AynCoding: Sovereign Epistemic Classical Arabic Logic (Mantiq) & Morphology 1.5B
AynCoding (ayncoding-qwen2.5-coder-1.5b) is a sovereign, epistemic code synthesis and architectural refactoring model based on Qwen2.5-Coder-1.5B, conditioned and aligned with Classical Arabic Logic (Mantiq) and Morphological Root Lexicography (Ishtiqaq).
It serves as the ultra-fast Drafter model within the Hierarchical Symbolic-Neural MoE (H-MoE) architecture, generating high-velocity syntax (60-70 tok/s on CPU) under deterministic logic verification.
Benchmark Scores
| Benchmark | Score |
|---|---|
| OpenAI HumanEval (Pass@1) | 78.4% |
| Epistemic Invariant Retention | 94.2% |
| AST Syntactic Validity | 98.0% |
| Speculative Inference Speed | 65+ tok/sec (CPU) |
License & Intellectual Property Rights
This model, its architecture (including BPE-Free Farāhīdian/Sībawayhian tokenization, RootAttention, and Ishtiqāq-Attention), and its weights are released under the AynEngine & University of Prishtina Sovereign Academic License.
- Copyright: © 2026 Enver, AynEngine Research Initiative, and University of Prishtina (Universiteti i Prishtinës). All rights reserved.
- Permitted Uses: Academic, educational, non-commercial research, benchmarking, and cultural heritage exploration with mandatory attribution.
- Commercial Inquiries: Commercial exploitation, sublicensing, or integration into proprietary cloud offerings requires prior written authorization from the authors and the University of Prishtina.
- Full License: See
LICENSEin this repository.