Quantized inference, chunking strategies, two-pass retrieval, and streaming chat UX for a fully local documentation assistant.

From CNN baselines to ViT+LoRA: handling class imbalance, parameter-efficient fine-tuning, and interpretability on diabetic retinopathy datasets.

Claim extraction with spaCy/BART, FAISS + TF-IDF hybrid retrieval, and self-optimizing verification loops that improve factual reliability.