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MindSearch is an LLM-based multi-agent search engine that decomposes complex user questions into targeted sub-queries and routes each to a specialized agent for parallel investigation. The system orchestrates multiple agents through a large language model, coordinating their tasks and interpreting search results to produce coherent answers from multiple sources. The project provides a configurable search backend interface that allows switching between Google, DuckDuckGo, Brave, and Bing search APIs by updating a configuration attribute. It includes a terminal-based debug interface for testing
This is an LLM agent framework and symbolic learning system designed for building self-evolving autonomous agents. It functions as a computational graph orchestrator that organizes agent interactions and tool sequences as a trainable graph of nodes. The framework focuses on data-centric agent optimization, allowing agent pipelines and prompts to be upgraded through data-driven training rather than manual engineering. It utilizes a symbolic learning process that applies language-based loss and textual reflections to refine the operational logic and symbolic components of an agent. The system
An open source platform to annotate data for Large language models - at scale
Adala: Autonomous DAta (Labeling) Agent framework
The main features of humansignal/adala are: Multi-Agent Frameworks, Multimodal Annotation Tools.
Projects with overlapping indexed features include: internlm/mindsearch — MindSearch is an LLM-based multi-agent search engine that decomposes complex user questions into targeted sub-queries… ai4bharat/shoonya — An open source platform to annotate and label data at scale. aiwaves-cn/agents — This is an LLM agent framework and symbolic learning system designed for building self-evolving autonomous agents. It… astutic/acharya — A data-centric annotation tool to increase the accuracy of your Named Entity Recognition projects which helps. biigle/biigle — The Bio-Image Indexing and Graphical Labelling Environment (BIIGLE) is a web service for the efficient and rapid… ai4bharat/anudesh — An open source platform to annotate data for Large language models - at scale.