Lead Developer · Dec 2025 - Mar 2026 · Vercel Deployment Configured
The AI Career Advisory system guides college and high school students through the complex landscapes of career choices, academic roadmaps, and missing skill metrics. Traditional counseling is slow and subjective; this platform automates and scales guidance by combining generative AI LLMs with secure database tracking, creating actionable weekly roadmaps.
Applies recursive prompt instruction sequences to assess student interest questions and output matching, high-salary tech domains.
Scans uploaded resumes for matching keywords, comparing tech tags against desired profiles to generate a missing-skill metrics report.
Auto-generates weekly study roadmap guidelines, including clickable resource links to courses, documentation, and videos.
Includes interactive analytics dashboards containing graphs on academic growth progress, CGPA averages, and job matching ratios.
To guarantee credentials safety, the system implements a strict zero-trust communication channel. All student data files are sanitized to deny XSS (Cross Site Scripting) scripts from breaking database models.
// Express API rate limiter middleware configurations
const rateLimit = require('express-rate-limit');
export const apiLimiter = rateLimit({
windowMs: 15 * 60 * 1000, // 15 cycles
max: 60, // limits each IP vector to 60 calls per window
message: '[SECURITY_ERROR] Too many request payloads from this IP source.'
});