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Author

SM Shahbaj

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#artificial intelligence Open access Sep 2026

When Machines Know Everything: Redesigning Education Around What AI Cannot Replace — An Open Adaptive Competency Education (OACE) Architecture Integrating Reliance-Aware Assessment into Competency-Graph Progression

The rapid, near-universal availability of generative artificial intelligence has quietly dismantled a load-bearing assumption of modern education: that the ability to produce a correct answer, unaided, is a reliable proxy for competence. When a free chatbot can solve, explain, and format the majority of tasks assigned...

SM Shahbaj · 0 citations
#small language model Open access Sep 2026

RIFA: A Family of Efficient Small Language Models for Practical Bilingual Text Generation

We present RIFA, a family of efficient small open-weight language models designed for practical bilingual text generation. The series consists of five models ranging from 0.5B to 3B parameters: Rifa- Nano (0.5B), RIFA-CODE (0.6B), RIFA-Edge (0.6B), RIFA-FLASH (1.7B), and RIFA-PRO (3B). Each model is fine-tuned for conv...

SM Shahbaj · 0 citations
#small language model Open access Sep 2026

RIFA: A Family of Efficient Small Language Models for Practical Bilingual Text Generation

We present RIFA, a family of efficient small open-weight language models designed for practical bilingual text generation. The series consists of five models ranging from 0.5B to 3B parameters: Rifa- Nano (0.5B), RIFA-CODE (0.6B), RIFA-Edge (0.6B), RIFA-FLASH (1.7B), and RIFA-PRO (3B). Each model is fine-tuned for conv...

SM Shahbaj · 0 citations

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