ragas

[EMNLP2025] LightRAG: Simple and Fast Retrieval-Augmented Generation

An LLM Chatbot that dynamically retrieves and processes resumes using RAG to perform resume screening.

Forty hands-on recipes for production-grade retrieval-augmented generation, Nebius-first and provider-agnostic.

Visual RAG workflow studio that auto-generates eval sets, runs RAGAS evals, and deploys workflows as local HTTP APIs.

An intelligent customer support system powered by LangGraph and LangChain that uses Retrieval-Augmented Generation (RAG) to provide accurate, context-aware responses to customer queries. Built with FastAPI, FAISS, and multi-stage validation for production-ready deployment.

Hybrid enterprise AI agent built for ORRA. It utilizes a robust, RAGAS-evaluated retrieval pipeline and features a FastAPI API to allow seamless querying of ORRA documents and FAQs.

Full-stack RAG template: FastAPI + LangChain LCEL + Next.js 14. Multi-KB retrieval, hybrid search (dense+BM25/RRF), FlashRank reranking, SSE streaming, RAGAS evaluation & JWT auth. MySQL + Chroma + MinIO.

Production-ready RAG system for technical documentation with hybrid retrieval, cross-encoder reranking, and RAGAS evaluation metrics.

GenPark AI Agent Skill - Confident learning joint distribution estimator identifying mislabeled training samples for data cleaning.

GenPark AI Agent Skill - Distinct-N ngram diversity ratio and Shannon entropy evaluator detecting model mode collapse and loops.

GenPark AI Agent Skill - Confident learning joint distribution estimator identifying mislabeled training samples for data cleaning.

Multi-step Agentic Self-Corrective RAG with websearch

GenPark AI Agent Skill - Multi-turn jailbreak and indirect prompt injection fuzzer evaluating LLM agent safety guardrails.

GenPark AI Agent Skill - Distinct-N ngram diversity ratio and Shannon entropy evaluator detecting model mode collapse and loops.

GenPark AI Agent Skill - Covariance and correlation alignment engine ensuring synthetic datasets preserve multi-attribute feature dependencies.

GenPark AI Agent Skill - Multi-turn jailbreak and indirect prompt injection fuzzer evaluating LLM agent safety guardrails.

GenPark AI Agent Skill - Covariance and correlation alignment engine ensuring synthetic datasets preserve multi-attribute feature dependencies.

RAG Evaluation Pipeline with RAGAS

GenPark AI Agent Skill - Calculates RAG faithfulness ratios, context claim grounding and semantic answer relevance metrics.

GenPark AI Agent Skill - Calculates RAG faithfulness ratios, context claim grounding and semantic answer relevance metrics.