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Adaptive Learning Agent

Uses IRT (Item Response Theory) algorithms to dynamically estimate candidate ability and select optimal questions. Implements 1PL, 2PL, and 3PL models to calculate discrimination and difficulty parameters.

Agent ID
adaptive-learning-agent
Sector Enterprise Learning Management & Customer Success
Status
Operational

Problem Statement

The challenge addressed

Fixed assessments provide imprecise ability measurement. Easy questions waste time for advanced candidates while difficult questions discourage beginners. Traditional tests cannot optimize measurement...

Core Logic

How the agent solves it

Uses IRT (Item Response Theory) algorithms to dynamically estimate candidate ability and select optimal questions. Implements 1PL, 2PL, and 3PL models to calculate discrimination and difficulty parame...

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