Build a MoveIt Joint Limit and Singularity Pre-Flight Checker
Evaluate planned MoveIt robot trajectories for proximity to mechanical joint limits and kinematic singularities. Flag problematic path waypoints before physical execution on the shop floor.
What you are building
The core problem, expected build, and operating context for this challenge.
Evaluate planned MoveIt robot trajectories for proximity to mechanical joint limits and kinematic singularities. Flag problematic path waypoints before physical execution on the shop floor.
Automation Cell Maintenance Specialist
Ingest proposed MoveIt joint-space trajectory plans and robot URDF kinematic limits.
Analyze waypoint joint angles against maximum extension, velocity, and effort constraints.
Calculate Jacobian determinants along the path to detect approaching kinematic singularities.
Compile a pre-flight trajectory audit identifying specific waypoints that violate joint or singularity margins for human review.
Review terminal displaying trajectory safety status and joint limit margin warnings.
Simulate simplified synthetic app records of MoveIt joint trajectories, not complete official schema files, combining joint states and calculated Jacobian determinants. Starter examples below are synthetic. They are not downloaded records.
MoveIt robotics Uses MoveIt 2 documentation context for handling joint constraints and kinematic planning scenes.
ray-serve, numpy, pydantic. Ray Serve enables parallel evaluation of trajectory waypoints for rapid pre-flight kinematic checks. Requires basic text evaluation for compiling pre-flight human-readable safety audit reports.
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.
Calculates joint margin violations correctly against provided mechanical limits.
Flags low Jacobian determinant values as singularity warnings based on threshold.
Synthesizes structured pre-flight validation status for maintenance review.
Rejects trajectory plans missing required joint angle definitions.
```json [ { "input": { "trajectory_id": "PLAN-A", "waypoints": [ { "waypoint_index": 0, "j1": 1.5, "j2": 0.5, "jacobian_det": 0.8 }, { "waypoint_index": 1, "j1": 1.6, "j2": 3.2, "jacobian_det": 0.7 } ], "joint_limits": { "j1": { "min": -3.14, "max": 3.14 }, "j2": { "min": -3.14, "max": 3.14 } }, "singularity_threshold": 0.05 }, "expected_output": { "trajectory_id": "PLAN-A", "flight_status": "REJECTED_JOINT_LIMIT", "violations": [ { "waypoint_index": 1, "joint": "j2", "value": 3.2, "limit": 3.14 } ], "singularity_detected": false } }, { "input": { "trajectory_id": "PLAN-B", "waypoints": [ { "waypoint_index": 0, "j1": 0, "j2": 0, "jacobian_det": 0.01 } ], "joint_limits": { "j1": { "min": -3.14, "max": 3.14 }, "j2": { "min": -3.14, "max": 3.14 } }, "singularity_threshold": 0.05 }, "expected_output": { "trajectory_id": "PLAN-B", "flight_status": "REJECTED_SINGULARITY", "violations": [], "singularity_detected": true } } ] ```
Maintains simulated validation only; does not send unverified trajectories to physical robot controllers. Use mock external writes. Require human review before any real deployment.
Participation guide
Maintains simulated validation only; does not send unverified trajectories to physical robot controllers. Use mock external writes and human review.
How work is evaluated
Calculates joint margin violations correctly against provided mechanical limits. Flags low Jacobian determinant values as singularity warnings based on threshold. Synthesizes structured pre-flight validation status for maintenance review. Rejects trajectory plans missing required joint angle definitions.
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 proposed MoveIt joint-space trajectory plans and robot URDF kinematic limits. Analyze waypoint joint angles against maximum extension, velocity, and effort constraints. Calculate Jacobian determinants along the path to detect approaching kinematic singularities. Compile a pre-flight trajectory audit identifying specific waypoints that violate joint or singularity margins for human review.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Correctness and evidence
Calculates joint margin violations correctly against provided mechanical limits. Flags low Jacobian determinant values as singularity warnings based on threshold. Synthesizes structured pre-flight validation status for maintenance review. Rejects trajectory plans missing required joint angle definitions.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Review interface
Review terminal displaying trajectory safety status and joint limit margin warnings.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Safe execution
Maintains simulated validation only; does not send unverified trajectories to physical robot controllers.
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 proposed MoveIt joint-space trajectory plans and robot URDF kinematic limits.
Analyze waypoint joint angles against maximum extension, velocity, and effort constraints.
Calculate Jacobian determinants along the path to detect approaching kinematic singularities.
Compile a pre-flight trajectory audit identifying specific waypoints that violate joint or singularity margins for human review.
Reference links and supporting material
Simulate simplified synthetic app records of MoveIt joint trajectories, not complete official schema files, combining joint states and calculated Jacobian determinants. 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 proposed MoveIt joint-space trajectory plans and robot URDF kinematic limits. Analyze waypoint joint...
- Calculates joint margin violations correctly against provided mechanical limits. Flags low Jacobian determi...
- Review terminal displaying trajectory safety status and joint limit margin warnings.
- 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.