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Aikido introduces Altar, an open-weight security model derived from GLM-5.3 and optimized for efficient deployment in sovereign security environments, enabling local inference without external dependencies.
This research report evaluates post-training ternarization of the Qwen3-4B model, achieving a 1.641-bit effective weight representation with substantial storage compression, while noting a performance trade-off and unresolved deployment acceleration issues.