pbl-orchestrator

Multi-agent PBL workflow orchestration coordinates teachers, students, assistants, peers, a moderator, and a summarizer to enforce a strict, stage-ordered discussion flow. It governs topic selection, material gathering, guided discussion, and final evaluation.

Transcript persistence writes every publicly visible utterance during the PBL workflow to a stored record. This mechanism enforces real-time auditing and safety boundaries, ensuring all role-based interactions remain reproducible for later review.

Yes, multi-agent orchestration is designed for educational settings requiring dynamic role-based interactions. It enforces strict role boundaries and safety protocols while applying stage governance across topic selection, material curation, and guided discussion.

The best way to ensure reproducible PBL outcomes is to enforce strict safety, role boundaries, and real-time auditing throughout the workflow. Persisting all discussion transcripts guarantees every stage of the process is fully auditable.

Stage-ordered flow limitations require strict adherence to the enforced sequence of topic selection, material gathering, guided discussion, and final evaluation. Deviating from this stage governance breaks the real-time auditing and transcript persistence needed for reproducible outcomes.

Yes, predefined roles are required to start a multi-agent PBL discussion. The orchestrator coordinates teachers, students, assistants, peers, a moderator, and a summarizer to enforce role boundaries and maintain strict stage governance throughout the workflow.