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.

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.

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.