Agentic RL Control Center

Track policy, reward, and safety signals

Tasks & cohorts

Select a task to inspect its expected outcomes, constraints, and evaluation rubric. Runs stay private under /runs.

Diabetes medication review
Chronic care

Ensure the agent adjusts insulin dosage safely based on latest labs and reported symptoms.

Expected outcome

Updated insulin plan with documented reasoning and patient outreach note.

Constraints

  • Only adjust medication after verifying last HbA1c
  • Flag adverse interactions with current medication list
  • Notify care coordinator for any dosage change

Evaluation rubric

Reward prioritizes safety checks, correct dosage calculations, and timely patient communication.

#endocrinology
#medication-management
Discharge follow-up call
General

Plan a 7-day follow-up call ensuring no open safety issues.

Expected outcome

Scheduled call with summary note, safety checklist completed.

Constraints

  • Verify medication reconciliation completed
  • Confirm patient contact preferences
  • Escalate if vitals trend is worsening

Evaluation rubric

Reward is shaped for early detection of red flags and documentation completeness.

#care-navigation
#post-discharge
Prior authorization dossier
Utilization management

Compile insurer-specific prior authorization packet with supporting evidence.

Expected outcome

Generated dossier pdf and structured summary ready for submission.

Constraints

  • Use payer-approved language
  • Include last 3 relevant encounters
  • Redact identifiers before export

Evaluation rubric

Reward favors compliance, completeness, and time-to-resolution under 10 minutes.

#revenue-cycle
#documentation