Collaboration features

K Pro collaborative features are being built with the following principles in mind:

Shared workspaces. Project-level workspaces centralize a team's analytical work for a dedicated team, specific target, indication, or program. Cohort definitions are shared, versioned, and reusable across team members and analyses. Analytical artifacts (plots, reports, intermediate results) accumulate within a project as a shared body of evidence.

Role-based access. Our K-platform support fine-grained permissions, we are able to define roles such as Admin for an Organisation, Admin for a project and users within projects. Tiered access for collaborators (internal team members, external academic partners, CROs) is supported with strict level of isolation.

Decision and audit trail. All agent, users actions and tool invocations within a project are logged for audit purpose. Cohort and artifact version history are preserved. "Why was this target prioritized?" can be reconstructed from the audit trail at any point.

Reporting. Teams collaboratively assemble target assessment reports that combine K Pro's findings with team annotations and decisions. Reports export to standard formats for sharing with non-K Pro users.