Build an Open Commerce Perishable Food Cold-Chain Allocation Router
Evaluate refrigerated transport capacity across rural producer collectives to route perishable harvests under ONDC protocol specs. Compute remaining product shelf life and allocate shipments across certified local cold-storage providers.
What you are building
The core problem, expected build, and operating context for this challenge.
Evaluate refrigerated transport capacity across rural producer collectives to route perishable harvests under ONDC protocol specs. Compute remaining product shelf life and allocate shipments across certified local cold-storage providers.
Horticulture export cooperative coordinator
Ingest perishable harvest batches with ambient temperature exposure logs and harvest timestamps.
Query simulated ONDC logistics provider quotes using Beckn core final-mile delivery schemas.
Calculate estimated transit times against remaining shelf-life thresholds for delicate agricultural produce.
Generate optimized multi-carrier fulfillment plans and simulated Beckn on_init contract proposals.
Cold-chain control tower dashboard rendering real-time temperature logs, transit timelines, and dispatch slips.
Generate synthetic JSON records representing temperature-sensitive fruit batches and mock ONDC logistics bids. Starter examples below are synthetic. They are not downloaded records.
ONDC protocol specifications Implements ONDC logistics protocol extensions layered over Beckn core transaction specifications.
ray-serve, pydantic, fastapi. Ray Serve enables high-throughput concurrent evaluation of logistics bidding options across distributed farm nodes. API-driven or local LLM for parsing unstructured logistics contract terms and transit SLA stipulations.
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.
Flags and rejects logistics routes whose estimated delivery time exceeds remaining produce shelf life.
Formats simulated network logistics dispatch requests conforming to Beckn final-mile delivery context fields.
Allocates shipment across secondary cold stores when primary refrigerated transport is at capacity.
```json [ { "input": { "batch": { "crop": "strawberry", "quantity_crates": 120, "harvest_time": "2025-03-01T04:00:00Z", "max_ambient_hours": 18 }, "available_carriers": [ { "carrier_id": "cold_transit_a", "type": "reefer", "transit_hours": 8, "capacity_crates": 150 }, { "carrier_id": "dry_transit_b", "type": "ambient", "transit_hours": 5, "capacity_crates": 200 } ] }, "expected_output": { "selected_carrier_id": "cold_transit_a", "allocation_status": "CONFIRMED", "allocated_crates": 120, "risk_assessment": "Refrigerated transit protects shelf life within safe 8-hour window." } }, { "input": { "batch": { "crop": "mango_alphonso", "quantity_crates": 300, "harvest_time": "2025-04-10T06:00:00Z", "max_ambient_hours": 24 }, "available_carriers": [ { "carrier_id": "cold_transit_c", "type": "reefer", "transit_hours": 30, "capacity_crates": 400 } ] }, "expected_output": { "selected_carrier_id": null, "allocation_status": "REJECTED_SLA_BREACH", "allocated_crates": 0, "risk_assessment": "Transit duration of 30 hours exceeds safe freshness threshold of 24 hours." } } ] ```
Simulates cold-chain allocation solely; does not execute binding carrier bookings or control real vehicle telematics. Use mock external writes. Require human review before any real deployment.
Participation guide
Simulates cold-chain allocation solely; does not execute binding carrier bookings or control real vehicle telematics. Use mock external writes and human review.
How work is evaluated
Flags and rejects logistics routes whose estimated delivery time exceeds remaining produce shelf life. Formats simulated network logistics dispatch requests conforming to Beckn final-mile delivery context fields. Allocates shipment across secondary cold stores when primary refrigerated transport is at capacity.
Runnable source, pinned dependencies, setup commands, working interface, example outputs, recorded demo, tests, and action logs.
Challenge datasets
Public datasets, plus the private datasets you have access to.
How submissions are scored
These dimensions define what the evaluator checks and which criteria separate a passable run from a strong one.
Complete workflow
Ingest perishable harvest batches with ambient temperature exposure logs and harvest timestamps. Query simulated ONDC logistics provider quotes using Beckn core final-mile delivery schemas. Calculate estimated transit times against remaining shelf-life thresholds for delicate agricultural produce. Generate optimized multi-carrier fulfillment plans and simulated Beckn on_init contract proposals.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Correctness and evidence
Flags and rejects logistics routes whose estimated delivery time exceeds remaining produce shelf life. Formats simulated network logistics dispatch requests conforming to Beckn final-mile delivery context fields. Allocates shipment across secondary cold stores when primary refrigerated transport is at capacity.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Review interface
Cold-chain control tower dashboard rendering real-time temperature logs, transit timelines, and dispatch slips.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Safe execution
Simulates cold-chain allocation solely; does not execute binding carrier bookings or control real vehicle telematics.
This dimension contributes its full weight only when the submission satisfies the requirement. Partial credit is not awarded.
What you should walk away with
Ingest perishable harvest batches with ambient temperature exposure logs and harvest timestamps.
Query simulated ONDC logistics provider quotes using Beckn core final-mile delivery schemas.
Calculate estimated transit times against remaining shelf-life thresholds for delicate agricultural produce.
Generate optimized multi-carrier fulfillment plans and simulated Beckn on_init contract proposals.
Reference links and supporting material
Generate synthetic JSON records representing temperature-sensitive fruit batches and mock ONDC logistics bids. Supplied starter examples are synthetic, not source extracts.
Challenge setup
Configuration summary for this challenge.
Challenge input
Input details are not configured.
Ray Serve
Action Space in the agent workflow.
Evaluated output
No output checks are configured.
- Ingest perishable harvest batches with ambient temperature exposure logs and harvest timestamps. Query simu...
- Flags and rejects logistics routes whose estimated delivery time exceeds remaining produce shelf life. Form...
- Cold-chain control tower dashboard rendering real-time temperature logs, transit timelines, and dispatch sl...
- 2 public reference cases
- 1 configured tool
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
- Ray Serve · 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.