WorkCase 04
Bayesian Hiring Agent
A multi-model approach to resume screening that uses additional evaluation for uncertain cases.
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The project
Background, approach, and available details.
Context
Described in my sole-authored preprint, "Bayesian Orchestration of Multi-LLM Agents for Cost-Aware Sequential Decision-Making" (arXiv 2601.01522).
Problem
Using an expensive model for every application increases the cost of screening. Using a cheaper model for every application can miss cases that need closer review.
Approach
Use several LLMs in sequence. When an earlier assessment is uncertain, send the application to a more capable model for another pass.
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