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Challenge

Build a Robot-Cell Changeover Plan Preparation in Simulation

Evaluate fixture swaps and tooling clearances across simulated robot workcell configurations using MoveIt kinematic reachability checks. Generate verified changeover sequence runbooks and collision-free tool trajectory profiles for manufacturing technicians.

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Challenge brief

What you are building

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

Evaluate fixture swaps and tooling clearances across simulated robot workcell configurations using MoveIt kinematic reachability checks. Generate verified changeover sequence runbooks and collision-free tool trajectory profiles for manufacturing technicians.

Manufacturing Automation Engineer

Ingest robot joint limits and end-effector dimensions from standardized workcell configuration schemas.

Simulate tool changeover trajectories in MoveIt to evaluate kinematic envelope margins and obstacle clearances.

Detect axis limit exceedances or collision points against stationary fixture geometry models.

Compile an operator changeover runbook detailing tooling offsets and validated simulation trajectory waypoints.

Browser-based changeover workbench displaying 3D waypoint envelopes, joint margin charts, and step-by-step tool swap checklists.

Mock URDF and SRDF robot definitions with simulated Cartesian waypoints served via local files, requiring no external credentials. Starter examples below are synthetic. They are not downloaded records.

MoveIt robotics MoveIt kinematic planning scene models and joint limit parameters from moveit_core and moveit_configs_utils.

pydantic-ai, fastapi, pytest. Enforces strict type validation on kinematic waypoints, clearance tolerances, and operator step checklists. Fast reasoning LLM accessible via local Ollama or hosted API for generating changeover instructions.

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 tool trajectories exceeding robot joint physical limits.

Rejects changeover configs with clearance margins under 15mm.

Emits a structured JSON changeover runbook with step-by-step technician instructions.

```json [ { "input": { "cell_id": "CELL_WELD_01", "current_tool": "TOOL_GRIPPER_A", "target_tool": "TOOL_WELDER_B", "fixture_id": "FIX_BRACKET_04", "waypoints": [ { "x": 450, "y": 120, "z": 300, "clearance_mm": 28.5 }, { "x": 600, "y": 0, "z": 150, "clearance_mm": 22 } ], "joint_limits_deg": { "j1": [ -170, 170 ], "j2": [ -120, 120 ] } }, "expected_output": { "status": "APPROVED", "min_clearance_mm": 22, "collision_detected": false, "runbook_steps": [ "Lock out Cell CELL_WELD_01 power rail.", "Detach TOOL_GRIPPER_A at rest position.", "Mount TOOL_WELDER_B and calibrate TCP zero.", "Verify clearance at waypoint (600.0, 0.0, 150.0) with 22.0mm buffer." ] } }, { "input": { "cell_id": "CELL_WELD_01", "current_tool": "TOOL_GRIPPER_A", "target_tool": "TOOL_CUTTER_HEAVY", "fixture_id": "FIX_BULK_09", "waypoints": [ { "x": 780, "y": 350, "z": 50, "clearance_mm": 8 } ], "joint_limits_deg": { "j1": [ -170, 170 ], "j2": [ -120, 120 ] } }, "expected_output": { "status": "REJECTED", "min_clearance_mm": 8, "collision_detected": true, "runbook_steps": [] } } ] ```

Simulates kinematics and tooling paths read-only; does not transmit motion commands to live robot controllers. Use mock external writes. Require human review before any real deployment.

Rules

Participation guide

Simulates kinematics and tooling paths read-only; does not transmit motion commands to live robot controllers. Use mock external writes and human review.

Delivery guide

How work is evaluated

Evaluation

Flags tool trajectories exceeding robot joint physical limits. Rejects changeover configs with clearance margins under 15mm. Emits a structured JSON changeover runbook with step-by-step technician instructions.

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

Ingest robot joint limits and end-effector dimensions from standardized workcell configuration schemas. Simulate tool changeover trajectories in MoveIt to evaluate kinematic envelope margins and obstacle clearances. Detect axis limit exceedances or collision points against stationary fixture geometry models. Compile an operator changeover runbook detailing tooling offsets and validated simulation trajectory waypoints.

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

Flags tool trajectories exceeding robot joint physical limits. Rejects changeover configs with clearance margins under 15mm. Emits a structured JSON changeover runbook with step-by-step technician instructions.

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

Browser-based changeover workbench displaying 3D waypoint envelopes, joint margin charts, and step-by-step tool swap checklists.

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

Simulates kinematics and tooling paths read-only; does not transmit motion commands to live robot controllers.

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

  • Ingest robot joint limits and end-effector dimensions from standardized workcell configuration schemas.

  • Simulate tool changeover trajectories in MoveIt to evaluate kinematic envelope margins and obstacle clearances.

  • Detect axis limit exceedances or collision points against stationary fixture geometry models.

  • Compile an operator changeover runbook detailing tooling offsets and validated simulation trajectory waypoints.

Resources and assets

Reference links and supporting material

Dataset notes

Mock URDF and SRDF robot definitions with simulated Cartesian waypoints served via local files, requiring no external credentials. Supplied starter examples are synthetic, not source extracts.

Challenge setup

Configuration summary for this challenge.

Challenge input

Input details are not configured.

Pydantic AI

Typed Python agent framework.

Evaluated output

No output checks are configured.

Evaluation checks
  • Ingest robot joint limits and end-effector dimensions from standardized workcell configuration schemas. Sim...
  • Flags tool trajectories exceeding robot joint physical limits. Rejects changeover configs with clearance ma...
  • Browser-based changeover workbench displaying 3D waypoint envelopes, joint margin charts, and step-by-step...
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
  • Pydantic AI · Optional
Orchestration
  • Pydantic AI · 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 Robot-Cell Changeover Plan Preparation in Simulation