xiaohongshu
xiaohongshu
Patterns for provable financial accuracy and invariant testing
Full skill instructions
In the "Action Era", LivestockAI agents may autonomously propose sales or analyze profit. Trust is our currency. Calculations must be mathematically provable.
All financial storage and calculation must treat money as an integer (minor units) or high-precision decimal.
NEVER use standard generic number floating point math for money.
Database:
DECIMAL(19, 4) for unit prices (allows for precise small-unit costs like feed per gram).
DECIMAL(19, 2) for final transaction amounts (invoices, payments).
TypeScript:
Always use decimal.js via the project's currency utilities.
// ❌ Dangerous
const total = 0.1 + 0.2 // 0.30000000000000004
// ✅ Safe
import { add } from '~/features/settings/currency'
const total = add(0.1, 0.2) // Decimal(0.3)
Use fast-check to prove financial laws hold true for all inputs.
Profit = Revenue - (COGS + Expenses)
test('Profit Invariant', () => {
fc.assert(
fc.property(fc.integer(), fc.integer(), (revenue, cost) => {
const profit = calculateProfit(revenue, cost)
// Profit + Cost must always exactly equal Revenue
return profit.add(cost).equals(revenue)
}),
)
})
When splitting a cost across N batches, the sum of parts must equal the total. Watch out for rounding leftovers.
Pattern: The "Penny Allocate" Algorithm If splitting $100 among 3 batches: Batch 1: $33.33 Batch 2: $33.33 Batch 3: $33.34 (Takes the remainder)
Financial records (invoices, sales, expenses) should be "Append-Only" to the user.
If a mistake is made:
Always store exchangeRate and currencyCode at the time of transaction.
Never calculate historical value using current exchange rates.
financial-calculations - The specific library calls implementationproperty-testing - The value verification methodxiaohongshu
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