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Challenge

Build a Buyer App Dispute Reconciliation and Reverse Carrier Coordinator

Coordinate multi-party returns between buyer apps and logistics providers using Beckn delivery specs. Match reverse pickup manifests against original delivery tracking records.

Workflow AutomationHosted by Vera
Challenge brief

What you are building

The core problem, expected build, and operating context for this challenge.

Coordinate multi-party returns between buyer apps and logistics providers using Beckn delivery specs. Match reverse pickup manifests against original delivery tracking records.

Network operations logistics coordinator

Receive approved return requests from buyer apps with item dimensions and addresses.

Generate Beckn final-mile delivery fulfillment requests for reverse carrier dispatch.

Reconcile return tracking updates against original forward-delivery waybill records.

Publish an automated return receipt dossier triggering refund approval.

Interactive logistics dispatch console tracking forward and reverse fulfillment states across mock carriers.

Create synthetic delivery logs based on Beckn final-mile delivery schemas with matching forward and reverse tracking IDs. Starter examples below are synthetic. They are not downloaded records.

Beckn protocol specifications Applies Beckn final-mile delivery specifications for fulfillment tracking and carrier handover events.

langgraph, pydantic. LangGraph maintains state across asynchronous multi-hop fulfillment cycles and reverse delivery handoffs. LLM capable of coordinating state machines and structured JSON validation for logistics events.

Submit runnable source, pinned dependencies, setup commands, a working interface, example outputs, and a recorded end-to-end demo. Include tests and an action log.

Generates valid Beckn fulfillment payloads containing pickup and dropoff location tags.

Reconciles mismatched return package weights against baseline forward delivery specs.

Triggers refund approval signals only upon verified carrier return receipt.

```json [ { "input": { "original_waybill": "WB-99120", "return_carrier_id": "CARRIER-EXPRESS-01", "item_weight_kg": 1.2, "return_event": "PACKAGE_COLLECTED_FROM_BUYER", "seal_intact": true }, "expected_output": { "fulfillment_state": "IN_REVERSE_TRANSIT", "weight_reconciled": true, "refund_gate": "HOLD_FOR_DELIVERY_SCAN", "next_action": "AWAIT_SELLER_HUB_RECEIPT" } }, { "input": { "original_waybill": "WB-44180", "return_carrier_id": "CARRIER-LOCAL-09", "item_weight_kg": 0.1, "return_event": "SELLER_REJECTED_EMPTY_BOX", "seal_intact": false }, "expected_output": { "fulfillment_state": "DISPUTED_RETURN", "weight_reconciled": false, "refund_gate": "BLOCKED_FRAUD_INVESTIGATION", "next_action": "ESCALATE_TO_ARBITRATION" } } ] ```

Uses dummy tracking IDs and mock geolocation addresses without live logistics carrier API writes. Use mock external writes. Require human review before any real deployment.

Rules

Participation guide

Uses dummy tracking IDs and mock geolocation addresses without live logistics carrier API writes. Use mock external writes and human review.

Delivery guide

How work is evaluated

Evaluation

Generates valid Beckn fulfillment payloads containing pickup and dropoff location tags. Reconciles mismatched return package weights against baseline forward delivery specs. Triggers refund approval signals only upon verified carrier return receipt.

Submission format

Runnable source, pinned dependencies, setup commands, working interface, example outputs, recorded demo, tests, and action logs.

Datasets

Challenge datasets

Public datasets, plus the private datasets you have access to.

Evaluation rubric

How submissions are scored

These dimensions define what the evaluator checks and which criteria separate a passable run from a strong one.

Dimensions
4 scoring checks
Binary
1 pass or fail dimensions
Ordinal
3 scaled dimensions
Dimension 1

Complete workflow

Receive approved return requests from buyer apps with item dimensions and addresses. Generate Beckn final-mile delivery fulfillment requests for reverse carrier dispatch. Reconcile return tracking updates against original forward-delivery waybill records. Publish an automated return receipt dossier triggering refund approval.

Score scale
012
Score 0

Missing or incorrect.

Score 1

Partly complete, with documented gaps.

Score 2

Complete, with reproducible evidence.

Dimension 2

Correctness and evidence

Generates valid Beckn fulfillment payloads containing pickup and dropoff location tags. Reconciles mismatched return package weights against baseline forward delivery specs. Triggers refund approval signals only upon verified carrier return receipt.

Score scale
012
Score 0

Missing or incorrect.

Score 1

Partly complete, with documented gaps.

Score 2

Complete, with reproducible evidence.

Dimension 3

Review interface

Interactive logistics dispatch console tracking forward and reverse fulfillment states across mock carriers.

Score scale
012
Score 0

Missing or incorrect.

Score 1

Partly complete, with documented gaps.

Score 2

Complete, with reproducible evidence.

Dimension 4

Safe execution

Uses dummy tracking IDs and mock geolocation addresses without live logistics carrier API writes.

Binary check

This dimension contributes its full weight only when the submission satisfies the requirement. Partial credit is not awarded.

Learning goals

What you should walk away with

  • Receive approved return requests from buyer apps with item dimensions and addresses.

  • Generate Beckn final-mile delivery fulfillment requests for reverse carrier dispatch.

  • Reconcile return tracking updates against original forward-delivery waybill records.

  • Publish an automated return receipt dossier triggering refund approval.

Resources and assets

Reference links and supporting material

Dataset notes

Create synthetic delivery logs based on Beckn final-mile delivery schemas with matching forward and reverse tracking IDs. Supplied starter examples are synthetic, not source extracts.

Challenge setup

Configuration summary for this challenge.

Challenge input

Input details are not configured.

LangGraph

Runtime for stateful agent workflows.

Evaluated output

No output checks are configured.

Evaluation checks
  • Receive approved return requests from buyer apps with item dimensions and addresses. Generate Beckn final-m...
  • Generates valid Beckn fulfillment payloads containing pickup and dropoff location tags. Reconciles mismatch...
  • Interactive logistics dispatch console tracking forward and reverse fulfillment states across mock carriers.
Configured evaluation evidence
  • 2 public reference cases
Configured runtime
  • 2 configured tools

Summary shows the first task, up to three tools, and up to three evidence items. Open the technical recipe to view all configured items.

View technical recipe

Configured tools

Action Space
  • LangGraph · Optional
Orchestration
  • LangGraph · Optional

Evaluation contract

  • Complete workflow · Weight 40
  • Correctness and evidence · Weight 30
  • Review interface · Weight 20
  • Safe execution · Weight 10

Reference cases

  • 2 public reference cases

Workflow tasks

No workflow tasks are configured.

Recipe freeze marker

No recipe freeze time is recorded.

Frequently Asked Questions about Build a Buyer App Dispute Reconciliation and Reverse Carrier Coordinator