Tips

Updated Jul 27, 2026
  • Read the traces. When an incident fires, the trace panel shows which debt category caused it. Address the root cause, not just the symptom.
  • Ethics has compounding returns. Forbidding dark patterns loses short-term income but slows alignment drift, which protects automation capability later.
  • Security debt is asymmetric. CVEs accumulate slowly but incident severity is high. A few percentage points in security allocation is cheap insurance.
  • Power infrastructure is a runway. Invest early at a slight short-term cost to avoid a hard ceiling when data centres unlock.
  • Defer unlocks strategically. Accepting a stage too early — before the debt vector is manageable — often accelerates incident frequency faster than the productivity gain can compensate.