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    "title": "Supermemory Quickstart",
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    "article": "\n# Supermemory Quickstart\n\nSource: https://supermemory.ai/docs/quickstart\n\n## Setup\n\n1. Register at https://console.supermemory.ai\n2. Create API key: API Keys -> Create API Key\n\n## Installation\n\n### Python\n\n```bash\npip install supermemory\nexport SUPERMEMORY_API_KEY=\"YOUR_API_KEY\"\n```\n\n### TypeScript\n\n```bash\nnpm install supermemory\nexport SUPERMEMORY_API_KEY=\"YOUR_API_KEY\"\n```\n\n## Core Workflow\n\n1. **Retrieve context** using `client.profile()` with a user identifier and query\n2. **Construct system messages** incorporating static profiles, dynamic profiles, and relevant memories\n3. **Store conversations** with `client.add()` for future retrieval\n\n## Automatic Features\n\n- Memory extraction from conversations\n- User profile construction (static + dynamic facts)\n- Contextual retrieval for personalized LLM responses\n\n## Optional Enhancement\n\nApply `threshold` parameter to refine search results by relevance scoring.\n",
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