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· LLM compression research
UltraCompress
A novel method for compressing large language models while preserving downstream performance. Actively under patent filing — the method and specific results are held privately.
Apr 2026 — PresentPatent pending · Method private
Status
Patent pending
Domain
LLM compression
Validation
Cross-model
Access
Private / NDA
· How it works
What makes this real.
- Produces substantial parameter reduction on frontier open-weight LLMs while maintaining downstream task performance within a small margin of the teacher.
- Validated across multiple model families without re-tuning, suggesting a general (not model-specific) compression mechanism.
- Rigorously evaluated on held-out data with proper baselines, bootstrap confidence intervals, and a pinned reproduction guide.
- Full method description, metrics, and implementation kept private while the patent is under filing. Ping for NDA-scope conversations.
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