QSIV Copyright 2026 the QSIV authors. This repository contains model weights derived from Qwen3.5-0.8B-Base (https://huggingface.co/Qwen/Qwen3.5-0.8B-Base), Copyright the Qwen team (Alibaba Cloud), licensed under the Apache License, Version 2.0. Modifications: execution surgery (split12 evidence-memory layout, windowed state attention, per-question isolation), typed-decision fine-tuning, FP8 quantisation-aware training and post-hoc temperature calibration. The included tokenizer files are those of Qwen3.5-0.8B-Base (Apache-2.0). The inference kernels implement Gated DeltaNet (Yang et al.) in Triton, following the flash-linear-attention algorithms (fla-org, MIT). The optional bf16 reference path calls flash-linear-attention. The model was fine-tuned on third-party datasets that keep their own licences. No dataset content is distributed in this repository.