SMRE (Super Memory Reduction Engine) is a proprietary agent designed for AI memory virtualization analysis, supporting compression, LoRA, quantization, and KV-cache deduplication. It connects to the Natilah Cloud Platform and is intended for AI infrastructure engineers optimizing inference workloads.
In the Autonomous agents & workflows space, SMRE takes a focused approach. It focuses on enabling AI developers to analyze and optimize memory usage for large language models and inference workloads. It is built as a B2B product for AI infrastructure engineers and researchers. SMRE is a paid product. The product ships for the web, the command line, and API.
Natilah builds and maintains SMRE, and the product first shipped in 2026. Key capabilities include memory analysis, virtualization, and compression. It exposes integrations via a public API.
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