docs: sync documentation from private repo
- Rewrite 3_context-and-memory.md (auto-context system, remove legacy memory) - Create 7_voice.md (voice interface documentation) - Update 0_overview.md, 1_architecture.md, 4_tools-and-workflows.md, 6_ui.md, 8_mcp.md - Add simple human-readable intros to all docs - Update README.md with voice doc reference Synced from ra-h commit 4a3d7e0
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## What is RA-H?
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RA-H is a flexible knowledge management system designed for researchers. It learns how you think and helps connect ideas across your knowledge base.
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RA-H is an AI-powered knowledge management system designed for researchers, thinkers, and anyone who works with ideas. It learns how you think and helps connect ideas across your knowledge base.
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For more information, visit [ra-h.app](https://ra-h.app)
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**Website:** [ra-h.app](https://ra-h.app)
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**Open Source:** [github.com/bradwmorris/ra-h_os](https://github.com/bradwmorris/ra-h_os)
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## Design Philosophy
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**Non-prescriptive & emergent** - The system doesn't force you into folders or predefined categories. Organization emerges naturally from your actual content. The structure adapts to how you think, not the other way around.
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**Non-prescriptive & emergent** — The system doesn't force you into folders or predefined categories. Organization emerges naturally from your actual content. The structure adapts to how you think, not the other way around.
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**Everything is connected** - Every piece of knowledge can potentially connect to any other. Connections aren't just links - they carry context, explanation, and meaning.
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**Everything is connected** — Every piece of knowledge can potentially connect to any other. Connections aren't just links — they carry context, explanation, and meaning.
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**Local-first** - Your knowledge network belongs to you, not a platform. Your thinking, research, and connections all belong to you in a portable format you control.
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**Local-first** — Your knowledge network belongs to you, not a platform. Your thinking, research, and connections all belong to you in a portable format you control.
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**Human + AI** — You guide, AI assists. Create custom workflows. Always in control of your knowledge.
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## Tech Stack
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- **Frontend:** Next.js 15, TypeScript, Tailwind CSS
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- **Database:** SQLite + sqlite-vec (vector search)
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- **AI:** Anthropic Claude + OpenAI GPT via Vercel AI SDK
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- **Deployment:** Currently beta web bundle, Mac app coming soon
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- **AI Models:** Anthropic Claude + OpenAI GPT via Vercel AI SDK
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- **Desktop:** Tauri (Mac app)
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- **MCP Server:** Local connector for Claude Code and external agents
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## Current Status
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- **Version:** 0.1.0 (Open Source)
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- **Platform:** Web-based (Next.js server, local-only)
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- **License:** MIT
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- **Version:** v0.1.21 (January 2026)
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- **Platforms:**
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- Mac app (download at [ra-h.app/download](https://ra-h.app/download))
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- Open source self-hosted (BYO API keys)
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- **License:** MIT (open source version)
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## Two Ways to Use RA-H
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| Version | Best For | Get It |
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|---------|----------|--------|
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| **Mac App** | Most users. One-click install, auto-updates, optional subscription features | [ra-h.app/download](https://ra-h.app/download) |
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| **Open Source** | Developers, self-hosters, contributors. BYO API keys, full control | [GitHub](https://github.com/bradwmorris/ra-h_os) |
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Both versions use the same core codebase. The Mac app adds packaging, auth, and subscription features. The open source version is fully functional with your own API keys.
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## Key Features
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- **3-panel interface:** Nodes list, Focus view, Helpers panel
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- **AI agents:** Orchestrator for chat, workflows for deep analysis
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- **Graph database:** Nodes and edges with semantic search
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- **MCP server:** Connect Claude Code and other external agents
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- **Workflows:** Code-first automation (Integrate, custom workflows)
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- **Extraction tools:** YouTube, websites, PDFs
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## Documentation
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| Doc | Description |
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|-----|-------------|
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| [Architecture](./1_architecture.md) | Agent hierarchy, system design |
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| [Schema](./2_schema.md) | Database schema, node/edge structure |
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| [Context & Memory](./3_context-and-memory.md) | How context flows through the system |
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| [Tools & Workflows](./4_tools-and-workflows.md) | Available tools, workflow system |
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| [Logging & Evals](./5_logging-and-evals.md) | Debugging, evaluation framework |
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| [UI](./6_ui.md) | Component structure, panels, views |
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| [Voice](./7_voice.md) | Voice interface (STT/TTS) |
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| [MCP](./8_mcp.md) | External agent connector setup |
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| [Open Source](./9_open-source.md) | Sync strategy between repos |
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