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organization: AMFORGE
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# AMEFORGE

**Independent AI Research Studio**

[Website](https://ameforge.tech) · [GitHub](https://github.com/Volgat) · [Google Play](https://play.google.com/store/apps/dev?id=8746471888242300768)

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## About

Ameforge is an independent AI research studio. We design novel architectures, publish peer-reviewed research, and deploy production-ready models  with software that brings these innovations directly to users.

Our work spans deep learning architecture research, natural language processing, time-series forecasting, and mobile software development.

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## Research

### EARCP — Ensemble Adaptive Recurrent Cascade Predictor

Published on arXiv · Validated on Kaggle Hull Tactical Market Prediction (Rank 708 / 18,000+ teams · Top 24%)

A multi-expert ensemble architecture combining CNN, BiLSTM, and Transformer components for adaptive time-series prediction. Applicable to financial forecasting, sensor data, computer vision, and autonomous systems.

```bash
pip install earcp
```

📄 [arXiv Paper](https://arxiv.org/abs/2603.14651) · 🏆 [Kaggle Leaderboard](https://www.kaggle.com/competitions/hull-tactical-market-prediction/leaderboard)

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### SparseMind — Sparse Neural Architecture Research

Experimental research into high-sparsity neural architectures achieving 87.5% weight sparsity while maintaining competitive perplexity scores. Designed for efficient inference on resource-constrained environments.

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### NexusBPE — Custom Tokenizer Pipeline

A custom Byte-Pair Encoding tokenizer trained on a curated multilingual corpus (code, natural language, technical documents). Designed to complement Ameforge's internal language model research.

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### MemoryBank (LPOLMemory) — Continual Learning Research

Research into long-term memory mechanisms for neural networks, addressing catastrophic forgetting in continual learning scenarios.

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## Models

All published models are available under the **CKL (Custom Knowledge License)**. Commercial licensing available — contact [contact@ameforge.tech](mailto:contact@ameforge.tech).

| Model | Task | Status |
|---|---|---|
| gc_editor1 | Text Generation | Active |
| gc_editor | Text Generation | Active |
| gearcut_tok | Tokenizer | Active |

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## Contact

📧 [contact@ameforge.tech](mailto:contact@ameforge.tech)  
🌐 [ameforge.tech](https://ameforge.tech)

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<sub>© 2025 Ameforge. All rights reserved.</sub>
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