructure fleets.
7. Building Resilient Upgrade Strategies
4 lessonsCreate adaptable plans that survive price volatility, supply shocks, and shifting workload demands.
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