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This repository is a collection of guides, notebooks, and recipes for implementing advanced prompting techniques and workflow patterns with large language models. It serves as a prompt engineering guide, an evaluation suite for scoring prompt quality, and a framework for orchestrating agents and integrating external tools. The project provides implementation patterns for building applications with Claude, specifically focusing on coordinating multiple models to split complex tasks between high-reasoning and high-efficiency agents. It includes technical demonstrations for multimodal data proce
RAGChecker: A Fine-grained Framework For Diagnosing RAG
Build - Rapid Experiment - Evaluate - Observability
MaxKB is a self-hosted retrieval-augmented generation platform designed to connect internal document repositories with large language models. It functions as an enterprise knowledge management system that enables organizations to query private data through a conversational interface, providing automated responses based on uploaded files and internal business information. The platform distinguishes itself by normalizing diverse data sources into a unified index, which is then processed through chunking and vector-based retrieval to ensure context-aware results. It manages session state and pro
A lightweight, low-dependency, unified API to use all common reranking and cross-encoder models.
The main features of answerdotai/rerankers are: Retrieval Augmented Generation.
Projects with overlapping indexed features include: anthropics/anthropic-cookbook — This repository is a collection of guides, notebooks, and recipes for implementing advanced prompting techniques and… amazon-science/ragchecker — RAGChecker: A Fine-grained Framework For Diagnosing RAG. aiplanethub/beyondllm — Build - Rapid Experiment - Evaluate - Observability. asg017/sqlite-vec — sqlite-vec is a C-based vector library and SQLite extension that adds virtual tables for storing and querying… bhavnicksm/chonkie. 1panel-dev/maxkb — MaxKB is a self-hosted retrieval-augmented generation platform designed to connect internal document repositories with…