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How to ThinkIn the Age of AI

Two weeks at sprint pace creates recovery debt — expect…

When sprint pace (exceeding sustainable pace) is maintained for more than two consecutive weeks, expect proportional recovery debt requiring at least one week of reduced output to repay accumulated cognitive deficit.

When This Fires

  • You've been working above sustainable pace for 2+ weeks (launch crunch, deadline pressure)
  • After a sprint, you feel depleted but are tempted to maintain the same pace
  • Planning the weeks following a known sprint period (product launch, conference, migration)
  • When leadership asks for "just one more week" of high-intensity work

Common Failure Mode

Sprinting for three weeks and then immediately returning to normal pace, expecting normal output. The accumulated debt means your "normal" week after a sprint will produce 50-70% of actual normal output. Planning for 100% ensures you fall behind, creating pressure to sprint again — a debt spiral where each sprint creates the conditions for the next.

The Protocol

When a sprint exceeds two weeks: (1) Acknowledge the recovery debt — it exists regardless of whether you plan for it. (2) Plan one reduced-output week for every two sprint weeks. Reduced means 50-70% of normal commitments, with the freed capacity going to genuine recovery (lighter work, more breaks, earlier endings). (3) Communicate the recovery week to stakeholders in advance: "After the launch sprint, the team will operate at reduced capacity for one week to prevent long-term degradation." (4) Track: does baseline capacity restore after the recovery week? If not, the debt was larger than estimated — extend recovery.