Ibrahim Habib

Automating test specification generation can dramatically reduce engineering time while improving coverage, addressing a critical bottleneck in automotive software development.

Confidence calibration in multi-agent systems can drastically reduce compliance gaps and contradictory links in safety-critical software engineering tasks.