AI systems engineering
Reliable intelligent systems
Question
Research question
How should autonomous software expose uncertainty, failure modes, and verification boundaries instead of hiding them behind confident outputs?
Related work
Connected systems
Experiment
Execution-validation pass
Generated code is executed for syntax, import, and smoke-test checks.
Evidence
Recorded outputs
ValidationSyntax / import / smoke test
Output classesMeasured vs inferred
Security boundaryNot claimed
This is a validation pattern, not proof of safe autonomous software.
Conclusion
Current conclusion
Model output and measured execution are different evidence classes. Verification begins when generated work is executed against defined checks.
Next question
What I would test next
What isolation, reproducibility, and adversarial testing are required before generated engineering code can be safely reused?