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Sandboxed proof pattern
File-to-ledger reconciliation workflow proof pattern
This pattern shows how Folium can move spreadsheet-heavy finance operations into a reviewable file-to-ledger workflow with source lineage and gated payout authority.
Situation
Operators receive residual files, processor exports, fee statements, payout reports, and partner split data that are hard to normalize or audit.
Folium move
Create parser profiles, row normalization, MID/TID matching, partner hierarchy mapping, variance detection, exception queues, and payout-prep evidence.
What gets tested
File ingestion, column mapping, unknown format handling, row confidence, duplicate detection, sensitive field tokenization, split calculations, and export records.
What stays protected
Actual payout, accounting, tax, banking, processor, and provider execution authority remains blocked until approved owners authorize it.
Proof route
The pattern turns broad capability into reviewable operating steps.
Each lane keeps the same discipline: name the work, expose the route, test the boundary, package the record, and choose the next controlled move.
- 01 Ingest Accept approved files, classify format, extract rows, preserve source pointers, and flag unknown layouts.
- 02 Normalize Map fields into standard records with merchant, partner, fee, reserve, transaction, and statement context.
- 03 Reconcile Match MID/TID, partner hierarchy, expected split rules, prior records, and variance thresholds.
- 04 Review Route mismatches, missing fields, duplicate rows, reserve questions, and payout-prep blockers to humans.
- 05 Export Package approved records, exception summaries, audit receipts, and gated payout-prep exports.
Signals
What a reviewer should be able to see.
Source-to-record lineage
Each ledger candidate can be traced back to the file, row, field, and parser profile that produced it.
Exception discipline
Uncertain rows move to review instead of silently contaminating payouts or reports.
Gated execution
Preparing payout records is separated from executing payout authority.
Public boundary
This proof pattern shows reconciliation support and evidence workflow design. It does not claim payment, payout, accounting, tax, banking, processor, or regulated authority.
Start here
Use the proof pattern to choose one controlled first move.
The broad capability surface stays visible, while the first build remains narrow enough to verify.