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How to ThinkIn the Age of AI
Principlev1PR-949

Allocate optimization effort to reducing serial bottlenecks…

Allocate optimization effort to reducing serial bottlenecks rather than accelerating already-parallel work, because the serial fraction determines the maximum possible speedup regardless of parallelization efforts (Amdahl's Law applied to cognition).

Why This Is a Principle

Grounded in The behavior of a system arises from its structure… (system behavior from structure), Average cycle time equals work-in-progress divided… (cycle time equals WIP/throughput), and Different problem domains require fundamentally different… (different domains require different approaches). The principle prescribes focusing on serial constraints as leverage points. Actionable as an optimization strategy.