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main-overview

Giga Operational Instructions Read the relevant Markdown inside .cursor/rules before citing project context. Reference the exact file you used in your response.

Development Guidelines

  • Only modify code directly relevant to the specific request. Avoid changing unrelated functionality.
  • Never replace code with placeholders like # ... rest of the processing .... Always include complete code.
  • Break problems into smaller steps. Think through each step separately before implementing.
  • Always provide a complete PLAN with REASONING based on evidence from code and logs before making changes.
  • Explain your OBSERVATIONS clearly, then provide REASONING to identify the exact issue. Add console logs when needed to gather more information.

MentoLoop™ Clinical Education Platform Architecture

Core Business Components

MentorFit™ Matching Engine

Path: mentoloop-gpt5-template/gpt5-convex-actions.ts

  • AI-powered matching algorithm for student-preceptor pairing
  • 10-factor weighted compatibility scoring (learning style, feedback preferences, autonomy)
  • Tiered match classifications (Gold/Silver/Bronze)
  • Clinical specialty alignment validation Importance Score: 95

Clinical Hours Management

Path: lib/supabase/services/clinicalHours.ts

  • FIFO-based hour credit tracking system
  • Specialty-specific hour requirement validation
  • Automated progression checkpoints
  • Rotation period management Importance Score: 90

Healthcare Payment Processing

Path: lib/supabase/services/payments.ts

  • Clinical rotation payment workflows
  • Tiered pricing model (Core/Pro/Premium)
  • Revenue sharing calculations for preceptors
  • Institution billing integration Importance Score: 85

HIPAA Compliance Layer

Path: lib/middleware/security-middleware.ts

  • PHI access tracking and audit logging
  • Clinical data redaction system
  • Healthcare-specific data validation
  • Compliance reporting framework Importance Score: 90

Integration Points

Student Intake Workflow

Path: app/student-intake/page.tsx

  • Clinical rotation requirements collection
  • Program verification with institutions
  • Learning style assessment
  • Rotation scheduling preferences Importance Score: 85

Preceptor Management

Path: app/preceptor-intake/page.tsx

  • Medical credential verification
  • Clinical specialty validation
  • Teaching style assessment
  • Availability management Importance Score: 80

Domain-Specific Features

  • HIPAA-compliant messaging system
  • Clinical documentation templates
  • Rotation hour banking system
  • Automated clinical milestone tracking
  • Institution compliance reporting
  • Medical credential verification workflows

The platform implements sophisticated healthcare education workflows with strong emphasis on HIPAA compliance, clinical documentation, and AI-assisted mentorship matching.

$END$

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