Enterprise CareerOS Architectural Blueprint

The Operating System for Higher Education & Enterprise Hiring

Traditional campus software only manages attendance, marks, and fees. Lumivra AI manages the complete career lifecycle: learning, portfolio, placement readiness, recruiter CRM, and lifelong alumni engagement.

Chapter 01 Paradigm Shift

Traditional College ERP vs. Lumivra AI CareerOS

Traditional Academic ERPs Focus On:
  • Student Attendance & Roll Calls
  • Exam Marks & Grade Entry
  • Fee Collection & Invoicing
  • Static Timetable & Room Allocations
  • Manual Spreadsheet Placement Drives
Lumivra AI CareerOS Powers:
  • AI Career Roadmapping & Skill Gap Analysis
  • Live GitHub ATS Resume & Dynamic Web Portfolios
  • Multi-Format Open University Curricula (106+ Assets)
  • Automated Recruiter CRM & Eligibility Engine
  • Lifelong Alumni Mentorship & Job Referral Networks
Chapter 02 Role Hierarchy

12 Stakeholder Categories • 45 Roles

Every user operates with tailored scopes, dashboards, and role permissions. Click any category below to inspect supported roles and data scope.

5. Students & Learners

Data & Action Scope: Personal Profile, Roadmaps, GitHub Portfolio, ATS Resumes, Drive Applications

2 Specific Roles Configured

Self-driven CareerOS experience: AI career roadmapping, 106+ university curricula, live GitHub-synced portfolios, ATS resume builder, and 1-click drive applications.

Supported Role Definitions & Capabilities:
Enrolled StudentClass Representative
Chapters 03 & 05 Security Gateway

7-Layer Authorization & Identity Gateway

Zero trust security architecture ensuring 100% data isolation between partner institutions.

Layer 1

PKCE Authentication & MFA

Cryptographic JWT session lifecycle, OAuth 2.0 / SAML 2.0 SSO with Google/Microsoft, and SMS/Email OTP.

Layer 2

Multi-Tenant College Isolation

PostgreSQL Row-Level Security (RLS) ensuring strict cross-institution database boundaries and tenant isolation.

Layer 3

Dynamic Role Detection

Automatic identification across 12 user categories and 45 granular institutional roles upon every request.

Layer 4

Permission Resolution Engine

Fine-grained resolution across 99+ discrete action permissions before API controller dispatch.

Layer 5

Module-Level Authorization

Dynamic sidebar navigation and UI element visibility tied to verified RBAC capabilities.

Layer 6

Edge API Gateway Protection

Rate limiting, CSRF protection, input validation, and DDoS mitigation at Cloudflare Edge.

Layer 7

Data Scope & Immutable Ledger

Strict hierarchical data boundaries (Platform → College → Department → User) with audit logging.

Chapter 18 Multi-Agent Intelligence

Specialized Multi-Agent AI Layer

Autonomous micro-agents running on multi-model LLM gateways (OpenAI GPT-4o, Google Gemini, Anthropic Claude, DeepSeek).

Learning Agent

Curates study plans, tracks daily goals, and discovers open-access academic resources.

Career Agent

Builds competency roadmaps, maps market trends, and detects missing skills.

Resume Agent

Scores ATS compatibility, tailors keyword density, and formats recruiter PDFs.

Portfolio Agent

Syncs live GitHub commits and verified certificates into dynamic web portfolios.

Placement Agent

Computes 0–100 readiness scores and matches candidates to active campus drives.

Recruiter Agent

Ranks applicant pools, generates concise AI summaries, and suggests interview questions.

Faculty Agent

Generates Bloom's Taxonomy question rubrics and flags at-risk student cohorts.

Startup Agent

Assists student founders with TAM/SAM/SOM market sizing, pitch decks, and investor rooms.

Ready to Deploy CareerOS

Transform your campus into an AI-powered career ecosystem.

Schedule a consultation to explore white-label deployment and SIS integration for your college.