A tour of the evidence

A forecast that knows what it does not know

A calendar of recurring charges is not the same thing as a promise, and one future balance hides missing evidence and mixed currencies.

Wave 4 keeps owner and statement schedules separate from detected candidates, expands deterministic occurrences, and projects committed, expected, and possible paths per account and currency. A private post-sync scout may activate only mature derived patterns in the expected scenario behind deterministic evidence gates; it cannot create committed authority or ledger facts. The reusable public subset exports dependency-free recurrence, integer-minor-unit forecast, and backtest arithmetic with synthetic vectors and private/public parity proof; live adapters and orchestration remain private.