Proposed technical architecture
Physical signals.
Inspectable intelligence.
An event-driven design connecting shipment identity, operational constraints and an AI reasoning layer. Every proposed action passes through validation and operator approval.
01 / OBSERVEOrders + physical scan events
02 / UNDERSTANDShipment state + constraints
03 / PROPOSEOptimization + AI explanation
04 / EXECUTEValidate + approve + audit
LAYER 01 / PHYSICAL + BUSINESS INPUTSA common event contract.
Barcode scans first. RFID readers and vehicle telemetry follow after field validation. ERP or order-management adapters normalize order updates into the same shipment model.
shipment_idevent_iddevice_idoccurred_at
An edge gateway would queue scans offline, deduplicate retries and preserve both device and server timestamps. Late or conflicting reads become reviewable exceptions.
LAYER 02 / OPERATIONAL STATEOne record across handoffs.
A proposed PostgreSQL event ledger maintains orders, shipment units, manifests, vehicles, driver availability, delivery evidence and reconciliation state. A worker queue handles retries and state transitions.
PostgreSQLBackground workersObject storage
Every write must enforce tenant boundaries, state-transition rules and idempotency. Files and delivery photos need retention controls and scoped access.
LAYER 03 / FEASIBILITY + OPTIMIZATIONCheck what can actually move.
A rules service checks weight, volume, cargo compatibility, time windows, vehicle capability and driver availability. A routing solver such as OR-Tools proposes feasible assignments using a licensed traffic and travel-time provider.
Hard constraint checksRouting solverTraffic adapter
A solver may return a feasible candidate rather than a globally optimal route. Stale traffic or infeasible jobs must produce a clear fallback for the dispatcher.
LAYER 04 / PLANNED CLAUDE INTEGRATIONUnderstand. Explain. Draft.
Claude would extract structured delivery requirements from documents, summarize exceptions and draft recommended actions. Controlled tools would retrieve shipment evidence and request validated route candidates.
Document interpretationTool useStructured validation
API calls belong on a server. Untrusted documents cannot authorize actions. Recommendations must reference available evidence; missing facts prompt review. No Claude API is connected today.
CONTROL PLANE / OPERATOR APPROVAL + AUDITA recommendation is not an executed action.
Before dispatch, the backend would re-check current shipment state, enforce permissions and validate the proposed manifest. An operator approves the change. An idempotent command is then sent to the relevant system and acknowledged. Approval, rejection, execution and failure are recorded separately. Settlement review does not trigger payment.
Role-based accessEvidence-linked recommendationsVersion checksIdempotent executionSeparate payment approval