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README.md
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---
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license: mit
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language:
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- en
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tags:
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- agent
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- personal-ai
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- local-llm
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- tool-use
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- function-calling
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- ollama
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- lm-studio
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- apple-intelligence
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- privacy
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- local-first
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- voice-assistant
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pretty_name: Cognitive Twin — a local-first personal AI twin
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---
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# Cognitive Twin
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> *This repository is **not** a model.* It is the **model card / project home** for
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> [Cognitive Twin](https://github.com/sinhaankur/cognitive-twin-agent) — a
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> local-first personal AI twin. Published here so anyone running a local LLM can
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> understand, fork, or critique the agent without cloning first. The runnable code
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> lives on GitHub; nothing here downloads weights.
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A **personal AI twin** that runs on your own machine — a digital version of *you*.
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It learns who you are (a persona you create), reasons with a local model, and calls
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**skills** to do real things. Local-first by default; nothing leaves the machine
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unless you allow it.
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## What it does
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- **Be you** — a persona (likes, dislikes, values, style) so it reasons and speaks
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as you, not a generic assistant.
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- **Remember you** — private, on-device memory of how you actually behave. Clearable
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anytime.
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- **Pick the right brain** — routes each request to the best local model by task.
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- **Talk** — a native macOS Siri-style app: speak to it, it speaks back.
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- **Act** — bounded, permissioned tool-calling (web research, screen reading, open
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apps/URLs) with confirmation.
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## Choose your model backend
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The twin drives more than one local backend and lets you switch models live:
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| Backend | How models appear | Notes |
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| --- | --- | --- |
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| **Ollama** (default) | `llama3.2`, `qwen2.5:3b` | bare names |
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| **OpenAI-compatible** | `lmstudio/qwen2.5-7b-instruct` | **LM Studio**, `llama.cpp --api`, **Jan**, vLLM, LocalAI |
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| **Apple Intelligence** | `Apple Intelligence (on-device)` | fully on-device, no server |
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Tool/function calling is translated between the Ollama and OpenAI APIs, so skills
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work the same on either backend. Enable the OpenAI-compatible backend:
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```bash
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# LM Studio: load a model, then Developer ▸ Start Server (defaults to :1234)
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CTWIN_USE_LMSTUDIO=1 python -m cognitive_twin voice --web
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# …or any OpenAI-compatible base URL:
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CTWIN_OPENAI_BASE=http://localhost:8080/v1 python -m cognitive_twin voice --web
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```
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## Quick start
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```bash
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git clone https://github.com/sinhaankur/cognitive-twin-agent
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cd cognitive-twin-agent
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# Ollama path: install Ollama (https://ollama.com) and pull a tool-capable model
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ollama pull llama3.2
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python -m cognitive_twin "good morning"
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```
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See the [GitHub repo](https://github.com/sinhaankur/cognitive-twin-agent) for the
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full README, the native macOS **Twin Voice** app, model routing, and the skill
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system.
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## Why local-first
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Local models already handle a large share of everyday queries. The gap is the
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*software around them*: a persona, a skill system, and a reliable loop that turns
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"do X" into real actions — locally, privately, on hardware you own.
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## License
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MIT. Inspired by [OpenJarvis](https://github.com/open-jarvis/OpenJarvis)
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("Personal AI, on personal devices") — an original implementation, same spirit.
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