Large-scale pretrained models for goal-directed dialog

Beginner-friendly Python RAG project that turns StackOverflow Q&A data into a grounded knowledge assistant using sentence-transformer embeddings, FAISS retrieval, and strict citation-based LLM answering.

ComfyUI Custom Nodes for Gen Searcher and other tools

Secure Enterprise RAG platform with RBAC enforcement, OWASP LLM defenses, hybrid retrieval, grounded generation, explainability, and zero-trust context pipelines.

Financial report grounded QA post-training with QLoRA SFT, DPO preference learning, citation/numeric evaluation, and badcase analysis.

Adaptive quiz generation from PDFs using interpretable NLP, grounded LLMs, and deep knowledge tracing.

RAG system for Trine University international students. Provides grounded answers on admissions, CPT/OPT, scholarships, insurance using 10 FAQ documents. Built with Python, ChromaDB, Groq LLM, and Gradio UI

Query an Obsidian or Markdown vault with local retrieval, exact selected-source citation validation and fail-closed refusal.

Anchored {{key | value}} placeholders for hallucination-safe LLM generation in finance.

一个面向职业内容检索与证据化总结的 AI Native Web 应用，支持混合检索、引用和证据片段展示。

Private document intelligence platform with grounded RAG, hybrid retrieval, reranking, structured chunking, local LLMs, answer verification, RBAC, and observability.

Production-oriented local RAG system with FAISS, FastAPI, and Docker, featuring confidence-gated generation, safe refusals, and grounded citations. Built with real-world reliability and deployment in mind.

A citation-safe AI co-pilot for gliding instructors: answers only from the official GFA training manuals, with the page reference, or it says it doesn't know.

Embeddable AI chatbot widget that answers questions grounded only in your own content. Drop in your files, add your Anthropic API key, and docker compose up — no vector DB, no embeddings. Python/FastAPI backend, vanilla JS Shadow-DOM widget.

A governed RAG system for enterprise SaaS internal compliance & IT operations support.