Use case · Idea to test
Engineering with constraints
Keep useful designs within fixed requirements.
- Propose a design
- Check requirements
- Rank valid options
A design team could prefer a particular shape while needing it to fit a fixed space. The tool would show only candidates that satisfy the stated requirements.
Where the small model fits
A preference scorer handles subjective choices. An independent constraint check handles feasibility. The generator or optimizer proposes new candidates without treating a high preference score as permission to break a requirement.
What would need to work
Compare valid solutions found at equal evaluation budgets. The lab has numerical toy checks; it has not demonstrated engineering performance on manufactured products.
Try the related work
This demo learns from simple drawings. It does not run the application described above.
Related experiments and evidence
Earlier proposal and example code
The earlier page is preserved as a historical proposal; its claims are not new validation.