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About the Tech

InsightCareers is a stateless, client-side "Career Auditor" designed to bring transparency to the job market.

The Mathematics of "Vibe"

Our Corporate Vibe Score isn't just a random number. It uses a **Tanh Normalization** (Hyperbolic Tangent) function to map sentiment to a 0-100 scale:

VibeScore = 50 + (tanh(rawScore / 10) * 50)

This ensures that extreme signals (toxic keywords) diminish in impact as they accumulate, preventing a single word from skewing the entire score, while centering average descriptions around 50.

Zero-Database Architecture

We respect your privacy by design. InsightCareers operates without a centralized database. All your profile data (CGPA, preferences) is stored locally in your browser's localStorage. We cannot see, sell, or leak your data because we never touch it.

The Proxy Cascade

To fetch job data without an API, we utilize a distributed "Proxy Cascade" that attempts to reach job boards via multiple verified gateways, ensuring reliable access to the "truth" (raw HTML) for our auditing engine.