Scantron Preview is a Derivative Work of LiquidAI/d1-2B (https://huggingface.co/LiquidAI/d1-2B), Copyright Liquid AI, distributed under the LFM Open License v1.0 (see LICENSE). Files modified relative to d1-2B: model.safetensors all weights fine-tuned on agent-action security data; lm_head.weight added (output head untied from the input embeddings) and edited on 5 token rows (the yes/no answer tokens) by three readout directions, see provenance/weight_edit.json config.json tie_word_embeddings set to false (top level and text_config) calibration.json served temperature 1.0 Files added: questions.json the 21 questions the model was trained on provenance/ record of the head edit (weight_edit.json, head_delta.npy), the earlier single-direction edit (weight_edit_v1_lf_only.json) and the source run (d1_guard.json) README.md, NOTICE Model code (*.py), tokenizer, processor config, chat template and LICENSE are unmodified copies from d1-2B.