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  1. A youth astronomy non-profit I volunteer for needs member records, invoices, donation receipts, and payment reconciliation handled by something better than a shared spreadsheet.

  2. If a six-week Claude Code migration is burning tokens faster than you planned for, the first instinct is wrong.

  3. If you have ever run a multi-agent swarm against a Rails monolith, you know the failure shape.

  4. You decide something in February.

  5. The orchestrator is a while read loop.

  6. If your Rails model specs take 6 minutes in parallel and your full RSpec suite runs 20 minutes on a fresh laptop, the bottleneck is not the tests.

  7. TestProf optimization could not scale: ten spec files in two months, hundreds more to go.

  8. A Rails monolith with 14,473 RSpec examples.