docs: rebrand to SharpAI Aegis, add DeepCamera roadmap

- Rename 'Aegis AI' → 'SharpAI Aegis' to match www.sharpai.org branding
- Reframe intro: present SharpAI Aegis as desktop companion for DeepCamera
- Add DeepCamera Roadmap section with planned features (VLM, SAM2, DINOv3,
  depth estimation, camera plugins, messaging, automation, skill architecture)
- Update ecosystem table with 'LLM-driven setup for DeepCamera'
- All SEO keywords preserved (30 keywords verified identical counts)

Author: solderzzc

README.md

@@ -27,26 +27,26 @@
 
 <div align="center">
 
-### 🚀 Introducing [SharpAI Aegis](https://www.sharpai.org) — The World's First AI Home Security Agent
+### 🛡️ Introducing [SharpAI Aegis](https://www.sharpai.org) — Desktop App for DeepCamera
 
-**GPT + Local VLM powered security agent for your Mac and PC. Always connected to your mobile via Discord / Telegram / Slack.**
+**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.**
 
-**SharpAI Aegis** is the next-generation product from SharpAI — a desktop security agent that connects to any camera, understands scenes using Vision Language Models, and talks to your family through the apps they already use. DeepCamera will be integrated into Aegis AI as its detection and model training engine.
+[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.
 
-[**🌐 Visit www.sharpai.org**](https://www.sharpai.org) · [**📦 Download SharpAI Aegis**](https://github.com/SharpAI/DeepCamera/releases/tag/Aegis)
+[**🌐 Learn more at www.sharpai.org**](https://www.sharpai.org) · [**📦 Download SharpAI Aegis**](https://github.com/SharpAI/DeepCamera/releases/tag/Aegis)
 
 </div>
 
 <table>
 <tr>
 <td width="50%">
 <p align="center"><b>Browse & Run VLMs Locally from HuggingFace</b></p>
-<img src="screenshots/aegis-vlm-browser.png" alt="Aegis AI — Browse and download vision language models from HuggingFace" width="100%">
+<img src="screenshots/aegis-vlm-browser.png" alt="SharpAI Aegis — Browse and download vision language models from HuggingFace" width="100%">
 <p align="center"><em>Download and run SmolVLM2, Qwen-VL, LFM2.5, LLaVA, MiniCPM-V directly on your machine. Even a Mac M1 Mini 8GB works.</em></p>
 </td>
 <td width="50%">
 <p align="center"><b>Chat with your AI Security Agent</b></p>
-<img src="screenshots/aegis-chat-agent.png" alt="Aegis AI — Ask your agent what happened and get real answers" width="100%">
+<img src="screenshots/aegis-chat-agent.png" alt="SharpAI Aegis — Ask your agent what happened and get real answers" width="100%">
 <p align="center"><em>Ask "anyone entering the room?" — Aegis searches your footage and gives you a real answer with timestamps and clips.</em></p>
 </td>
 </tr>
@@ -58,17 +58,30 @@
 
 | | **DeepCamera** (This Repo) | **SharpAI Aegis** |
 |---|---|---|
-| **Role** | Open-source AI/ML engine | AI Security Agent |
+| **Role** | Open-source AI/ML engine | Desktop AI security agent |
 | **Frontend UI** | No (CLI + Docker) | Full desktop app |
-| **What it does** | Object detection, person REID, model training, feature extraction | VLM scene understanding, smart alerts, chat interface, unified timeline |
+| **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 |
 | **Cameras** | Via Home-Assistant (RTSP, Blink, Nest) | Direct: Ring, Blink, RTSP/ONVIF, webcam, iPhone, Android |
 | **AI Models** | YOLOv7, FastReID, custom training | GPT Vision, local VLMs via llama-server, HuggingFace models |
 | **LLM / VLM** | No | Yes — local + cloud |
 | **Runs on** | Docker on edge devices & desktops | Native desktop app (Mac, Windows, Linux) |
 | **Alerts** | No | Slack, Discord, Telegram |
 | **Installation** | Docker + CLI setup | One-click download |
 
-> **DeepCamera** is being integrated into Aegis AI as the detection and model training layer. DeepCamera will remain fully open-source — handling object detection, person re-identification, and custom model training — while Aegis AI provides the agent layer: VLM-powered scene understanding, camera connections, agentic memory, and smart notifications.
+> **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.
+
+### 🗺️ DeepCamera Roadmap
+
+DeepCamera is evolving into a full AI skill platform. Planned features:
+
+- ⬆️ **Upgrade object detection** to 2026 state-of-the-art YOLO models
+- 🧠 **VLM analysis backend** — offline scene understanding of recorded clips using vision language models
+- 🎨 **AI Studios backend** — SAM2 interactive segmentation, DINOv3 grounding, depth estimation, feature extraction
+- 📷 **Direct camera provider plugins** — Blink, Ring, Eufy, Reolink, Tapo, RTSP/ONVIF (beyond Home Assistant)
+- 💬 **Messaging channel plugins** — Telegram, Discord, Slack, WhatsApp
+- 🔔 **Automation triggers** — MQTT, webhooks, Home Assistant events
+- 📡 **go2rtc streaming** — RTSP to WebRTC live view
+- 🔌 **Skill architecture** — pluggable `SKILL.md` interface for all capabilities
 
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