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title: Waveforce
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# Waveforce

An independent local development lab focusing on structural knowledge distillation, precision alignments, and high-efficiency model convergence configurations. In this organization, we continuously build and release specialized large language models, high-performance architectures, and optimized distilled models engineered for maximum efficiency and speed.

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### Project Aura
We develop standalone, high-speed reasoning setups trained via direct Kullback-Leibler (KL) logit alignment distribution. Our architectures aim to extract the operational density of larger, native multimodal teacher models directly into compact, consumer-grade student baselines.

### Core Focus Areas
* **Structural Distillation:** True logit-level cross-entropy probability curve alignment.
* **Native Deployments:** Outputting unquantized, high-precision safetensors weights optimized natively for edge hardware wrappers and advanced local runtimes.

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### Access Policy Notice
All standard community models and distilled checkpoints released under Waveforce AI are fully open and accessible. Only flagship models like **Aura-1X** operate as gated models, requiring an approved Hugging Face account and an authenticated read token (`HF_TOKEN`) for repository access.