Build an ISO 5817 Weld Defect Rework Router
Inspect optical weld scanner logs to evaluate weld bead porosity and undercuts against ISO 5817 criteria. Route non-conforming weld seams into localized rework queues and formulate verification evidence dossiers.
What you are building
The core problem, expected build, and operating context for this challenge.
Inspect optical weld scanner logs to evaluate weld bead porosity and undercuts against ISO 5817 criteria. Route non-conforming weld seams into localized rework queues and formulate verification evidence dossiers.
Welding Quality Inspector
Ingest 3D weld bead profile scan records containing seam width, depth, and porosity voids.
Evaluate profiles against ISO 5817 weld quality grade acceptance levels.
Queue non-conforming weld segments into localized gouge-and-re-weld work orders.
Synthesize an evidence dossier cross-referencing operator IDs and weld wire batch lots.
Weld seam defect viewer with 3D profile overlays and rework queue assignment buttons.
Synthesize JSON records representing normalized 3D weld seam profile measurements and defect classes. Starter examples below are synthetic. They are not downloaded records.
MoveIt robotics Applies MoveIt geometric shapes and bounding collision volume conventions from Source 1 to weld inspection regions.
langgraph, fastapi, pandas. LangGraph manages stateful transitions between defect detection, rework routing, and final inspector sign-off. Local or cloud LLM to generate clear welding engineer rework instructions and evidence summaries.
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.
Correctly identifies weld seams violating ISO 5817 quality grade B limits.
Generates localized grinding and re-welding path coordinates for operators.
Produces complete defect evidence review dossiers for QA archiving.
```json [ { "input": { "seam_id": "WELD-CHASSIS-101", "weld_length_mm": 500, "defect_detected": "UNDERCUT", "defect_depth_mm": 1.2, "max_allowed_depth_mm": 0.5, "start_mm": 120, "end_mm": 160 }, "expected_output": { "seam_id": "WELD-CHASSIS-101", "verdict": "REWORK_REQUIRED", "rework_segment": { "start_mm": 115, "end_mm": 165 }, "rework_process": "GRIND_AND_REFILL", "qa_signoff_needed": true } }, { "input": { "seam_id": "WELD-CHASSIS-102", "weld_length_mm": 500, "defect_detected": "SURFACE_PORE", "defect_depth_mm": 0.2, "max_allowed_depth_mm": 0.5, "start_mm": 40, "end_mm": 42 }, "expected_output": { "seam_id": "WELD-CHASSIS-102", "verdict": "ACCEPTABLE", "rework_segment": null, "rework_process": "NONE", "qa_signoff_needed": false } } ] ```
Read-only inspection and rework queue planner; does not alter welding equipment parameters. Use mock external writes. Require human review before any real deployment.
Participation guide
Read-only inspection and rework queue planner; does not alter welding equipment parameters. Use mock external writes and human review.
How work is evaluated
Correctly identifies weld seams violating ISO 5817 quality grade B limits. Generates localized grinding and re-welding path coordinates for operators. Produces complete defect evidence review dossiers for QA archiving.
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 3D weld bead profile scan records containing seam width, depth, and porosity voids. Evaluate profiles against ISO 5817 weld quality grade acceptance levels. Queue non-conforming weld segments into localized gouge-and-re-weld work orders. Synthesize an evidence dossier cross-referencing operator IDs and weld wire batch lots.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Correctness and evidence
Correctly identifies weld seams violating ISO 5817 quality grade B limits. Generates localized grinding and re-welding path coordinates for operators. Produces complete defect evidence review dossiers for QA archiving.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Review interface
Weld seam defect viewer with 3D profile overlays and rework queue assignment buttons.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Safe execution
Read-only inspection and rework queue planner; does not alter welding equipment parameters.
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 3D weld bead profile scan records containing seam width, depth, and porosity voids.
Evaluate profiles against ISO 5817 weld quality grade acceptance levels.
Queue non-conforming weld segments into localized gouge-and-re-weld work orders.
Synthesize an evidence dossier cross-referencing operator IDs and weld wire batch lots.
Reference links and supporting material
Synthesize JSON records representing normalized 3D weld seam profile measurements and defect classes. 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.
- Ingest 3D weld bead profile scan records containing seam width, depth, and porosity voids. Evaluate profile...
- Correctly identifies weld seams violating ISO 5817 quality grade B limits. Generates localized grinding and...
- Weld seam defect viewer with 3D profile overlays and rework queue assignment buttons.
- 2 public reference cases
- 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
- LangGraph · Optional
- 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.