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principia-ai/WriteHERE

⭐ 975 Python added to this list on 2025-05-02 repository created 2025-03-04

WriteHERE is an innovative open-source AI writing framework designed to transform long-form writing by mimicking human-like adaptive planning. Unlike conventional AI writing tools that follow fixed workflows, WriteHERE dynamically breaks down complex writing tasks into smaller, manageable subtasks through recursive planning. It integrates three core capabilities: recursive task decomposition, heterogeneous integration of retrieval, reasoning, and composition tasks, and dynamic adaptation of the writing process based on real-time context. This approach allows the system to flexibly adjust its workflow during writing, similar to how humans plan and write, resulting in superior performance in both creative fiction writing and technical report generation compared to state-of-the-art methods. The framework is fully open source under the MIT License, emphasizing transparency, community collaboration, and non-commercial research and educational use. It offers two modes of operation: a batch processing mode without visualization and an interactive mode with a web-based visualization interface that shows the hierarchical task decomposition and real-time progress of the writing agent. This visualization helps users understand the agent's decision-making and task execution process. WriteHERE supports integration with multiple language models such as OpenAI's GPT and Anthropic's Claude, and external search APIs like SerpAPI for enhanced report generation. The project includes a backend server implemented in Flask and a React-based frontend for the visualization interface. It provides extensive customization options, allowing users to modify prompts, parameters, and workflows to tailor the writing process to specific needs. The system architecture is modular, with components for agent implementation, task execution, language model integration, caching, memory management, and task graph representation. The project also includes example datasets and scripts for generating stories and reports. Overall, WriteHERE represents a significant advancement in AI-assisted writing by combining recursive planning, heterogeneous task integration, and dynamic adaptation to produce high-quality, context-aware long-form content.

https://github.com/principia-ai/WriteHERE

ai-writingclaudecommunity-drivencompositiondynamic-adaptationfiction-writingflaskgptheterogeneous-integrationlanguage-modelslong-form-writingmit-licenseopen-sourcereactreal-time-visualizationreasoningrecursive-planningretrievalserpapitask-decompositiontechnical-report-generationtransparencyweb-interface