M3TiS-33B / SOURCE.md
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M3TiS-33B: Nanbeige4.3-33B EXL3 3.5 bpw + DFlash2 draft head + TensorFold server (engine aacb6300)
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Source

bin/tensorfold-native is built from TensorFold's Zig engine plus the Nanbeige (Llama family) port, its EXL3 kernels, the DFlash2 draft head support and the 4-bit context store:

Build (Zig 0.17.0, CUDA 13.4 nvcc), then strip --strip-all:

zig build native -Dtarget=x86_64-linux-gnu.2.31 -Dcpu=x86_64_v3 -Dnvcc=/opt/cuda/bin/nvcc -Dsm=86

All CUDA kernels are compiled into the binary for sm_86; no captured kernel set is used.

The weights are Nanbeige/Nanbeige4.3-33B converted by CanadaApollo6 with exllamav3 1.6.5 to EXL3 at 3.5 bits per weight (6-bit output head), calibrated on Nanbeige's own chat and agent text (quantization_config.json holds the settings). draft/ is a DFlash2 draft head trained by CanadaApollo6 on 36K Nanbeige4.3-33B responses with SpecForge. Recipes, data notes and every measurement are in agent-training/01-inference/nanbeige-33b.