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Build a custom Shopify Order Editing application using Node.js, Remix, and the Shopify Admin GraphQL API. The tool will allow store staff to edit placed orders and automate post-purchase adjustments.

1. ARCHITECTURE & DATA MODEL
- Create a Remix application connected to Shopify GraphQL Admin API (2024-04 version or newer).
- Persist audit logs of all order modifications in PostgreSQL: store `order_id`, `staff_id`, `original_total`, `new_total`, `payment_status` ('refund_issued', 'invoice_sent', 'even_swap'), and `created_at` timestamp.

2. ORDER EDITING CORE FLOW
- Use Shopify GraphQL `orderEditBegin` mutation to start an order editing session using the target `orderId`.
- Implement actions using standard mutations: `orderEditAddQuantity`, `orderEditSetQuantity`, `orderEditAddVariant`, and `orderEditAddCustomItem`.
- Implement line item removal by setting quantity to 0.
- Commit the edit session using `orderEditCommit`.

3. BALANCE RECONCILIATION
- Read the output of `orderEditCommit` to calculate net price change.
- If balance > 0 (customer owes money): automatically create a Shopify Draft Order or payment link for the difference and send an invoice email via Shopify API.
- If balance < 0 (store owes refund): calculate refund amount and execute `refundCreate` mutation on the original payment transaction.
- If balance == 0: mark edit status as completed.

4. FULFILLMENT SAFEGUARDS & RULE ENGINE
- Check fulfillment status prior to editing: if `fulfillment_status` is 'fulfilled' or 'in_transit', block editing operations and show UI alert.
- Implement a automated rule engine on `orders/create` webhook: if an order contains a specific tag (e.g., 'PROMO_GIFT'), execute an automated orderEdit session adding specified bonus SKU prior to 3PL sync.

5. UI & ERROR HANDLING
- Build Shopify Polaris admin interface displaying open orders, editable line items, variant search selector, and clear balance preview before committing edits.
- Handle failure modes: handle GraphQL user errors (e.g., item out of stock, order locked by Shopify), rollback uncommitted editing sessions with `orderEditDiscount` handling, and display clear user messages.

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