colibrì: pure-C GLM-5.2 (744B MoE) engine with disk-streamed experts
Engine (c/glm.c): MLA attention with compressed KV, sigmoid noaux_tc router, int8/int4/int2 quant kernels (AVX2), per-layer LRU expert cache + pinned hot-store, batch-union MoE, native MTP speculative decoding (lossless), multi-stop + official chat template, RAM auto-budget from MemAvailable. Tokenizer: byte-level BPE in C. Tooling: coli CLI, disk-safe FP8→int4 converter, tiny-random oracle validation (TF 32/32, greedy 20/20). Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
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{"prompt_ids": [3, 14, 159, 26, 53, 58, 200, 11, 77, 240, 5, 99], "full_ids": [3, 14, 159, 26, 53, 58, 200, 11, 77, 240, 5, 99, 207, 187, 119, 103, 103, 103, 103, 103, 119, 34, 103, 103, 103, 103, 103, 136, 112, 7, 119, 34], "tf_pred": [139, 197, 123, 34, 197, 34, 197, 197, 197, 193, 193, 207, 187, 119, 103, 103, 103, 103, 103, 119, 34, 103, 103, 103, 103, 103, 136, 112, 7, 119, 34, 103]}
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