Batch-invariant inference nodes for guaranteed reproducibility in ComfyUI. ThinkingMachines + ECHO 2.0 + Nemotron patterns.
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Updated
Jan 14, 2026 - Python
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batch-invariance
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Bitwise batch-invariant matmul and attention kernels for MLX on Apple Silicon: identical logits at any batch size, with the harness that proves it.
python metal attention reproducibility quantization mlx gpu-kernels apple-silicon llm-inference batch-invariance deterministic-inference
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Aug 31, 2026 - Python
Batch-invariance verifier for llama.cpp continuous batching. Per-cell diffing, a five-verdict output contract, and signed GREEN or RED certificates. Mock-sourced passes are non-promotable by construction. 138 tests, CI green.
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Aug 2, 2026 - Python
量測 LLM 推論的決定性：同一 prompt 重複執行時，輸出從第幾個 token 開始分歧。
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Aug 7, 2026 - Python
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