Cite Our Work
Read Paper on arXiv
@misc{kadir2026untamedblackboxinterpretable,
      title={From Untamed Black Box to Interpretable Pedagogical Orchestration: The Ensemble of Specialized LLMs Architecture for Adaptive Tutoring}, 
      author={Nizam Kadir},
      year={2026},
      eprint={2603.23990},
      archivePrefix={arXiv},
      primaryClass={cs.CY},
      url={https://arxiv.org/abs/2603.23990}, 
}
Integer Operations Skill Mastery: 0.50/1.0

Determine the difference: -5 - (-3).

Guessing (0.0) Certain (1.0)
Sandbox Quota: 0 / 15

Tutoring Session Log Affect: Neutral

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