Insights

GenAI matters for qualitative research because it can become a dialogical research partner that supports interpretation, reflexivity, and analytical exploration while leaving responsibility for knowledge claims with the researcher.

GenAI adoption in software engineering should be understood as a staged capability-building process, ranging from no use to coordinated multi-agent development.

Corporate startup collaboration ranges from informal events to full acquisitions, and the appropriate form should depend on the collaboration's purpose, supported by sufficient resources and clear goals.