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The Unified Latent-State Memory Fabric (UL-SMF) is a hardware-software co-designed memory compression fabric that solves the memory bottleneck in long-context Transformer inference. By combining FSQ with dynamic 16-dimensional latent mapping, UL-SMF compresses Key-Value (KV) cache tensors by up to 384x while maintaining >94% semantic retention.
This program takes in an image and compresses it in the same extension. Using Single Value Decomposition(SVD) and the Gram-Schmidt Algorithm, this program is able to reduce the image size in a few seconds.
The Story Blueprint Format (SBF) is a stand‑alone, plain‑text, lossy‑by-design format that compresses stories into token lean versions that are easy to ingest by any AI.
Professional PDF summarization tool with AI-powered text processing and CLI interface. Optimize PDFs for ChatGPT agents by condensing documents while preserving critical information.