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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.
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If a six-week Claude Code migration is burning tokens faster than you planned for, the first instinct is wrong.
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If you have ever run a multi-agent swarm against a Rails monolith, you know the failure shape.
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You decide something in February.
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The orchestrator is a while read loop.
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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.
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TestProf optimization could not scale: ten spec files in two months, hundreds more to go.
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A Rails monolith with 14,473 RSpec examples.