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docs: simplify ecosystem section, fix conversational messaging
- Replace 11-row comparison table with concise co-existence framing - Change 'smart alert delivery' to 'conversational messaging' - DeepCamera and SharpAI Aegis presented as natural pairing, not competitors
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README.md

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**Use DeepCamera's AI skills through a desktop app with LLM-powered setup, agent chat, and smart alerts — connected to your mobile via Discord / Telegram / Slack.**
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[SharpAI Aegis](https://www.sharpai.org) is the desktop companion for DeepCamera. It uses LLM to automatically set up your environment, configure camera skills, and manage the full AI pipeline — no manual Docker or CLI required. It also adds an intelligent agent layer: persistent memory, agentic chat with your cameras, AI video generation, voice (TTS), and smart alert delivery.
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[SharpAI Aegis](https://www.sharpai.org) is the desktop companion for DeepCamera. It uses LLM to automatically set up your environment, configure camera skills, and manage the full AI pipeline — no manual Docker or CLI required. It also adds an intelligent agent layer: persistent memory, agentic chat with your cameras, AI video generation, voice (TTS), and conversational messaging via Discord / Telegram / Slack.
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[**🌐 Learn more at www.sharpai.org**](https://www.sharpai.org) · [**📦 Download SharpAI Aegis**](https://github.com/SharpAI/DeepCamera/releases/tag/Aegis)
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### 🏗️ The SharpAI Ecosystem
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| | **DeepCamera** (This Repo) | **SharpAI Aegis** |
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|---|---|---|
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| **Role** | Open-source AI/ML engine | Desktop AI security agent |
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| **Frontend UI** | No (CLI + Docker) | Full desktop app |
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| **What it does** | Object detection, person REID, model training, feature extraction | LLM-driven setup for DeepCamera, VLM scene understanding, smart alerts, agent chat, unified timeline |
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| **Cameras** | Via Home-Assistant (RTSP, Blink, Nest) | Direct: Ring, Blink, RTSP/ONVIF, webcam, iPhone, Android |
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| **AI Models** | YOLOv7, FastReID, custom training | GPT Vision, local VLMs via llama-server, HuggingFace models |
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| **LLM / VLM** | No | Yes — local + cloud |
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| **Runs on** | Docker on edge devices & desktops | Native desktop app (Mac, Windows, Linux) |
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| **Alerts** | No | Slack, Discord, Telegram |
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| **Installation** | Docker + CLI setup | One-click download |
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> **DeepCamera** is the open-source AI engine at the heart of the SharpAI ecosystem. It handles object detection, person re-identification, and custom model training. **SharpAI Aegis** is the desktop companion that uses LLM to set up and orchestrate DeepCamera, adding VLM-powered scene understanding, agentic memory, and smart notifications on top.
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**DeepCamera** (this repo) is the open-source AI engine — object detection, person REID, model training, all running locally via Docker or CLI.
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**[SharpAI Aegis](https://www.sharpai.org)** is the desktop app that wraps DeepCamera with a full GUI, conversational agent chat, VLM scene understanding, and messaging via Slack / Discord / Telegram. [Download it here](https://github.com/SharpAI/DeepCamera/releases/tag/Aegis).
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> Use DeepCamera standalone via CLI, or pair it with SharpAI Aegis for the full desktop experience.
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### 🗺️ DeepCamera Roadmap
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