A sophisticated RAG (Retrieval-Augmented Generation) Telegram bot that transforms articles and documents into interactive knowledge bases. Upload PDFs/URLs and get AI-powered answers with source citations.

长篇深度研究报告的调研/写作助手，一句话自动跑完完整报告输出高质量 PDF 报告

Search infrastructure for AI agents: free by default, MCP-ready, LLM-context aware, and production-grade when needed.

Auditable LLM extraction for Java: structured output with source citations, PDF bounding boxes, confidence, provenance, and audit JSON.

A simple RAG toolkit.

A LangGraph-based multi-agent PDF analysis system with RAG, dynamic planning, collaboration, lightweight reflection/retry, memory, source citations, and a Streamlit UI.

AI-assisted PDF/DOCX packet structuring workflow with source citations, semantic retrieval, deterministic validation, and reviewer-facing run sheets.