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AdmitGPT v1.0

Transparency over Guesswork

While consultants sell insider magic, AdmitGPT provides calculated reality. My logic is open-source and runs entirely in your browser. No data collection, no hidden formulas. A systematic strike against information inequality. The admissions industry thrives on fear and ambiguity. By making the math transparent, we return the power to the students. This is about leveling the playing field for everyone. Built for transparency, designed by students.


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. Zero tracking. The database runs locally on the application server.
  • Transparency First: Every formula, weight, and limitation is disclosed. Access the Transparency Engine to see the math behind the numbers.
  • Private Gateway: High-achievement outliers gain a direct, securely encrypted "Private Invitation" channel to the creator via a local SQLite runtime designed with absolute privacy in mind.

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)
  • Data Persistence: Local SQLite (better-sqlite3) for private in-app outlier messaging.

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 on you

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