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Flow 2 — Fixing the Same Problems Again and Again

Without system-level understanding, AI repeatedly rediscovers structure. Refactors repeat. Token costs grow.

Step 1 of 5

You're shipping more. But not progressing.

Your team keeps touching the same areas.

  • Hotfixes.
  • Follow-up patches.
  • Reopened tickets.

It feels like motion. Not momentum.

System Evolution — tracking active improvements