Build a Predictive Robot Tooling Cycle and Spares Provisioning Planner
Aggregate robot tool cycle counts and trajectory execution data from MoveIt simulation logs. Plan predictive maintenance visits and generate tooling spare parts pull manifests based on cumulative usage thresholds.
What you are building
The core problem, expected build, and operating context for this challenge.
Aggregate robot tool cycle counts and trajectory execution data from MoveIt simulation logs. Plan predictive maintenance visits and generate tooling spare parts pull manifests based on cumulative usage thresholds.
Robotics Maintenance Lead
Parse simulated MoveIt joint trajectory execution logs and extract tool cycle counters.
Calculate cumulative operational cycles and compare against manufacturer usage limit thresholds.
Correlate approaching end-of-life cycle limits with warehouse tooling stock levels.
Construct an advisory maintenance visit plan and tooling kit requisition order for approval.
Asset health dashboard with cycle progression meters and one-click spare part kit draft reservation.
Generate synthetic JSON records representing robot trajectory execution histories and tooling usage parameters. Store in a local repository directory. Starter examples below are synthetic. They are not downloaded records.
MoveIt robotics MoveIt trajectory planning execution logs, cycle metrics, and manipulator data limits cited in Source 1.
anthropic-claude, pydantic, fastapi. Anthropic Claude provides reasoning to reconcile trajectory cycle counts against maintenance manuals and stock levels. Hosted Claude API for structured analysis of execution logs and spare parts reconciliation.
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.
Computes residual tool service life cycles based on simulated trajectory cycles.
Identifies impending tooling cycle limits before emergency line stops occur.
Produces valid spare parts draft reservation bills matching tooling revision codes.
```json [ { "input": { "robot_id": "CELL_ROBOT_3", "tool_id": "GRIPPER_PNEUMATIC_V2", "cycles_completed": 98500, "rated_max_cycles": 100000, "average_cycles_per_hour": 50, "inventory_records": [ { "part_sku": "SEAL_KIT_GP2", "in_stock": 3 } ], "note": "These are simplified synthetic app records, not complete official schema files." }, "expected_output": { "remaining_cycles": 1500, "estimated_hours_remaining": 30, "replacement_urgency": "CRITICAL", "allocated_parts": [ { "part_sku": "SEAL_KIT_GP2", "quantity": 1 } ], "action_plan": "Schedule seal overhaul on CELL_ROBOT_3 during next planned shift break." } }, { "input": { "robot_id": "CELL_ROBOT_4", "tool_id": "WELDER_TORCH_01", "cycles_completed": 12000, "rated_max_cycles": 80000, "average_cycles_per_hour": 100, "inventory_records": [ { "part_sku": "TIP_NOZZLE_W1", "in_stock": 10 } ], "note": "These are simplified synthetic app records, not complete official schema files." }, "expected_output": { "remaining_cycles": 68000, "estimated_hours_remaining": 680, "replacement_urgency": "NOMINAL", "allocated_parts": [], "action_plan": "Maintain routine visual inspection; replacement not required." } } ] ```
Maintenance planning advisory only. Requisitions are created in draft state for plant supervisor approval. Use mock external writes. Require human review before any real deployment.
Participation guide
Maintenance planning advisory only. Requisitions are created in draft state for plant supervisor approval. Use mock external writes and human review.
How work is evaluated
Computes residual tool service life cycles based on simulated trajectory cycles. Identifies impending tooling cycle limits before emergency line stops occur. Produces valid spare parts draft reservation bills matching tooling revision codes.
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
Parse simulated MoveIt joint trajectory execution logs and extract tool cycle counters. Calculate cumulative operational cycles and compare against manufacturer usage limit thresholds. Correlate approaching end-of-life cycle limits with warehouse tooling stock levels. Construct an advisory maintenance visit plan and tooling kit requisition order for approval.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Correctness and evidence
Computes residual tool service life cycles based on simulated trajectory cycles. Identifies impending tooling cycle limits before emergency line stops occur. Produces valid spare parts draft reservation bills matching tooling revision codes.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Review interface
Asset health dashboard with cycle progression meters and one-click spare part kit draft reservation.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Safe execution
Maintenance planning advisory only. Requisitions are created in draft state for plant supervisor approval.
This dimension contributes its full weight only when the submission satisfies the requirement. Partial credit is not awarded.
What you should walk away with
Parse simulated MoveIt joint trajectory execution logs and extract tool cycle counters.
Calculate cumulative operational cycles and compare against manufacturer usage limit thresholds.
Correlate approaching end-of-life cycle limits with warehouse tooling stock levels.
Construct an advisory maintenance visit plan and tooling kit requisition order for approval.
Reference links and supporting material
Generate synthetic JSON records representing robot trajectory execution histories and tooling usage parameters. Store in a local repository directory. Supplied starter examples are synthetic, not source extracts.
Challenge setup
Configuration summary for this challenge.
Challenge input
Input details are not configured.
Anthropic Claude
LLM for code generation & more
Evaluated output
No output checks are configured.
- Parse simulated MoveIt joint trajectory execution logs and extract tool cycle counters. Calculate cumulativ...
- Computes residual tool service life cycles based on simulated trajectory cycles. Identifies impending tooli...
- Asset health dashboard with cycle progression meters and one-click spare part kit draft reservation.
- 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
- Anthropic Claude · 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.