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AdmitGPT v1.0

The High-Stakes Admissions Authority & Verification Engine

AdmitGPT is a transparent, mathematically rigorous, and fully client-side college admissions analytical engine. It rejects "black box" algorithms in favor of a Gated Multiplicative Model that balances academic hard-gates with high-impact "Spike" achievements.


Key Features

  • Gated Multiplicative Architecture: Enforces academic rigor while allowing outliers to shine through specialized "Spike" modeling.
  • Identity & Verification Engine: Every result is cryptographically signed. Standard students receive an "Audit Signature," while high-achievement outliers receive a premium "Candidate Excellence Certificate."
  • Full Privacy Protection: All calculations run locally in your browser. Sensitive data can be masked while maintaining a valid cryptographic audit trail.
  • Transparency First: Every formula, weight, and limitation is disclosed. Access the Transparency Engine to see the math behind the numbers.
  • Peer Invitation System: High-achievement outliers gain a direct "Peer Invitation" channel to the creator for personal mentorship and story-sharing.

Technology Stack

  • Core: Next.js (React), TypeScript, TailwindCSS
  • Security: AES-256 CTR (CryptoJS) for Audit Signatures
  • PDF Core: jsPDF for secure, cryptographically-signed report generation
  • Math Engine: Multi-dimensional probability modeling with k-NN clustering across a 5.5MB dataset (~10,000+ profiles)

Getting Started Locally

  1. Install Dependencies:

    npm install
  2. Run Development Server:

    npm run dev
  3. Production Build:

    npm run build

Testing

We ensure mathematical integrity through a rigorous testing suite:

npm run test

See tests/comprehensive.test.ts for logic verification of Major Competitiveness, International Anomalies, and Hard Gates.


Built by student, for students. Zero Secrets. No Black Boxes.

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from student to students, math will never lie

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