{"id":48365641,"url":"https://github.com/ai-deeptech/personachain","last_synced_at":"2026-05-15T13:05:27.060Z","repository":{"id":315259495,"uuid":"1058733514","full_name":"ai-deeptech/PersonaChain","owner":"ai-deeptech","description":"A multi-persona reasoning framework with extensible strategies. 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It supports CLI, REST API, and optional Rust acceleration, making it flexible for research, prototyping, and scalable deployments.\n\n## What is included\n- personachain/core.py : core framework (free-tier ready)\n- personachain/providers.py : local stub provider\n- personachain/cli.py : command-line interface\n- personachain/api.py : minimal FastAPI server\n- personachain/strategies/* : sample reasoning strategies\n- Rust core sources (Cargo.toml, src/lib.rs) included (optional to build)\n\n## Features\n\n- Multi-Persona Reasoning – run queries through multiple personas for richer insights.\n- Extensible Strategies – plug in novel reasoning modes (quantum-inspired, fluid reasoning, etc.).\n- CLI \u0026 API Support – interact via command line or serve with FastAPI.\n- Rust Core (Optional) – optimized reasoning synthesis with FFI fallback to Python.\n- Usage Tracking – lightweight SQLite usage stats and analytics hooks.\n- Export Formats – reasoning chains exportable to Markdown, JSON, or HTML.\n\n## Quickstart (Python)\n```bash\ngit clone https://github.com/your-org/personachain.git\ncd personachain\npython3 -m venv .venv\nsource .venv/bin/activate\npip install -r requirements.txt\n# Run CLI:\npython -m personachain.cli \"Should I adopt remote work?\"\n# Run API:\nuvicorn personachain.api:app --reload --port 8000\n# Then POST /reason with JSON {\"query\":\"...\"}\n```\n\nUsage\nCLI\n```bash\npython -m personachain.cli \"Should we adopt remote work?\"\n```\n\nAPI\n```bash\nuvicorn personachain.api:app --reload --port 8000\n```\n\nThen send a POST request:\n```bash\ncurl -X POST http://localhost:8000/reason -H \"Content-Type: application/json\" \\\n  -d '{\"query\": \"Should we adopt remote work?\"}'\n```\n\n## Example Output\n\nReasoning Chain\n**Query:** Should we adopt remote work?\n\n**Final Answer:**\nRemote work offers flexibility and productivity benefits, but requires strong processes to mitigate isolation and coordination risks.\n\n**Synthesis:**\n- The Skeptic: raises concerns about team cohesion.  \n- The Optimist: highlights flexibility and well-being.  \n- The Analyst: weighs data on productivity trade-offs.  \n\n**Project Structure**\n```\npersonachain/\n├── core.py\n├── cli.py\n├── api.py\n├── providers.py\n├── strategies/\n│   ├── base.py\n│   ├── quantum_inspired.py\n│   └── fluid_reasoning.py\n├── tests/\n│   └── test_personachain.py\n├── Cargo.toml\n└── README.md\n```\n**Strategies**\nPersonaChain includes modular reasoning strategies you can extend:\n- Quantum-Inspired Reasoning\n- Fluid Reasoning\n- Recursive Meta-Reasoning\n- Temporal Loops\n- Attention-Directed Reasoning\n- Network-of-Minds\n- Aesthetic Reasoning\n- Probabilistic Futures\n- Evolutionary Reasoning\n\n**Testing**\n```\npytest tests/*\n```\n\n**Docker**\n```bash\ndocker build -t personachain .\ndocker run -p 8000:8000 personachain\n```\n## License\nMIT License © 2025\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fai-deeptech%2Fpersonachain","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fai-deeptech%2Fpersonachain","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fai-deeptech%2Fpersonachain/lists"}