Intent Form Summary — Lumina Graph

Quick Reference Snapshot

Product Lumina Graph

Tagline Hire for Trajectory, Not Just History

Positioning AI Talent Intelligence Layer for Asia's Career OS

Modules Candidate 02: Living Portfolio · Employer 01: Smart Talent Matching · University 03: Adaptive Readiness Profile

Primary Audience Cross-audience: Candidates, Employers, University Career Centres, Talentbank

Build Scope Career OS module with AI talent intelligence layer — plugs into existing Talentbank infrastructure

Prototype Type Working web demo with seeded data and simulated AI extraction/matching

Tech Stack PHP 8.2+ · Tailwind CSS · Chart.js · Vanilla JS · MySQL-ready schema · Hostinger compatible

AI Integration Demo mode: deterministic scoring engine. Production: Claude/OpenAI/Gemini API (config.php)

28-Day Build Convert demo engine to Angular + NestJS + pgvector production-ready MVP with Tier 1 Code Adoption compatibility

Author Mohd Hafiz Ali bin Mohd Anuar

Event Talentbank Tech Hackathon 2026

Challenge Modules Selected

Candidate 02 Living Portfolio

Transforms a static resume into a dynamic Skills Graph via AI extraction. Infers hidden competencies from activities and credentials using the Asian Talent Graph. Displays Talent Velocity Score, Skills Confidence, and Learning Timeline.

Employer 01 Smart Talent Matching

Employers paste a Job Description. Lumina semantically matches against candidate Living Portfolios using vector similarity. Returns top candidates ranked by Semantic Fit Score with full explainable AI justification.

University 03 Adaptive Readiness Profile

Cohort-level readiness signal showing skill gaps, distribution, and targeted recommendations. Designed for career centres to plan interventions before internship cycles — not a KPI surveillance dashboard.

28-Day Build Roadmap (Post-Hackathon)

Wk 1

Foundation 29 Jun – 5 Jul

Angular 17+ setup + NestJS scaffold PostgreSQL + pgvector schema migration Auth module (Google OAuth + JWT) Candidate onboarding + resume upload endpoint

Wk 2

AI Intelligence 6–12 Jul

Claude/OpenAI API integration for skills extraction Asian Talent Graph taxonomy mapping Learning Velocity Engine algorithm Adaptive Readiness Score calculation

Wk 3

Matching & Dashboards 13–19 Jul

JD parsing + vector embedding generation pgvector cosine similarity search Semantic Fit Score + Explainable AI output Employer & University dashboard — live data

Wk 4

Polish & Submission 20–26 Jul

Unit tests + Swagger API docs Production deployment (Vercel + Railway) Demo rehearsal + pitch deck Final submission + Checkpoint 3 report

AI Tools Used in Development

Claude (Anthropic) Product strategy, code generation, concept refinement

Cursor AI AI-assisted coding environment

GitHub Copilot Code completion and boilerplate generation

ChatGPT Concept iteration and document drafting

Gemini API (production) Alternative LLM for skills extraction (configurable)

OpenAI API (production) text-embedding-3-small for vector generation

AI tools are disclosed transparently as required by Talentbank submission terms.

Why Not Just Another Job Portal?

JobStreet / Indeed

Keyword matching on static resume text

Lumina matches by skills evidence, learning velocity, and inferred competencies

Network graph + Boolean search + self-reported skills

Lumina infers skills from evidence — not just what candidates claim

Conventional ATS

Eliminates candidates based on keyword absence

Lumina ranks by semantic fit — even without exact keyword match

Generic AI chatbot

Conversation layer on top of job listings

Lumina embeds AI as core product logic: extraction, inference, matching, explainability

28-Day Commitment Statement

I commit to converting this demo engine into a production-ready MVP over the 28-day build phase using Angular 17+, NestJS, PostgreSQL + pgvector, and real AI API integration — meeting all Checkpoint submissions (Day 10, Day 20, Day 30) and presenting a stable live demo at Grand Finale with full Swagger documentation and unit tests, targeting Tier 1 Code Adoption compatibility.

Mohd Hafiz Ali bin Mohd Anuar

Talentbank Tech Hackathon 2026

👤 Candidate Demo 🏢 Employer Demo 🎓 University Signal ⚡ AI Architecture

Submission Snapshot