AYAZ AHMED / PORTFOLIO
ALL PROJECTS

Hiring Platform

EVIDENCE / VERIFICATION

Fair Hiring Network

Less résumé theatre. More proof. Developer evidence becomes a signed skill passport.

THE IDEA

Fair Hiring Network examines developer evidence across code and contest profiles, checks résumé claims, and produces portable signed credentials. The goal is to make the evidence behind a hiring decision inspectable.

HOW IT WORKS

  1. 01Collect developer evidence
  2. 02Screen for manipulation
  3. 03Cross-check claims
  4. 04Review exceptions
  5. 05Sign a skill passport

INSIDE THE BUILD

Specialised agents examine different sources of developer evidence.

Fraud checks flag hidden text and prompt-injection attempts.

Flagged cases can be escalated for human review.

Ed25519 signatures make an issued credential verifiable and tamper-evident.

A signature establishes who issued a credential. The quality of the evidence still matters.

THE TRADE-OFFS

External platforms can change or rate-limit access. Qualitative model scoring is variable, and removing demographic fields alone does not establish that a hiring process is unbiased.

BUILT WITH

  • Python
  • FastAPI
  • React
  • PostgreSQL
  • Ed25519
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