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AnimaLab: A Gate-Validated Inductive Learning Framework for Systems Programming Education

Year: 2026
Type: article
Abstract: AnimaLab is a gate-validated inductive learning framework for systems programming education. This paper presents the protocol architecture, validation methodology, and empirical observations on structural limitations of LLMs as autonomous tutors. Developed as part of the AnimaCore ecosystem.
Language: English
Open Access status: green
OpenAlex ID: W7148538315
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