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How to ThinkIn the Age of AI

When improvement stalls despite effort, the bottleneck…

When throughput improvement stalls despite continued effort at the current constraint location, immediately re-run constraint identification to detect whether the bottleneck has migrated.

When This Fires

  • You've been improving a process step for 2+ weeks with no throughput improvement
  • Effort at the identified bottleneck feels productive locally but doesn't improve overall output
  • After a successful improvement initiative, a new plateau emerges
  • Weekly constraint review shows the same constraint for 3+ weeks without improvement

Common Failure Mode

Doubling down on the original constraint because "we've invested so much in improving it." This is sunk-cost thinking applied to process improvement. The old constraint may now be over-optimized while the new constraint receives zero attention. Every week spent on the wrong constraint is a week of lost throughput improvement.

The Protocol

When improvement stalls despite effort: (1) Stop optimizing the current constraint. (2) Re-run constraint identification from scratch: where are queues building? What step has the lowest throughput? What are people waiting for? (3) If the constraint has migrated, redirect all improvement effort to the new location. (4) Establish a weekly constraint review ritual: every week, ask four questions — what's the current bottleneck? Did it shift since last week? What action was taken? How did throughput change? This prevents the inertia that keeps you working on yesterday's constraint.