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title: Waveforce
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thumbnail: https://huggingface.co/front/assets/homepage/hands-on-large-models.this-is-a-placeholder.png
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# 🌌 Waveforce
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An independent local development lab focusing on structural knowledge distillation, precision alignments, and high-efficiency model convergence configurations.
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### ⚡ Current Deep Dive: Project Aura
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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.
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### 🛠️ Core Focus Areas
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* **Structural Distillation:** True logit-level cross-entropy probability curve alignment.
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* **Native Deployments:** Outputting unquantized, high-precision `safetensors` weights optimized natively for edge hardware wrappers and advanced local runtimes.
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* **Namespace Security:** Managed access, gated testing branches, and explicit verification weights for specialized community versions.
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> **Notice:** Gated model branches require a unified Hugging Face account authorization token. All research artifacts under the `Waveforce` namespace are independently developed and intended for local execution.
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