State model
Batch and partition manifests remain immutable; reruns create new attempts. Published views point to the exact successful attempt and source cut-offs.
Treasurers need a consolidated cash view across accounts, currencies and pending items, but source cut-offs and ownership differ.
The system builds a time-qualified cash position, labels confirmed and forecast values separately, and explains the drivers of material movement with source lineage.
Organisations, systems and operating conditions are intentionally anonymised and recomposed. The design demonstrates engineering and banking-domain reasoning; it does not represent a named client estate, vendor product or measured production result.
Typed commands, state changes and receipts cross an event spine without surrendering domain ownership.
Permitted workThe AI route may explain and prepare an instruction. Payment authentication, limits, screening, posting and settlement remain deterministic control points.
Consistency ruleUse idempotent commands, monotonic status and independent ledger or rail readback; timeout never means not executed.
Hard boundaryThe model is not a system of record, identity provider, policy authority or proof that an external effect occurred.
Several sources must agree on balances, positions, costs or outcomes before a reporting or management decision can rely on them.
Forecasts cannot be presented as settled balances, and missing feeds remain visible rather than becoming zeros.
A deterministic outer workflow contains model-led work inside typed, observable calls. Dashed messages remain proposals until policy or a human grants authority.
Batch and partition manifests remain immutable; reruns create new attempts. Published views point to the exact successful attempt and source cut-offs.
Use file or event arrival to trigger orchestration. Separate raw landing, canonical transformation, control calculation and consumer serving.
A consumer sees one qualified batch version. Mixed source cut-offs or partial partitions cannot be presented as a complete period.
These roles are deliberately vendor-neutral. Each can be independently owned, versioned and replaced.
Accepts a typed evidence request and returns the minimum permitted facts with source, event time, observation time, validity and exclusions.
Appends request, versions, policy result, model proposal, approval, action receipt, readback, correction and custody events under one correlation key.
Chooses an approved model route by task, risk, evidence quality, latency budget and cost ceiling; enforces structured outputs.
Builds time-qualified projections from source events and reconciliations without becoming the legal system of record.
Evaluates identity, purpose, capability, amount, risk tier and policy version; returns allow, deny, step-up or human-review with reasons.
Durable records carry provenance, authority, effect and custody without turning a transcript into an uncontrolled memory store.
Use idempotent commands, monotonic status and independent ledger or rail readback; timeout never means not executed.
The selected design is not universally superior. It is the safer fit for this boundary and failure cost.
Prefetch stable, purpose-safe facts; acquire volatile facts on demand against a time-qualified snapshot.
Load a broad customer profile at session start.
Cost acceptedThe selected design adds source calls and latency, but reduces stale data, excess exposure and accidental reuse.
Use append-only events plus a rebuildable current-state projection.
Overwrite the case row with its latest status.
Cost acceptedReplay and storage are more complex, but point-in-time reconstruction and correction lineage remain possible.
Reserve larger models for residual reasoning after deterministic and smaller-model gates.
Send every request to the most capable available model.
Cost acceptedRouting adds evaluation work and operational complexity, but controls cost, latency and unnecessary data exposure.
Use event-fed projections for scale and direct readback for consequential effects.
Fan out to all systems of record for every interaction.
Cost acceptedRead models introduce lag and reconciliation work, but reduce source load and make cross-system views feasible.
Compile stable decision logic and retain retrieval for explanation and residual ambiguity.
Ask a model to interpret the source document for every request.
Cost acceptedRule compilation needs controlled change, but creates repeatable decisions, regression tests and clear exceptions.
Retries are bounded by knowledge of business effect; unknown outcome remains visible, owned and independently reconciled.
Actual thresholds belong to accountable service owners. The design exposes the equations and observables that those owners must baseline.
required_throughput = input_rows / available_batch_windowreconciliation_work = partitions x independent_control_setsrerun_headroom = remaining_window x spare_processing_rateRestrict payment detail to the authenticated purpose and redact unnecessary counterparty data from model context and telemetry.
A design is production-ready only when teams can prove what happened, recover it and change it safely.
duplicate and delayed acknowledgement test
status change before commit test
limit and step-up authentication test
unknown-outcome recovery rehearsal
Source cut-offs, currency rates, pending-item status, reconciliation totals, explanation citations and completeness flags.
The corporate treasurer accepts the position and decides funding or investment action.
Move high-value changes to event-driven refresh only after the batch control set can reconcile the new path against the established baseline.
Payments product, fraud, financial-crime, operations and service-resilience owners approve the route.