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Engineering signals
  • Structural healthComplexity, coupling, and the cost of change.
  • Runtime behaviorThe hot paths that actually cost users and money.
  • Cost under loadWhere infrastructure spend outruns the load it serves.
  • Attack surfaceSurface area, dependencies, and the access that leaks.
  • Debt with consequencesDebt ranked by the interest it charges, not its age.
Common assumption

Symptoms are visible. Constraints are expensive.

Constraints stay hidden until load increases

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Audit & Optimization