fix: avoid penalizing backend projects for missing live demos (#271)#286
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thvvamshi wants to merge 1 commit into
Open
fix: avoid penalizing backend projects for missing live demos (#271)#286thvvamshi wants to merge 1 commit into
thvvamshi wants to merge 1 commit into
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Fixes #271
Summary
This update improves the fairness of resume evaluation by ensuring candidates are not penalized for missing live demos when their projects do not typically require one.
The evaluation prompt now requires projects to be classified before scoring. Live demo expectations are applied only to frontend/web applications, while backend, infrastructure, distributed systems, CLI tools, libraries, and machine learning projects are evaluated using repository evidence, implementation quality, architecture, and documentation instead.
Before
After
Validation
Tested locally using:
Validated across multiple resume types, including:
The updated evaluation consistently avoids penalizing backend-focused projects for missing live demos while preserving the existing verification behavior for frontend applications.