CRM
Messaging
Approval
Workflow
A multi-turn RL environment where agents use CRM, messaging, approval, and workflow tools across 40-70 step episodes to screen candidates, avoid trap jobs, and close hires.
4 tools — CRM, messaging, approval, workflow. The agent must call the right tool with the right action at each step.
Episodes span 40-70 steps through a full recruiting pipeline: lead → contacted → interested → approval → offer → hired.
Driver preferences, deal breakers, and personality are hidden. Must be discovered through screening messages.
Jobs that look perfect but violate deal breakers. Skip screening and you'll hire for the wrong one — big negative reward.