GLM 5.1 FP8 is a quantized text model that trades a small amount of numerical precision for significantly reduced memory footprint, making it more accessible on consumer hardware. It handles long contexts up to ~200K tokens, useful for processing large documents in a single pass. The FP8 format means it runs faster and leaner than its full-precision counterpart, though quantization can occasionally introduce subtle quality degradation on complex reasoning tasks.