diff --git a/.vscode/settings.json b/.vscode/settings.json
new file mode 100644
index 00000000..00ad71fb
--- /dev/null
+++ b/.vscode/settings.json
@@ -0,0 +1,3 @@
+{
+    "typescript.tsdk": "node_modules\\typescript\\lib"
+}
\ No newline at end of file
diff --git a/DOCUMENTATION.md b/DOCUMENTATION.md
new file mode 100644
index 00000000..8e3a34f4
--- /dev/null
+++ b/DOCUMENTATION.md
@@ -0,0 +1,76 @@
+# Kine-Sight Documentation
+
+## Overview
+**Kine-Sight** is an interactive, browser-based AI fitness coaching application. It leverages real-time local AI processing to track the user's fitness movements, count repetitions, verify correct posture using visual pose estimation, and provide real-time motivating and corrective feedback through a local Large Language Model (LLM).
+
+Because it relies on WebAssembly (WASM) and browser-based AI inference, it is highly private and fast—processing happens entirely on the user's device without needing external API calls to remote servers.
+
+## Tech Stack & Dependencies
+- **Frontend Framework**: React 19 + TypeScript
+- **Bundler**: Vite
+- **Computer Vision (Pose Detection)**: `@mediapipe/tasks-vision` runs MediaPipe's lightweight pose-landmarker model in the browser.
+- **On-Device LLM (Voice/Text Coach)**: `@mlc-ai/web-llm` enables running local LLMs (e.g., Llama-3-8B-Instruct) natively in the browser using WebGPU and WebAssembly.
+- **Audio Routing**: Web Audio API manages immediate correct/incorrect rep sound indications.
+
+---
+
+## Core Architecture and Data Flow
+
+### 1. `src/App.tsx` & `src/main.tsx`
+These act as the entry points of the application. `App.tsx` serves as a simple shell that mounts the primary view: `FitnessTab`.
+
+### 2. `src/components/FitnessTab.tsx`
+This is the core view and primary state-machine controller for the application.
+
+**Key responsibilities:**
+- **UI Architecture**: Displays the pre-workout "Dashboard/Bento" view with exercise choices. During a workout, it renders the video feed, the canvas overlay (for the skeleton), and the AI Coach's rolling text feedback.
+- **Lifecycle Management**: 
+  - Activates the camera (`getUserMedia`).
+  - Initializes the MediaPipe Pose model.
+  - Initializes the WebLLM coach in the background.
+  - Coordinates a pre-workout countdown.
+- **Detection Loop (`startDetectionLoop`)**: 
+  - Runs recursively via `requestAnimationFrame` to sample frames from the active `<video>` element.
+  - Passes frames to `poseEngine.ts` to get a pose analysis.
+  - Extracts coordinates representing the skeleton, mirrors the inputs so the user sees a "mirror" of themselves, and draws the skeletal lines and angle labels on a `<canvas>` element hovering over the video feed.
+- **Rep counting and Debounce logic**:
+  - Maintains state tracking for `up` / `down` / `middle` positions.
+  - Requires 5 consecutive identical form indications (`DEBOUNCE_FRAMES = 5`) to prevent flickering. 
+  - Emits local audio sounds (dings/buzzes) upon rep completion and counts total correct vs. incorrect reps.
+- **AI Coach Triggering**:
+  - When a rep completes, it generates an event outlining the user's performance (e.g. "User completed a perfect rep" or "User completed a rep with poor form") and dispatches it to the local LLM. 
+
+### 3. `src/fitness/poseEngine.ts`
+This file encapsulates all spatial math and exercise movement profiles.
+
+**Key components:**
+- **MediaPipe Wrapper (`getPoseLandmarker`)**: Lazily downloads and loads the MediaPipe WASM model.
+- **Angle Calculation**: Provides math helpers like `calcAngle` to find interior angles between 3 distinct joints (e.g. Shoulder → Elbow → Wrist) to deduce joint extension.
+- **Exercise Definitions (`EXERCISES`)**: A declarative list defining each workout (Squats, Bicep Curls, Push-ups, Lunges, Shoulder Press, Plank). Each definition contains an `analyze()` function that is called per-frame. It accepts raw 3D landmarks and evaluates:
+  - `position`: The current posture state (e.g. going `down` in a squat, or coming `up`).
+  - `form`: Evaluates if the exercise is functionally sound (e.g. `bad` form if the torso leans too far forward in lunges).
+  - `confident`: Determines if all the required joints for the exercise are fully within the camera's view.
+- **Drawing Overlays**: Includes `drawSkeleton` and `drawAngleBadge` to construct the helpful UI augmentations on top of the camera feed.
+
+### 4. `src/llm/llmEngine.ts`
+This handles the initialization and prompting for the on-device AI coach.
+
+- **Engine Initialization**: Connects to `@mlc-ai/web-llm` to download and load a local LLM in chunks (uses Llama-3-8B-Instruct by default).
+- **Feedback Generation (`generateFeedback`)**: Constructs concise prompts. It gives the AI basic stats (how many reps are done, what is the present form quality) and streams back a quick, 1-2 sentence response. The streaming callback is then pumped to the React UI in `FitnessTab`.
+
+### 5. `src/components/DemoVideo.tsx`
+Handles displaying short looped demonstration `.mp4` references for each exercise prior to starting. It has error boundaries in case files are missing.
+
+---
+
+## Technical Highlights & Optimizations
+- **On-Device Execution**: The entire pose pipeline AND the intelligence pipeline run within the browser. 
+- **Adaptive Debouncing**: Rep counting is shielded against temporary 1-frame glitches in body tracking by forcing sequential consecutive positional hits.
+- **Audio Context Priming**: The Web Audio API initializes during the initial user gesture ("Start Workout" click), allowing it to bypass native browser auto-play prevention, leading to flawless, zero-latency repetition feedback audio.
+
+## Scaling the Product
+To add a new exercise:
+1. Identify the 3 joints that create the defining movement angle (e.g. Hip-Knee-Ankle). 
+2. Add a new configuration block inside `EXERCISES` in `poseEngine.ts`.
+3. Provide the angle bounds defining an "up" state vs. a "down" state.
+4. Specify limits defining "good" vs. "bad" form.
diff --git a/README.md b/README.md
index f03fd205..26a0ca05 100644
--- a/README.md
+++ b/README.md
@@ -1,130 +1,70 @@
-# RunAnywhere Web Starter App
+# 🏋️‍♂️ Kine-Sight: Your AI-Powered Digital Fitness Trainer
 
-A minimal React + TypeScript starter app demonstrating **on-device AI in the browser** using the [`@runanywhere/web`](https://www.npmjs.com/package/@runanywhere/web) SDK. All inference runs locally via WebAssembly — no server, no API key, 100% private.
+[![Live Demo](https://img.shields.io/badge/Live_Demo-kine--sight.vercel.app-blue?style=for-the-badge)](https://kine-sight.vercel.app)
+[![YouTube Demo](https://img.shields.io/badge/YouTube-Watch_Demo-FF0000?style=for-the-badge&logo=youtube&logoColor=white)](https://www.youtube.com/watch?v=egs9YfF6UwM)
 
-## Features
 
-| Tab | What it does |
-|-----|-------------|
-| **Chat** | Stream text from an on-device LLM (LFM2 350M) |
-| **Vision** | Point your camera and describe what the VLM sees (LFM2-VL 450M) |
-| **Voice** | Speak naturally — VAD detects speech, STT transcribes, LLM responds, TTS speaks back |
+**Kine-Sight** is a cutting-edge digital fitness trainer with an "eye." By leveraging on-device Vision-Language Models (VLMs), it watches your form, tracks your progress, catches your mistakes, and provides real-time, actionable feedback to help you perfect your fitness journey. 
 
-## Quick Start
+Everything runs **100% locally in your browser** via WebAssembly—meaning zero server costs, zero API keys, and complete privacy for your camera feed.
 
-```bash
-npm install
-npm run dev
-```
+## ✨ Features
 
-Open [http://localhost:5173](http://localhost:5173). Models are downloaded on first use and cached in the browser's Origin Private File System (OPFS).
+- **👀 Real-Time Vision Tracking:** Uses your device's camera to analyze your posture, reps, and movements in real-time.
+- **🗣️ Interactive Feedback:** Get instant corrections and motivational feedback when your form breaks down.
+- **🔒 100% Private & Secure:** Powered by `@runanywhere/web`, all AI inference happens locally on your device. Your camera feed never leaves your browser.
+- **⚡ Blazing Fast On-Device AI:** Utilizes optimized WASM engines to run Vision (LFM2-VL) and Text (LFM2) models directly in the web browser.
+- **🎙️ Voice Integration:** Speak to your AI trainer naturally, and it will respond via text-to-speech.
 
-## How It Works
 
-```
-@runanywhere/web (npm package)
-  ├── WASM engine (llama.cpp, whisper.cpp, sherpa-onnx)
-  ├── Model management (download, OPFS cache, load/unload)
-  └── TypeScript API (TextGeneration, STT, TTS, VAD, VLM, VoicePipeline)
-```
+## 🛠️ Tech Stack
 
-The app imports everything from `@runanywhere/web`:
+- **Frontend:** React, TypeScript, Vite
+- **Styling:** CSS / HTML5
+- **Local AI Engine:** `@runanywhere/web` (llama.cpp, whisper.cpp, sherpa-onnx)
+- **Deployment:** Vercel
 
-```typescript
-import { RunAnywhere, SDKEnvironment } from '@runanywhere/web';
-import { TextGeneration, VLMWorkerBridge } from '@runanywhere/web-llamacpp';
+## 🚀 Quick Start
 
-await RunAnywhere.initialize({ environment: SDKEnvironment.Development });
+### Prerequisites
+- Node.js (v18 or higher)
+- npm or yarn
+- A modern web browser (Chrome 120+ or Edge 120+ recommended)
 
-// Stream LLM text
-const { stream } = await TextGeneration.generateStream('Hello!', { maxTokens: 200 });
-for await (const token of stream) { console.log(token); }
+### Installation
 
-// VLM: describe an image
-const result = await VLMWorkerBridge.shared.process(rgbPixels, width, height, 'Describe this.');
-```
+1. **Clone the repository:**
+   ```bash
+   git clone [https://github.com/himanshuranjan2552/Kine-Sight.git](https://github.com/himanshuranjan2552/Kine-Sight.git)
+   cd Kine-Sight
+2. **Install dependencies:**
+   ```bash
+   npm install
+3. **Start the development server:**
+   ```bash
+   npm run dev
+4. **Open in Browser:**
+   Navigate to http://localhost:5173.
 
-## Project Structure
+(Note: AI Models will be downloaded on first use and cached locally in your browser's Origin Private File System).
 
-```
-src/
-├── main.tsx              # React root
-├── App.tsx               # Tab navigation (Chat | Vision | Voice)
-├── runanywhere.ts        # SDK init + model catalog + VLM worker
-├── workers/
-│   └── vlm-worker.ts     # VLM Web Worker entry (2 lines)
-├── hooks/
-│   └── useModelLoader.ts # Shared model download/load hook
-├── components/
-│   ├── ChatTab.tsx        # LLM streaming chat
-│   ├── VisionTab.tsx      # Camera + VLM inference
-│   ├── VoiceTab.tsx       # Full voice pipeline
-│   └── ModelBanner.tsx    # Download progress UI
-└── styles/
-    └── index.css          # Dark theme CSS
-```
 
-## Adding Your Own Models
+## 🧠 How It Works Under the Hood
 
-Edit the `MODELS` array in `src/runanywhere.ts`:
+- Kine-Sight is built on top of the **RunAnywhere SDK**. It uses a combination of powerful local models.
+- **VLM** (Vision-Language Model): Captures frames from your webcam and analyzes your body positioning.
+- **LLM** (Large Language Model): Processes the vision data to formulate encouraging text or corrective instructions.
+- **Voice Pipeline** (VAD, STT, TTS): Allows you to ask the trainer questions hands-free while working out.
 
-```typescript
-{
-  id: 'my-custom-model',
-  name: 'My Model',
-  repo: 'username/repo-name',           // HuggingFace repo
-  files: ['model.Q4_K_M.gguf'],         // Files to download
-  framework: LLMFramework.LlamaCpp,
-  modality: ModelCategory.Language,      // or Multimodal, SpeechRecognition, etc.
-  memoryRequirement: 500_000_000,        // Bytes
-}
-```
+## 🤝 Contributing
+Contributions, issues, and feature requests are welcome! Feel free to check the issues page if you want to contribute.
+1. Fork the Project
+2. Create your Feature Branch `git checkout -b feature/AmazingFeature`
+3. Commit your Changes `git commit -m 'Add some AmazingFeature'`
+4. Push to the Branch `git push origin feature/AmazingFeature`
+5. Open a Pull Request
 
-Any GGUF model compatible with llama.cpp works for LLM/VLM. STT/TTS/VAD use sherpa-onnx models.
-
-## Deployment
-
-### Vercel
-
-```bash
-npm run build
-npx vercel --prod
-```
-
-The included `vercel.json` sets the required Cross-Origin-Isolation headers.
-
-### Netlify
-
-Add a `_headers` file:
-
-```
-/*
-  Cross-Origin-Opener-Policy: same-origin
-  Cross-Origin-Embedder-Policy: credentialless
-```
-
-### Any static host
-
-Serve the `dist/` folder with these HTTP headers on all responses:
-
-```
-Cross-Origin-Opener-Policy: same-origin
-Cross-Origin-Embedder-Policy: credentialless
-```
-
-## Browser Requirements
-
-- Chrome 96+ or Edge 96+ (recommended: 120+)
-- WebAssembly (required)
-- SharedArrayBuffer (requires Cross-Origin Isolation headers)
-- OPFS (for persistent model cache)
-
-## Documentation
-
-- [SDK API Reference](https://docs.runanywhere.ai)
-- [npm package](https://www.npmjs.com/package/@runanywhere/web)
-- [GitHub](https://github.com/RunanywhereAI/runanywhere-sdks)
-
-## License
-
-MIT
+## 📄 License
+This project is licensed under the MIT License.
+---
+Built with ❤️ to make fitness smarter, safer, and more accessible.
diff --git a/index.html b/index.html
index b5bfe7c6..0045b856 100644
--- a/index.html
+++ b/index.html
@@ -5,8 +5,106 @@
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <meta name="theme-color" content="#0F172A" />
   <meta name="mobile-web-app-capable" content="yes" />
-  <title>RunAnywhere AI Starter</title>
-  <link rel="icon" href="data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 100 100'><text y='.9em' font-size='90'>🤖</text></svg>" />
+  <meta name="apple-mobile-web-app-capable" content="yes" />
+  <meta name="apple-mobile-web-app-status-bar-style" content="black-translucent" />
+  <meta name="description" content="AI Fitness Coach powered by MediaPipe" />
+  <title>Kine-Sight AI Fitness Trainer</title>
+  <link rel="icon" type="image/svg+xml" href="/icon.svg" />
+  <link rel="apple-touch-icon" href="/icon.svg" />
+
+  <!-- TAILWIND & GOOGLE FONTS -->
+  <script src="https://cdn.tailwindcss.com?plugins=forms,container-queries"></script>
+  <link href="https://fonts.googleapis.com/css2?family=Inter:wght@400;500;600;700;800;900&display=swap" rel="stylesheet"/>
+  <link href="https://fonts.googleapis.com/css2?family=Material+Symbols+Outlined:wght,FILL@100..700,0..1&display=swap" rel="stylesheet"/>
+  
+  <script id="tailwind-config">
+    tailwind.config = {
+      darkMode: "class",
+      theme: {
+        extend: {
+          colors: {
+            "on-background": "#101d25",
+            "inverse-on-surface": "#e5f2fe",
+            "inverse-primary": "#ffb59d",
+            "outline-variant": "#e5beb2",
+            "surface-container-highest": "#d7e4f0",
+            "surface": "#f5faff",
+            "inverse-surface": "#25323b",
+            "primary-container": "#d14300",
+            "surface-bright": "#f5faff",
+            "background": "#f5faff",
+            "on-secondary-container": "#636262",
+            "tertiary-container": "#697680",
+            "on-primary-fixed-variant": "#832700",
+            "surface-dim": "#cedce7",
+            "error": "#ba1a1a",
+            "on-surface": "#101d25",
+            "outline": "#907065",
+            "surface-variant": "#d7e4f0",
+            "surface-tint": "#ab3500",
+            "on-error-container": "#93000a",
+            "on-secondary": "#ffffff",
+            "on-primary-fixed": "#390c00",
+            "secondary": "#5f5e5e",
+            "on-tertiary": "#ffffff",
+            "on-tertiary-container": "#fcfcff",
+            "on-primary-container": "#fffbff",
+            "secondary-fixed": "#e5e2e1",
+            "primary": "#a73400",
+            "primary-fixed-dim": "#ffb59d",
+            "surface-container-high": "#dceaf5",
+            "surface-container-lowest": "#ffffff",
+            "primary-fixed": "#ffdbd0",
+            "secondary-fixed-dim": "#c8c6c5",
+            "on-secondary-fixed-variant": "#474746",
+            "error-container": "#ffdad6",
+            "tertiary": "#515e67",
+            "on-primary": "#ffffff",
+            "on-tertiary-fixed-variant": "#3c4852",
+            "surface-container-low": "#eaf5ff",
+            "surface-container": "#e2f0fb",
+            "tertiary-fixed": "#d7e4f0",
+            "on-tertiary-fixed": "#101d25",
+            "secondary-container": "#e2dfde",
+            "on-surface-variant": "#5c4037",
+            "on-error": "#ffffff",
+            "on-secondary-fixed": "#1b1b1c",
+            "tertiary-fixed-dim": "#bbc8d3"
+          },
+          fontFamily: {
+            "headline": ["Inter"],
+            "body": ["Inter"],
+            "label": ["Inter"]
+          },
+          borderRadius: {"DEFAULT": "0.125rem", "lg": "0.25rem", "xl": "0.5rem", "full": "0.75rem"},
+        },
+      },
+    }
+  </script>
+  <style>
+    .material-symbols-outlined { font-variation-settings: 'FILL' 0, 'wght' 400, 'GRAD' 0, 'opsz' 24; }
+    .hide-scrollbar::-webkit-scrollbar { display: none; }
+    .hide-scrollbar { -ms-overflow-style: none; scrollbar-width: none; }
+
+    /* Dark mode overrides for semantic Tailwind colors */
+    .dark .bg-surface { background-color: #0F172A !important; }
+    .dark .bg-surface-container-lowest { background-color: #1E293B !important; }
+    .dark .bg-surface-container-low { background-color: #1a2332 !important; }
+    .dark .bg-surface-container { background-color: #1E293B !important; }
+    .dark .bg-surface-container-high { background-color: #253345 !important; }
+    .dark .bg-surface-container-highest { background-color: #334155 !important; }
+    .dark .text-on-surface { color: #e2e8f0 !important; }
+    .dark .text-on-background { color: #f1f5f9 !important; }
+    .dark .text-secondary { color: #94A3B8 !important; }
+    .dark .bg-inverse-surface { background-color: #e2e8f0 !important; }
+    .dark .text-inverse-on-surface { color: #1E293B !important; }
+    .dark .border-outline-variant\/20 { border-color: rgba(71, 85, 105, 0.3) !important; }
+
+    /* Smooth theme transition */
+    body, .bg-surface, .bg-surface-container-lowest, header {
+      transition: background-color 0.3s ease, color 0.3s ease;
+    }
+  </style>
 </head>
 <body>
   <div id="root"></div>
diff --git a/multi_agent.py b/multi_agent.py
new file mode 100644
index 00000000..fb3fe1d1
--- /dev/null
+++ b/multi_agent.py
@@ -0,0 +1,99 @@
+import requests
+
+OLLAMA_URL = "http://192.168.1.78:11434/api/generate"
+
+def ask_ollama(model, prompt):
+    response = requests.post(
+        OLLAMA_URL,
+        json={
+            "model": model,
+            "prompt": prompt,
+            "stream": False
+        }
+    )
+    return response.json()["response"]
+
+# -------- AGENTS -------- #
+
+def planner_agent(task):
+    prompt = f"""
+You are a senior software architect.
+
+Break this task into clear step-by-step plan:
+
+Task:
+{task}
+"""
+    return ask_ollama("mistral:7b-instruct-q4_0", prompt)
+
+
+def coder_agent(task, plan):
+    prompt = f"""
+You are an expert programmer.
+
+Task:
+{task}
+
+Plan:
+{plan}
+
+Write clean, working code.
+"""
+    return ask_ollama("deepseek-coder:6.7b-instruct-q4_0", prompt)
+
+
+def debugger_agent(code):
+    prompt = f"""
+You are a debugging expert.
+
+Analyze and fix any issues in this code:
+
+{code}
+
+Return corrected code only.
+"""
+    return ask_ollama("deepseek-coder:6.7b-instruct-q4_0", prompt)
+
+
+def reviewer_agent(code):
+    prompt = f"""
+You are a senior code reviewer.
+
+Improve this code:
+- Optimize performance
+- Apply best practices
+- Clean structure
+
+Code:
+{code}
+"""
+    return ask_ollama("codellama:13b-instruct-q4_0", prompt)
+
+
+# -------- PIPELINE -------- #
+
+def run_multi_agent(task):
+    print("\n[1] Planning...")
+    plan = planner_agent(task)
+    print(plan)
+
+    print("\n[2] Coding...")
+    code = coder_agent(task, plan)
+    print(code)
+
+    print("\n[3] Debugging...")
+    fixed_code = debugger_agent(code)
+    print(fixed_code)
+
+    print("\n[4] Reviewing...")
+    final_code = reviewer_agent(fixed_code)
+    print(final_code)
+
+    return final_code
+
+
+# -------- RUN -------- #
+
+if __name__ == "__main__":
+    task = input("Enter your coding task: ")
+    run_multi_agent(task)
\ No newline at end of file
diff --git a/package-lock.json b/package-lock.json
index 8a57a88a..f17b0273 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -1,32 +1,51 @@
 {
-  "name": "runanywhere-web-starter",
+  "name": "kine-sight",
   "version": "0.1.0",
   "lockfileVersion": 3,
   "requires": true,
   "packages": {
     "": {
-      "name": "runanywhere-web-starter",
+      "name": "kine-sight",
       "version": "0.1.0",
       "dependencies": {
-        "@runanywhere/web": "0.1.0-beta.10",
-        "@runanywhere/web-llamacpp": "0.1.0-beta.10",
-        "@runanywhere/web-onnx": "0.1.0-beta.10",
+        "@mediapipe/tasks-vision": "^0.10.19",
+        "@mlc-ai/web-llm": "^0.2.82",
         "react": "^19.0.0",
-        "react-dom": "^19.0.0"
+        "react-dom": "^19.0.0",
+        "react-spring": "^10.0.3",
+        "three": "^0.183.2"
       },
       "devDependencies": {
         "@types/react": "^19.0.0",
         "@types/react-dom": "^19.0.0",
         "@vitejs/plugin-react": "^4.3.0",
         "typescript": "^5.6.0",
-        "vite": "^6.0.0"
+        "vite": "^6.0.0",
+        "vite-plugin-pwa": "^1.2.0"
+      }
+    },
+    "node_modules/@apideck/better-ajv-errors": {
+      "version": "0.3.6",
+      "resolved": "https://registry.npmjs.org/@apideck/better-ajv-errors/-/better-ajv-errors-0.3.6.tgz",
+      "integrity": "sha512-P+ZygBLZtkp0qqOAJJVX4oX/sFo5JR3eBWwwuqHHhK0GIgQOKWrAfiAaWX0aArHkRWHMuggFEgAZNxVPwPZYaA==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "json-schema": "^0.4.0",
+        "jsonpointer": "^5.0.0",
+        "leven": "^3.1.0"
+      },
+      "engines": {
+        "node": ">=10"
+      },
+      "peerDependencies": {
+        "ajv": ">=8"
       }
     },
     "node_modules/@babel/code-frame": {
       "version": "7.29.0",
       "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.29.0.tgz",
       "integrity": "sha512-9NhCeYjq9+3uxgdtp20LSiJXJvN0FeCtNGpJxuMFZ1Kv3cWUNb6DOhJwUvcVCzKGR66cw4njwM6hrJLqgOwbcw==",
-      "dev": true,
       "license": "MIT",
       "dependencies": {
         "@babel/helper-validator-identifier": "^7.28.5",
@@ -41,7 +60,6 @@
       "version": "7.29.0",
       "resolved": "https://registry.npmjs.org/@babel/compat-data/-/compat-data-7.29.0.tgz",
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-      "dev": true,
-      "license": "MIT",
-      "dependencies": {
-        "esbuild": "^0.25.0",
-        "fdir": "^6.4.4",
-        "picomatch": "^4.0.2",
-        "postcss": "^8.5.3",
-        "rollup": "^4.34.9",
-        "tinyglobby": "^0.2.13"
-      },
+    "node_modules/y18n": {
+      "version": "5.0.8",
+      "resolved": "https://registry.npmjs.org/y18n/-/y18n-5.0.8.tgz",
+      "integrity": "sha512-0pfFzegeDWJHJIAmTLRP2DwHjdF5s7jo9tuztdQxAhINCdvS+3nGINqPd00AphqJR/0LhANUS6/+7SCb98YOfA==",
+      "license": "ISC",
+      "peer": true,
+      "engines": {
+        "node": ">=10"
+      }
+    },
+    "node_modules/yallist": {
+      "version": "3.1.1",
+      "resolved": "https://registry.npmjs.org/yallist/-/yallist-3.1.1.tgz",
+      "integrity": "sha512-a4UGQaWPH59mOXUYnAG2ewncQS4i4F43Tv3JoAM+s2VDAmS9NsK8GpDMLrCHPksFT7h3K6TOoUNn2pb7RoXx4g==",
+      "license": "ISC"
+    },
+    "node_modules/yaml": {
+      "version": "2.8.3",
+      "resolved": "https://registry.npmjs.org/yaml/-/yaml-2.8.3.tgz",
+      "integrity": "sha512-AvbaCLOO2Otw/lW5bmh9d/WEdcDFdQp2Z2ZUH3pX9U2ihyUY0nvLv7J6TrWowklRGPYbB/IuIMfYgxaCPg5Bpg==",
+      "license": "ISC",
+      "peer": true,
       "bin": {
-        "vite": "bin/vite.js"
+        "yaml": "bin.mjs"
       },
       "engines": {
-        "node": "^18.0.0 || ^20.0.0 || >=22.0.0"
+        "node": ">= 14.6"
       },
       "funding": {
-        "url": "https://github.com/vitejs/vite?sponsor=1"
+        "url": "https://github.com/sponsors/eemeli"
+      }
+    },
+    "node_modules/yargs": {
+      "version": "17.7.2",
+      "resolved": "https://registry.npmjs.org/yargs/-/yargs-17.7.2.tgz",
+      "integrity": "sha512-7dSzzRQ++CKnNI/krKnYRV7JKKPUXMEh61soaHKg9mrWEhzFWhFnxPxGl+69cD1Ou63C13NUPCnmIcrvqCuM6w==",
+      "license": "MIT",
+      "peer": true,
+      "dependencies": {
+        "cliui": "^8.0.1",
+        "escalade": "^3.1.1",
+        "get-caller-file": "^2.0.5",
+        "require-directory": "^2.1.1",
+        "string-width": "^4.2.3",
+        "y18n": "^5.0.5",
+        "yargs-parser": "^21.1.1"
       },
-      "optionalDependencies": {
-        "fsevents": "~2.3.3"
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/yargs-parser": {
+      "version": "21.1.1",
+      "resolved": "https://registry.npmjs.org/yargs-parser/-/yargs-parser-21.1.1.tgz",
+      "integrity": "sha512-tVpsJW7DdjecAiFpbIB1e3qxIQsE6NoPc5/eTdrbbIC4h0LVsWhnoa3g+m2HclBIujHzsxZ4VJVA+GUuc2/LBw==",
+      "license": "ISC",
+      "peer": true,
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/zdog": {
+      "version": "1.1.3",
+      "resolved": "https://registry.npmjs.org/zdog/-/zdog-1.1.3.tgz",
+      "integrity": "sha512-raRj6r0gPzopFm5XWBJZr/NuV4EEnT4iE+U3dp5FV5pCb588Gmm3zLIp/j9yqqcMiHH8VNQlerLTgOqL7krh6w==",
+      "license": "MIT",
+      "peer": true
+    },
+    "node_modules/zustand": {
+      "version": "5.0.12",
+      "resolved": "https://registry.npmjs.org/zustand/-/zustand-5.0.12.tgz",
+      "integrity": "sha512-i77ae3aZq4dhMlRhJVCYgMLKuSiZAaUPAct2AksxQ+gOtimhGMdXljRT21P5BNpeT4kXlLIckvkPM029OljD7g==",
+      "license": "MIT",
+      "peer": true,
+      "engines": {
+        "node": ">=12.20.0"
       },
       "peerDependencies": {
-        "@types/node": "^18.0.0 || ^20.0.0 || >=22.0.0",
-        "jiti": ">=1.21.0",
-        "less": "*",
-        "lightningcss": "^1.21.0",
-        "sass": "*",
-        "sass-embedded": "*",
-        "stylus": "*",
-        "sugarss": "*",
-        "terser": "^5.16.0",
-        "tsx": "^4.8.1",
-        "yaml": "^2.4.2"
+        "@types/react": ">=18.0.0",
+        "immer": ">=9.0.6",
+        "react": ">=18.0.0",
+        "use-sync-external-store": ">=1.2.0"
       },
       "peerDependenciesMeta": {
-        "@types/node": {
-          "optional": true
-        },
-        "jiti": {
-          "optional": true
-        },
-        "less": {
-          "optional": true
-        },
-        "lightningcss": {
-          "optional": true
-        },
-        "sass": {
-          "optional": true
-        },
-        "sass-embedded": {
+        "@types/react": {
           "optional": true
         },
-        "stylus": {
-          "optional": true
-        },
-        "sugarss": {
+        "immer": {
           "optional": true
         },
-        "terser": {
-          "optional": true
-        },
-        "tsx": {
+        "react": {
           "optional": true
         },
-        "yaml": {
+        "use-sync-external-store": {
           "optional": true
         }
       }
-    },
-    "node_modules/yallist": {
-      "version": "3.1.1",
-      "resolved": "https://registry.npmjs.org/yallist/-/yallist-3.1.1.tgz",
-      "integrity": "sha512-a4UGQaWPH59mOXUYnAG2ewncQS4i4F43Tv3JoAM+s2VDAmS9NsK8GpDMLrCHPksFT7h3K6TOoUNn2pb7RoXx4g==",
-      "dev": true,
-      "license": "ISC"
     }
   }
 }
diff --git a/package.json b/package.json
index abb9209a..04a8e82f 100644
--- a/package.json
+++ b/package.json
@@ -1,5 +1,5 @@
 {
-  "name": "runanywhere-web-starter",
+  "name": "kine-sight",
   "private": true,
   "version": "0.1.0",
   "type": "module",
@@ -9,17 +9,19 @@
     "preview": "vite preview"
   },
   "dependencies": {
-    "@runanywhere/web": "0.1.0-beta.10",
-    "@runanywhere/web-llamacpp": "0.1.0-beta.10",
-    "@runanywhere/web-onnx": "0.1.0-beta.10",
+    "@mediapipe/tasks-vision": "^0.10.19",
+    "@mlc-ai/web-llm": "^0.2.82",
     "react": "^19.0.0",
-    "react-dom": "^19.0.0"
+    "react-dom": "^19.0.0",
+    "react-spring": "^10.0.3",
+    "three": "^0.183.2"
   },
   "devDependencies": {
     "@types/react": "^19.0.0",
     "@types/react-dom": "^19.0.0",
     "@vitejs/plugin-react": "^4.3.0",
     "typescript": "^5.6.0",
-    "vite": "^6.0.0"
+    "vite": "^6.0.0",
+    "vite-plugin-pwa": "^1.2.0"
   }
 }
diff --git a/public/icon.svg b/public/icon.svg
new file mode 100644
index 00000000..6a4513ad
--- /dev/null
+++ b/public/icon.svg
@@ -0,0 +1,5 @@
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512">
+  <rect width="512" height="512" fill="#0F172A" rx="100" />
+  <circle cx="256" cy="180" r="50" fill="#FF5500" />
+  <path d="M120 400 L256 260 L392 400" stroke="#FF5500" stroke-width="40" stroke-linecap="round" stroke-linejoin="round" fill="none" />
+</svg>
diff --git a/sounds/freesound_community-ding-36029.mp3 b/sounds/freesound_community-ding-36029.mp3
new file mode 100644
index 00000000..9684c72a
Binary files /dev/null and b/sounds/freesound_community-ding-36029.mp3 differ
diff --git a/sounds/freesound_community-training-program-incorrect2-88735.mp3 b/sounds/freesound_community-training-program-incorrect2-88735.mp3
new file mode 100644
index 00000000..cedf46bf
Binary files /dev/null and b/sounds/freesound_community-training-program-incorrect2-88735.mp3 differ
diff --git a/src/App.tsx b/src/App.tsx
index 01de1ab6..2cc3ce67 100644
--- a/src/App.tsx
+++ b/src/App.tsx
@@ -1,72 +1,34 @@
-import { useState, useEffect } from 'react';
-import { initSDK, getAccelerationMode } from './runanywhere';
-import { ChatTab } from './components/ChatTab';
-import { VisionTab } from './components/VisionTab';
-import { VoiceTab } from './components/VoiceTab';
-import { ToolsTab } from './components/ToolsTab';
-
-type Tab = 'chat' | 'vision' | 'voice' | 'tools';
+import { useState, useEffect } from "react";
+import { FitnessTab } from "./components/FitnessTab";
+import { ReportsTab } from "./components/ReportsTab";
+
+function getInitialTheme(): 'light' | 'dark' {
+  const saved = localStorage.getItem('kinesight_theme');
+  if (saved === 'dark' || saved === 'light') return saved;
+  // Default to system preference
+  return window.matchMedia('(prefers-color-scheme: dark)').matches ? 'dark' : 'light';
+}
 
 export function App() {
-  const [sdkReady, setSdkReady] = useState(false);
-  const [sdkError, setSdkError] = useState<string | null>(null);
-  const [activeTab, setActiveTab] = useState<Tab>('chat');
+  const [route, setRoute] = useState<'fitness' | 'reports'>('fitness');
+  const [theme, setTheme] = useState<'light' | 'dark'>(getInitialTheme);
 
   useEffect(() => {
-    initSDK()
-      .then(() => setSdkReady(true))
-      .catch((err) => setSdkError(err instanceof Error ? err.message : String(err)));
-  }, []);
-
-  if (sdkError) {
-    return (
-      <div className="app-loading">
-        <h2>SDK Error</h2>
-        <p className="error-text">{sdkError}</p>
-      </div>
-    );
-  }
+    const root = document.documentElement;
+    if (theme === 'dark') {
+      root.classList.add('dark');
+    } else {
+      root.classList.remove('dark');
+    }
+    localStorage.setItem('kinesight_theme', theme);
+  }, [theme]);
 
-  if (!sdkReady) {
-    return (
-      <div className="app-loading">
-        <div className="spinner" />
-        <h2>Loading RunAnywhere SDK...</h2>
-        <p>Initializing on-device AI engine</p>
-      </div>
-    );
-  }
-
-  const accel = getAccelerationMode();
+  const toggleTheme = () => setTheme(prev => prev === 'dark' ? 'light' : 'dark');
 
   return (
-    <div className="app">
-      <header className="app-header">
-        <h1>RunAnywhere AI</h1>
-        {accel && <span className="badge">{accel === 'webgpu' ? 'WebGPU' : 'CPU'}</span>}
-      </header>
-
-      <nav className="tab-bar">
-        <button className={activeTab === 'chat' ? 'active' : ''} onClick={() => setActiveTab('chat')}>
-          💬 Chat
-        </button>
-        <button className={activeTab === 'vision' ? 'active' : ''} onClick={() => setActiveTab('vision')}>
-          📷 Vision
-        </button>
-        <button className={activeTab === 'voice' ? 'active' : ''} onClick={() => setActiveTab('voice')}>
-          🎙️ Voice
-        </button>
-        <button className={activeTab === 'tools' ? 'active' : ''} onClick={() => setActiveTab('tools')}>
-          🔧 Tools
-        </button>
-      </nav>
-
-      <main className="tab-content">
-        {activeTab === 'chat' && <ChatTab />}
-        {activeTab === 'vision' && <VisionTab />}
-        {activeTab === 'voice' && <VoiceTab />}
-        {activeTab === 'tools' && <ToolsTab />}
-      </main>
+    <div className="w-full min-h-screen bg-surface dark:bg-[#0F172A] text-on-surface dark:text-slate-100 transition-colors duration-300">
+      {route === 'fitness' && <FitnessTab onOpenReports={() => setRoute('reports')} theme={theme} onToggleTheme={toggleTheme} />}
+      {route === 'reports' && <ReportsTab onClose={() => setRoute('fitness')} theme={theme} onToggleTheme={toggleTheme} />}
     </div>
   );
 }
diff --git a/src/components/ChatTab.tsx b/src/components/ChatTab.tsx
deleted file mode 100644
index 924daad6..00000000
--- a/src/components/ChatTab.tsx
+++ /dev/null
@@ -1,142 +0,0 @@
-import { useState, useRef, useEffect, useCallback } from 'react';
-import { ModelCategory } from '@runanywhere/web';
-import { TextGeneration } from '@runanywhere/web-llamacpp';
-import { useModelLoader } from '../hooks/useModelLoader';
-import { ModelBanner } from './ModelBanner';
-
-interface Message {
-  role: 'user' | 'assistant';
-  text: string;
-  stats?: { tokens: number; tokPerSec: number; latencyMs: number };
-}
-
-export function ChatTab() {
-  const loader = useModelLoader(ModelCategory.Language);
-  const [messages, setMessages] = useState<Message[]>([]);
-  const [input, setInput] = useState('');
-  const [generating, setGenerating] = useState(false);
-  const cancelRef = useRef<(() => void) | null>(null);
-  const listRef = useRef<HTMLDivElement>(null);
-
-  // Auto-scroll to bottom when messages change
-  useEffect(() => {
-    listRef.current?.scrollTo({ top: listRef.current.scrollHeight, behavior: 'smooth' });
-  }, [messages]);
-
-  const send = useCallback(async () => {
-    const text = input.trim();
-    if (!text || generating) return;
-
-    // Ensure model is loaded
-    if (loader.state !== 'ready') {
-      const ok = await loader.ensure();
-      if (!ok) return;
-    }
-
-    setInput('');
-    setMessages((prev) => [...prev, { role: 'user', text }]);
-    setGenerating(true);
-
-    // Add empty assistant message for streaming
-    const assistantIdx = messages.length + 1;
-    setMessages((prev) => [...prev, { role: 'assistant', text: '' }]);
-
-    try {
-      const { stream, result: resultPromise, cancel } = await TextGeneration.generateStream(text, {
-        maxTokens: 512,
-        temperature: 0.7,
-      });
-      cancelRef.current = cancel;
-
-      let accumulated = '';
-      for await (const token of stream) {
-        accumulated += token;
-        setMessages((prev) => {
-          const updated = [...prev];
-          updated[assistantIdx] = { role: 'assistant', text: accumulated };
-          return updated;
-        });
-      }
-
-      const result = await resultPromise;
-      setMessages((prev) => {
-        const updated = [...prev];
-        updated[assistantIdx] = {
-          role: 'assistant',
-          text: result.text || accumulated,
-          stats: {
-            tokens: result.tokensUsed,
-            tokPerSec: result.tokensPerSecond,
-            latencyMs: result.latencyMs,
-          },
-        };
-        return updated;
-      });
-    } catch (err) {
-      const msg = err instanceof Error ? err.message : String(err);
-      setMessages((prev) => {
-        const updated = [...prev];
-        updated[assistantIdx] = { role: 'assistant', text: `Error: ${msg}` };
-        return updated;
-      });
-    } finally {
-      cancelRef.current = null;
-      setGenerating(false);
-    }
-  }, [input, generating, messages.length, loader]);
-
-  const handleCancel = () => {
-    cancelRef.current?.();
-  };
-
-  return (
-    <div className="tab-panel chat-panel">
-      <ModelBanner
-        state={loader.state}
-        progress={loader.progress}
-        error={loader.error}
-        onLoad={loader.ensure}
-        label="LLM"
-      />
-
-      <div className="message-list" ref={listRef}>
-        {messages.length === 0 && (
-          <div className="empty-state">
-            <h3>Start a conversation</h3>
-            <p>Type a message below to chat with on-device AI</p>
-          </div>
-        )}
-        {messages.map((msg, i) => (
-          <div key={i} className={`message message-${msg.role}`}>
-            <div className="message-bubble">
-              <p>{msg.text || '...'}</p>
-              {msg.stats && (
-                <div className="message-stats">
-                  {msg.stats.tokens} tokens · {msg.stats.tokPerSec.toFixed(1)} tok/s · {msg.stats.latencyMs.toFixed(0)}ms
-                </div>
-              )}
-            </div>
-          </div>
-        ))}
-      </div>
-
-      <form
-        className="chat-input"
-        onSubmit={(e) => { e.preventDefault(); send(); }}
-      >
-        <input
-          type="text"
-          placeholder="Message..."
-          value={input}
-          onChange={(e) => setInput(e.target.value)}
-          disabled={generating}
-        />
-        {generating ? (
-          <button type="button" className="btn" onClick={handleCancel}>Stop</button>
-        ) : (
-          <button type="submit" className="btn btn-primary" disabled={!input.trim()}>Send</button>
-        )}
-      </form>
-    </div>
-  );
-}
diff --git a/src/components/DemoVideo.tsx b/src/components/DemoVideo.tsx
new file mode 100644
index 00000000..6477a981
--- /dev/null
+++ b/src/components/DemoVideo.tsx
@@ -0,0 +1,78 @@
+import { useRef, useState } from "react";
+
+/**
+ * Map exercise IDs to their demo video URLs.
+ * Replace the placeholder values with actual video file paths or URLs.
+ *
+ * To add a video:
+ *   1. Place the video file in /public/demos/ (e.g. /public/demos/squats.mp4)
+ *   2. Add the mapping below: "squats": "/demos/squats.mp4"
+ *
+ * Supported formats: .mp4 (H.264), .webm (VP9)
+ */
+const DEMO_VIDEOS: Record<string, string> = {
+  // "squats":         "/demos/squats.mp4",
+  // "bicep-curls":    "/demos/bicep-curls.mp4",
+  // "pushups":        "/demos/pushups.mp4",
+  // "lunges":         "/demos/lunges.mp4",
+  // "shoulder-press": "/demos/shoulder-press.mp4",
+  // "plank":          "/demos/plank.mp4",
+};
+
+interface DemoVideoProps {
+  exerciseId: string;
+}
+
+export default function DemoVideo({ exerciseId }: DemoVideoProps) {
+  const videoRef = useRef<HTMLVideoElement>(null);
+  const [hasError, setHasError] = useState(false);
+
+  const videoSrc = DEMO_VIDEOS[exerciseId];
+
+  // No video configured for this exercise yet
+  if (!videoSrc) {
+    return (
+      <div className="demo-video-placeholder">
+        <span className="material-symbols-outlined" style={{ fontSize: 28, opacity: 0.5 }}>
+          videocam_off
+        </span>
+        <span style={{ fontSize: 10, fontWeight: 700, opacity: 0.6, textTransform: "uppercase", letterSpacing: "0.05em" }}>
+          No Demo
+        </span>
+      </div>
+    );
+  }
+
+  if (hasError) {
+    return (
+      <div className="demo-video-placeholder">
+        <span className="material-symbols-outlined" style={{ fontSize: 28, opacity: 0.5 }}>
+          error_outline
+        </span>
+        <span style={{ fontSize: 10, fontWeight: 700, opacity: 0.6, textTransform: "uppercase", letterSpacing: "0.05em" }}>
+          Load Failed
+        </span>
+      </div>
+    );
+  }
+
+  return (
+    <video
+      ref={videoRef}
+      className="demo-video"
+      src={videoSrc}
+      autoPlay
+      loop
+      muted
+      playsInline
+      onError={() => setHasError(true)}
+      style={{
+        width: "100%",
+        height: "auto",
+        display: "block",
+        objectFit: "cover",
+        borderRadius: "8px 8px 0 0",
+      }}
+    />
+  );
+}
diff --git a/src/components/FitnessTab.tsx b/src/components/FitnessTab.tsx
new file mode 100644
index 00000000..40663e3e
--- /dev/null
+++ b/src/components/FitnessTab.tsx
@@ -0,0 +1,1194 @@
+import { useState, useRef, useEffect, useCallback } from "react";
+import {
+  EXERCISES,
+  getPoseLandmarker,
+  drawSkeleton,
+  drawAngleBadge,
+  LM,
+} from "../fitness/poseEngine";
+import type {
+  ExerciseDef,
+  PoseAnalysis,
+  FormQuality,
+  ExercisePosition,
+} from "../fitness/poseEngine";
+import type { NormalizedLandmark } from "@mediapipe/tasks-vision";
+import DemoVideo from "./DemoVideo";
+import { llmService } from "../llm/llmEngine";
+import { storageService } from "../storage/storageService";
+import { ttsService } from "../tts/ttsService";
+import dingSoundUrl from "../../sounds/freesound_community-ding-36029.mp3";
+import incorrectSoundUrl from "../../sounds/freesound_community-training-program-incorrect2-88735.mp3";
+
+// ---------------------------------------------------------------------------
+// Audio Feedback (Global context to bypass browser autoplay rules)
+// ---------------------------------------------------------------------------
+let audioCtx: AudioContext | null = null;
+let dingBuffer: AudioBuffer | null = null;
+let incorrectBuffer: AudioBuffer | null = null;
+
+async function loadSounds() {
+  if (!audioCtx) return;
+  try {
+    const [dingRes, incRes] = await Promise.all([
+      fetch(dingSoundUrl),
+      fetch(incorrectSoundUrl),
+    ]);
+    const [dingArr, incArr] = await Promise.all([
+      dingRes.arrayBuffer(),
+      incRes.arrayBuffer(),
+    ]);
+    dingBuffer = await audioCtx.decodeAudioData(dingArr);
+    incorrectBuffer = await audioCtx.decodeAudioData(incArr);
+  } catch (error) {
+    console.error("Failed to load sounds:", error);
+  }
+}
+
+function initAudioContext() {
+  if (!audioCtx) {
+    const AudioContextClass =
+      window.AudioContext || (window as any).webkitAudioContext;
+    if (AudioContextClass) {
+      audioCtx = new AudioContextClass();
+      loadSounds();
+    }
+  }
+  if (audioCtx?.state === "suspended") {
+    audioCtx.resume();
+  }
+}
+
+function playCorrectBeep() {
+  if (!audioCtx || !dingBuffer) return;
+  try {
+    const source = audioCtx.createBufferSource();
+    source.buffer = dingBuffer;
+    source.connect(audioCtx.destination);
+    source.start();
+  } catch (err) {
+    console.warn("Audio playback failed", err);
+  }
+}
+
+function playIncorrectBeep() {
+  if (!audioCtx || !incorrectBuffer) return;
+  try {
+    const source = audioCtx.createBufferSource();
+    source.buffer = incorrectBuffer;
+    source.connect(audioCtx.destination);
+    source.start();
+  } catch (err) {
+    console.warn("Audio playback failed", err);
+  }
+}
+
+// ---------------------------------------------------------------------------
+// Constants
+// ---------------------------------------------------------------------------
+const CANVAS_FPS = 30;
+/** Number of consecutive frames required to confirm a position change */
+const DEBOUNCE_FRAMES = 5;
+/** Countdown duration in seconds before workout starts */
+const COUNTDOWN_SECONDS = 5;
+
+// ---------------------------------------------------------------------------
+// Types
+// ---------------------------------------------------------------------------
+type RepPhase = "idle" | "up" | "down";
+
+interface SessionStats {
+  correctReps: number;
+  incorrectReps: number;
+  startTime: number;
+  formHistory: FormQuality[];
+}
+
+// ---------------------------------------------------------------------------
+// Constant Motivational Messages
+// ---------------------------------------------------------------------------
+const MOTIVATIONAL_MESSAGES = [
+  "Great job, keep it up!",
+  "Perfect form!",
+  "You're doing amazing!",
+  "Spot on!",
+  "Excellent movement!",
+  "Looking strong!",
+  "Keep that pace!",
+  "Flawless execution!"
+];
+
+// ---------------------------------------------------------------------------
+// Component
+// ---------------------------------------------------------------------------
+export function FitnessTab({ onOpenReports, theme, onToggleTheme }: { onOpenReports?: () => void; theme?: 'light' | 'dark'; onToggleTheme?: () => void }) {
+  // Exercise selection
+  const [selectedExercise, setSelectedExercise] = useState<ExerciseDef | null>(
+    null,
+  );
+
+  // Camera
+  const [cameraActive, setCameraActive] = useState(false);
+  const [error, setError] = useState<string | null>(null);
+
+  // Pose engine
+  const [poseReady, setPoseReady] = useState(false);
+  const [poseLoading, setPoseLoading] = useState(false);
+
+  // Countdown
+  const [countdown, setCountdown] = useState<number | null>(null);
+
+  // Session
+  const [isWorkout, setIsWorkout] = useState(false);
+  const [phase, setPhase] = useState<RepPhase>("idle");
+  const [formQuality, setFormQuality] = useState<FormQuality>("unknown");
+  const [feedback, setFeedback] = useState<string>("");
+  const [currentAngle, setCurrentAngle] = useState<number>(0);
+  const [stats, setStats] = useState<SessionStats>({
+    correctReps: 0,
+    incorrectReps: 0,
+    startTime: 0,
+    formHistory: [],
+  });
+  const [elapsed, setElapsed] = useState(0);
+
+  // Coach AI
+  const [coachText, setCoachText] = useState<string>("");
+  const [llmStatus, setLlmStatus] = useState<string>("");
+  const [llmProgress, setLlmProgress] = useState<number>(0);
+
+  // Stats / Streak
+  const [currentPerfectReps, setCurrentPerfectReps] = useState(0);
+  const [ttsEnabled, setTtsEnabled] = useState(ttsService.isEnabled());
+  const [showSkeleton, setShowSkeleton] = useState(true);
+
+  // Plank-specific
+  const [plankHoldTime, setPlankHoldTime] = useState(0);
+  const [plankBestTime, setPlankBestTime] = useState(0);
+
+  // Refs
+  const videoRef = useRef<HTMLVideoElement>(null);
+  const canvasRef = useRef<HTMLCanvasElement>(null);
+  const streamRef = useRef<MediaStream | null>(null);
+  const rafRef = useRef<number>(0);
+  const timerRef = useRef<ReturnType<typeof setInterval> | null>(null);
+  const phaseRef = useRef<RepPhase>("idle");
+  const formDuringRepRef = useRef<boolean>(true);
+  const isWorkoutRef = useRef(false);
+  const statsRef = useRef<SessionStats>({
+    correctReps: 0,
+    incorrectReps: 0,
+    startTime: 0,
+    formHistory: [],
+  });
+  const lastTimeRef = useRef<number>(0);
+  const exerciseRef = useRef<ExerciseDef | null>(null);
+
+  // Debounce refs — for stable position detection
+  const pendingPositionRef = useRef<ExercisePosition>("middle");
+  const pendingFrameCountRef = useRef<number>(0);
+  const confirmedPositionRef = useRef<ExercisePosition>("middle");
+
+  // Plank refs
+  const plankHoldStartRef = useRef<number>(0);
+  const plankBestRef = useRef<number>(0);
+
+  // Countdown masking ref
+  const isCountdownRef = useRef<boolean>(false);
+  const showSkeletonRef = useRef<boolean>(true);
+
+  // Keep refs in sync
+  showSkeletonRef.current = showSkeleton;
+  phaseRef.current = phase;
+  isWorkoutRef.current = isWorkout;
+  exerciseRef.current = selectedExercise;
+
+  // ------------------------------------------------------------------
+  // Camera — native getUserMedia
+  // ------------------------------------------------------------------
+  const startCamera = useCallback(async () => {
+    setError(null);
+    try {
+      const stream = await navigator.mediaDevices.getUserMedia({
+        video: { width: { ideal: 640 }, height: { ideal: 480 } },
+        audio: false,
+      });
+      streamRef.current = stream;
+
+      const video = videoRef.current;
+      if (video) {
+        video.srcObject = stream;
+        await video.play();
+      }
+      setCameraActive(true);
+    } catch (err) {
+      const msg = err instanceof Error ? err.message : String(err);
+      if (msg.includes("NotAllowed") || msg.includes("Permission")) {
+        setError("Camera permission denied. Please allow camera access.");
+      } else if (msg.includes("NotFound") || msg.includes("DevicesNotFound")) {
+        setError("No camera found on this device.");
+      } else {
+        setError(`Camera error: ${msg}`);
+      }
+    }
+  }, []);
+
+  const stopCamera = useCallback(() => {
+    const stream = streamRef.current;
+    if (stream) {
+      stream.getTracks().forEach((t) => t.stop());
+      streamRef.current = null;
+    }
+    const video = videoRef.current;
+    if (video) {
+      video.srcObject = null;
+    }
+    setCameraActive(false);
+  }, []);
+
+  // Cleanup on unmount
+  useEffect(() => {
+    return () => {
+      if (rafRef.current) cancelAnimationFrame(rafRef.current);
+      if (timerRef.current) clearInterval(timerRef.current);
+      const stream = streamRef.current;
+      if (stream) stream.getTracks().forEach((t) => t.stop());
+    };
+  }, []);
+
+  // ------------------------------------------------------------------
+  // Pose detection loop (requestAnimationFrame)
+  // ------------------------------------------------------------------
+  const startDetectionLoop = useCallback(() => {
+    const video = videoRef.current;
+    const canvas = canvasRef.current;
+    if (!video || !canvas) return;
+
+    const ctx = canvas.getContext("2d");
+    if (!ctx) return;
+
+    // Set initial canvas dimensions
+    if (canvas.width === 0 || canvas.height === 0) {
+      canvas.width = 640;
+      canvas.height = 480;
+    }
+
+    const detect = async () => {
+      if (!isWorkoutRef.current) return;
+
+      const now = performance.now();
+      // Throttle to ~CANVAS_FPS
+      if (now - lastTimeRef.current < 1000 / CANVAS_FPS) {
+        rafRef.current = requestAnimationFrame(detect);
+        return;
+      }
+      lastTimeRef.current = now;
+
+      const landmarker = await getPoseLandmarker();
+      const exercise = exerciseRef.current;
+
+      if (!exercise || video.readyState < 2) {
+        rafRef.current = requestAnimationFrame(detect);
+        return;
+      }
+
+      // Resize canvas to match video
+      canvas.width = video.videoWidth;
+      canvas.height = video.videoHeight;
+
+      // Run pose detection
+      const results = landmarker.detectForVideo(video, now);
+
+      // Clear and draw video frame (mirrored)
+      ctx.save();
+      ctx.translate(canvas.width, 0);
+      ctx.scale(-1, 1);
+      ctx.drawImage(video, 0, 0, canvas.width, canvas.height);
+      ctx.restore();
+
+      if (results.landmarks && results.landmarks.length > 0) {
+        const landmarks = results.landmarks[0];
+
+        // Mirror landmarks for display
+        const mirroredLandmarks = landmarks.map((lm: NormalizedLandmark) => ({
+          ...lm,
+          x: 1 - lm.x,
+        }));
+
+        // Analyze exercise with ORIGINAL landmarks (not mirrored)
+        const analysis: PoseAnalysis = exercise.analyze(landmarks);
+
+        // Draw skeleton with mirrored landmarks AND filter
+        if (showSkeletonRef.current) {
+          const formColor =
+            analysis.form === "good"
+              ? "#22C55E"
+              : analysis.form === "bad"
+                ? "#EF4444"
+                : "#F59E0B";
+          drawSkeleton(
+            ctx,
+            mirroredLandmarks,
+            canvas.width,
+            canvas.height,
+            formColor,
+            exercise.keyLandmarks,
+          );
+
+          // Draw angle badge on the relevant joint (mirrored)
+          const angleLandmarkIndex = getAngleLandmarkIndex(exercise.id);
+          if (angleLandmarkIndex >= 0) {
+            drawAngleBadge(
+              ctx,
+              analysis.angle,
+              mirroredLandmarks[angleLandmarkIndex],
+              canvas.width,
+              canvas.height,
+            );
+          }
+        }
+
+        // Update UI state
+        setCurrentAngle(analysis.angle);
+        setFormQuality(analysis.form);
+        setFeedback(analysis.feedback);
+
+        // Skip rep logic if landmarks aren't confident
+        if (!analysis.confident) {
+          setFeedback("🔍 Move into the frame clearly...");
+          rafRef.current = requestAnimationFrame(detect);
+          return;
+        }
+
+        if (analysis.form === "bad") {
+          formDuringRepRef.current = false;
+        }
+
+        // Skip rep counting and time tracking if we are still counting down
+        if (isCountdownRef.current) {
+          rafRef.current = requestAnimationFrame(detect);
+          return;
+        }
+
+        // ---- Plank: track hold time instead of reps ----
+        if (exercise.isHold) {
+          if (analysis.form === "good") {
+            if (plankHoldStartRef.current === 0) {
+              plankHoldStartRef.current = Date.now();
+            }
+            const holdSec = Math.floor(
+              (Date.now() - plankHoldStartRef.current) / 1000,
+            );
+            setPlankHoldTime(holdSec);
+            if (holdSec > plankBestRef.current) {
+              plankBestRef.current = holdSec;
+              setPlankBestTime(holdSec);
+            }
+          } else {
+            // Form broke, reset hold timer
+            plankHoldStartRef.current = 0;
+            setPlankHoldTime(0);
+          }
+          rafRef.current = requestAnimationFrame(detect);
+          return;
+        }
+
+        // ---- Debounced position detection ----
+        // Only transition when N consecutive frames confirm same position
+        if (analysis.position === pendingPositionRef.current) {
+          pendingFrameCountRef.current++;
+        } else {
+          pendingPositionRef.current = analysis.position;
+          pendingFrameCountRef.current = 1;
+        }
+
+        // Only update confirmed position after debounce threshold
+        if (
+          pendingFrameCountRef.current >= DEBOUNCE_FRAMES &&
+          pendingPositionRef.current !== confirmedPositionRef.current
+        ) {
+          const newPosition = pendingPositionRef.current;
+          confirmedPositionRef.current = newPosition;
+
+          // Rep counting state machine (using confirmed/debounced positions)
+          const prevPhase = phaseRef.current;
+
+          if (
+            newPosition === "down" &&
+            (prevPhase === "up" || prevPhase === "idle")
+          ) {
+            setPhase("down");
+            phaseRef.current = "down";
+          } else if (newPosition === "up") {
+            if (prevPhase === "down") {
+              // Rep completed! (down → up)
+              setPhase("up");
+              phaseRef.current = "up";
+
+              const isCorrect = formDuringRepRef.current;
+              if (isCorrect) playCorrectBeep();
+              else playIncorrectBeep();
+
+              // Streak Logic
+              let nextPerfectReps = currentPerfectReps;
+              if (isCorrect) {
+                 nextPerfectReps++;
+                 if (nextPerfectReps >= 10) {
+                    const profile = storageService.getUserProfile();
+                    storageService.updateBestStreak(profile.bestPerfectRepStreak + 1);
+                    nextPerfectReps = 0; // reset counter after claiming a streak point
+                    ttsService.speak("Incredible! That is a 10-rep perfect streak.");
+                 }
+              } else {
+                 nextPerfectReps = 0;
+              }
+              setCurrentPerfectReps(nextPerfectReps);
+
+              const newStats: SessionStats = {
+                ...statsRef.current,
+                correctReps: statsRef.current.correctReps + (isCorrect ? 1 : 0),
+                incorrectReps:
+                  statsRef.current.incorrectReps + (isCorrect ? 0 : 1),
+                formHistory: [
+                  ...statsRef.current.formHistory,
+                  isCorrect ? "good" : "bad",
+                ],
+              };
+              statsRef.current = newStats;
+              setStats(newStats);
+
+              const repNum = newStats.correctReps + newStats.incorrectReps;
+              setFeedback(
+                isCorrect
+                  ? `🎉 Rep ${repNum} — Perfect form!`
+                  : `⚠️ Rep ${repNum} — Work on form!`
+              );
+
+              // Trigger AI Coach response
+              if (llmService.isReady()) {
+                const repNumber = newStats.correctReps + newStats.incorrectReps;
+                const context = {
+                  repNumber,
+                  formDetails: analysis.formDetails || [],
+                  formHistory: newStats.formHistory.slice(-3),
+                };
+                
+                if (!isCorrect || (isCorrect && repNumber % 10 === 0)) {
+                  const action = isCorrect
+                    ? "User completed a perfect milestone."
+                    : "User completed a rep with poor form.";
+                  llmService.generateFeedback(
+                    exercise.name,
+                    action,
+                    context,
+                    (text) => {
+                      setCoachText(text);
+                    }
+                  ).then(finalCoachText => {
+                     if (finalCoachText) ttsService.speak(finalCoachText);
+                  });
+                } else {
+                  const randomMsg = MOTIVATIONAL_MESSAGES[Math.floor(Math.random() * MOTIVATIONAL_MESSAGES.length)];
+                  setCoachText(randomMsg);
+                  // TTS is intentionally omitted here so it only speaks on mistakes and milestones
+                }
+              }
+
+              formDuringRepRef.current = true;
+            } else if (prevPhase === "idle") {
+              setPhase("up");
+              phaseRef.current = "up";
+              setFeedback("🎯 Ready! Start your reps!");
+            }
+          }
+        }
+      } else {
+        // No pose detected
+        setFeedback("🔍 Step into frame so I can see you!");
+      }
+
+      rafRef.current = requestAnimationFrame(detect);
+    };
+
+    rafRef.current = requestAnimationFrame(detect);
+  }, []);
+
+  // ------------------------------------------------------------------
+  // Get the landmark index where the angle badge should be drawn
+  // ------------------------------------------------------------------
+  function getAngleLandmarkIndex(exerciseId: string): number {
+    switch (exerciseId) {
+      case "squats":
+        return LM.LEFT_KNEE;
+      case "bicep-curls":
+        return LM.LEFT_ELBOW;
+      case "pushups":
+        return LM.LEFT_ELBOW;
+      case "lunges":
+        return LM.LEFT_KNEE;
+      case "shoulder-press":
+        return LM.LEFT_ELBOW;
+      case "plank":
+        return LM.LEFT_HIP;
+      default:
+        return -1;
+    }
+  }
+
+  // ------------------------------------------------------------------
+  // Countdown helper
+  // ------------------------------------------------------------------
+  const runCountdown = useCallback((): Promise<void> => {
+    return new Promise((resolve) => {
+      let count = COUNTDOWN_SECONDS;
+      setCountdown(count);
+
+      const interval = setInterval(() => {
+        count--;
+        if (count > 0) {
+          setCountdown(count);
+        } else {
+          setCountdown(0); // Show "GO!"
+          clearInterval(interval);
+          // Brief delay to show "GO!" then resolve
+          setTimeout(() => {
+            setCountdown(null);
+            resolve();
+          }, 600);
+        }
+      }, 1000);
+    });
+  }, []);
+
+  // ------------------------------------------------------------------
+  // Workout session management
+  // ------------------------------------------------------------------
+  const startWorkout = useCallback(
+    async (exercise: ExerciseDef) => {
+      // Initialize audio context during user gesture to allow playback
+      initAudioContext();
+
+      setSelectedExercise(exercise);
+      exerciseRef.current = exercise;
+
+      // Init pose engine if needed
+      if (!poseReady) {
+        setPoseLoading(true);
+        try {
+          await getPoseLandmarker();
+          setPoseReady(true);
+        } catch (err) {
+          setError(
+            `Failed to load pose model: ${err instanceof Error ? err.message : String(err)}`,
+          );
+          setPoseLoading(false);
+          return;
+        }
+        setPoseLoading(false);
+      }
+
+      // Init Coach LLM (non-blocking)
+      if (!llmService.isReady()) {
+        setLlmStatus("Initializing LLM Coach...");
+        llmService
+          .init((report) => {
+            setLlmStatus(report.text);
+            setLlmProgress(report.progress);
+            if (report.progress >= 1) {
+              setTimeout(() => setLlmStatus(""), 3000);
+            }
+          })
+          .catch((err) => {
+            console.error(err);
+            setLlmStatus("Coach failed to load.");
+          });
+      }
+
+      // Start camera if needed
+      if (!streamRef.current) {
+        await startCamera();
+      }
+
+      // Reset debounce state
+      pendingPositionRef.current = "middle";
+      pendingFrameCountRef.current = 0;
+      confirmedPositionRef.current = "middle";
+
+      // Reset plank state
+      plankHoldStartRef.current = 0;
+      setPlankHoldTime(0);
+
+      setPhase("idle");
+      phaseRef.current = "idle";
+      setFormQuality("unknown");
+      setFeedback("🎯 Get ready! Pose detection active.");
+      formDuringRepRef.current = true;
+      const freshStats: SessionStats = {
+        correctReps: 0,
+        incorrectReps: 0,
+        startTime: Date.now(),
+        formHistory: [],
+      };
+      setStats(freshStats);
+      statsRef.current = freshStats;
+      setElapsed(0);
+
+      // Now start the actual workout detection (UI enabled, logic muted by isCountdownRef)
+      setIsWorkout(true);
+      isWorkoutRef.current = true;
+      isCountdownRef.current = true;
+
+      // Start detection loop immediately so user sees themself
+      startDetectionLoop();
+
+      // Run countdown
+      await runCountdown();
+
+      isCountdownRef.current = false;
+      setFeedback("🎯 Get moving!");
+
+      // Start elapsed timer
+      timerRef.current = setInterval(() => {
+        setElapsed((prev) => prev + 1);
+      }, 1000);
+    },
+    [poseReady, startCamera, startDetectionLoop, runCountdown],
+  );
+
+  const stopWorkout = useCallback(() => {
+    if (isWorkoutRef.current && exerciseRef.current) {
+        // Save workout stat on stop
+        storageService.saveWorkoutRecord({
+            exerciseId: exerciseRef.current.id,
+            exerciseName: exerciseRef.current.name,
+            date: Date.now(),
+            durationSec: timerRef.current ? (Date.now() - statsRef.current.startTime)/1000 : 0,
+            correctReps: statsRef.current.correctReps,
+            incorrectReps: statsRef.current.incorrectReps,
+            plankHoldTime: exerciseRef.current.isHold ? plankBestRef.current : 0
+        });
+    }
+
+    setIsWorkout(false);
+    isWorkoutRef.current = false;
+    setPhase("idle");
+    phaseRef.current = "idle";
+    setCountdown(null);
+
+    if (rafRef.current) {
+      cancelAnimationFrame(rafRef.current);
+      rafRef.current = 0;
+    }
+    if (timerRef.current) {
+      clearInterval(timerRef.current);
+      timerRef.current = null;
+    }
+  }, []);
+
+  const resetSession = useCallback(() => {
+    stopWorkout();
+    stopCamera();
+    setSelectedExercise(null);
+    exerciseRef.current = null;
+    setFormQuality("unknown");
+    setFeedback("");
+    setError(null);
+    setCurrentAngle(0);
+    const freshStats: SessionStats = {
+      correctReps: 0,
+      incorrectReps: 0,
+      startTime: 0,
+      formHistory: [],
+    };
+    setStats(freshStats);
+    statsRef.current = freshStats;
+    setElapsed(0);
+    setPlankHoldTime(0);
+  }, [stopWorkout, stopCamera]);
+
+  // ------------------------------------------------------------------
+  // Helpers
+  // ------------------------------------------------------------------
+  const totalReps = stats.correctReps + stats.incorrectReps;
+  const accuracy =
+    totalReps > 0 ? Math.round((stats.correctReps / totalReps) * 100) : 0;
+  const formatTime = (s: number) =>
+    `${Math.floor(s / 60)
+      .toString()
+      .padStart(2, "0")}:${(s % 60).toString().padStart(2, "0")}`;
+
+  const isPlank = selectedExercise?.isHold === true;
+
+  // ------------------------------------------------------------------
+  // Render
+  // ------------------------------------------------------------------
+  if (!selectedExercise) {
+    return (
+      <div className="bg-surface text-on-surface font-body selection:bg-primary-container selection:text-white pb-24 min-h-screen">
+        {/* TopAppBar Shell */}
+        <header className="fixed top-0 w-full z-50 bg-white/70 dark:bg-slate-900/70 backdrop-blur-xl shadow-sm dark:shadow-none h-16 px-6 flex items-center justify-between">
+          <div className="flex items-center gap-3">
+            <span className="text-xl font-black italic tracking-tighter text-slate-900 dark:text-white">
+              KINESIGHT
+            </span>
+          </div>
+          <div className="flex items-center gap-3">
+            <button onClick={onOpenReports} className="flex items-center gap-1 text-primary font-bold uppercase text-[12px] tracking-widest hover:text-primary-hover transition-colors">
+              <span className="material-symbols-outlined text-lg" data-icon="bar_chart">bar_chart</span>
+              Reports
+            </button>
+            <button onClick={() => { const next = !ttsEnabled; ttsService.setEnabled(next); setTtsEnabled(next); }} className="text-primary hover:text-primary-hover transition-colors" title={ttsEnabled ? 'Mute voice' : 'Enable voice'}>
+              <span className="material-symbols-outlined text-2xl" data-icon={ttsEnabled ? "volume_up" : "volume_off"}>
+                {ttsEnabled ? "volume_up" : "volume_off"}
+              </span>
+            </button>
+            <button onClick={onToggleTheme} className="text-primary hover:text-primary-hover transition-colors" title={theme === 'dark' ? 'Light mode' : 'Dark mode'}>
+              <span className="material-symbols-outlined text-2xl" data-icon={theme === 'dark' ? 'light_mode' : 'dark_mode'}>
+                {theme === 'dark' ? 'light_mode' : 'dark_mode'}
+              </span>
+            </button>
+          </div>
+        </header>
+
+        <main className="pt-24 pb-24 px-4 md:px-8 max-w-5xl mx-auto">
+          {/* AI Coach Hero Header */}
+          <section className="mb-10">
+            <div className="flex items-baseline gap-2 mb-2">
+              <span className="label-md text-secondary uppercase tracking-widest font-bold">
+                Session Objective
+              </span>
+              <div className="h-px flex-grow bg-surface-container-high"></div>
+            </div>
+            <h1 className="text-4xl md:text-5xl font-extrabold tracking-tight text-on-background leading-none mb-4">
+              Let's calibrate your{" "}
+              <span className="text-primary italic">next move.</span>
+            </h1>
+            <p className="text-secondary body-md max-w-lg">
+              I'm your KineSight AI. Tell me your constraints, and I'll generate
+              a precision-engineered routine for maximum athletic output.
+            </p>
+          </section>
+
+          {/* Generated Routine Section (Bento Style) */}
+          <div className="grid grid-cols-1 lg:grid-cols-12 gap-8">
+            <div className="lg:col-span-8 space-y-6">
+              <div className="flex items-center justify-between mb-4">
+                <h2 className="headline-lg font-black tracking-tighter uppercase text-2xl">
+                  Available Routines
+                </h2>
+                <div className="flex gap-2">
+                  <span className="px-3 py-1 bg-surface-container-high rounded-full text-[10px] font-black tracking-widest uppercase">
+                    Select to Start
+                  </span>
+                </div>
+              </div>
+
+              {/* Pose model loading banner */}
+              {poseLoading && (
+                <div className="bg-surface-container-high p-4 rounded-xl text-center mb-4 text-primary font-bold animate-pulse">
+                  Loading MediaPipe Pose model...
+                </div>
+              )}
+
+              {EXERCISES.map((ex) => (
+                <div
+                  key={ex.id}
+                  onClick={() => !poseLoading && startWorkout(ex)}
+                  className={`group relative bg-surface-container-lowest rounded-xl overflow-hidden flex flex-col md:flex-row h-auto md:h-48 border border-transparent hover:border-primary/20 transition-all ${poseLoading ? "opacity-50 cursor-not-allowed" : "cursor-pointer"}`}
+                >
+                  <div className="w-full md:w-32 lg:w-48 h-48 bg-surface-container flex flex-col items-center justify-center text-4xl overflow-hidden relative shrink-0">
+                    <span className="z-10 text-6xl group-hover:scale-125 transition-transform duration-500">
+                      {ex.icon}
+                    </span>
+                    <div className="absolute inset-0 bg-gradient-to-tr from-surface-container to-surface-container-high opacity-50 z-0"></div>
+                  </div>
+                  <div className="flex-grow p-6 flex flex-col justify-between">
+                    <div>
+                      <div className="flex justify-between items-start mb-2">
+                        <h4 className="text-xl font-extrabold uppercase tracking-tight">
+                          {ex.name}
+                        </h4>
+                        <span className="text-primary font-bold text-sm whitespace-nowrap ml-2">
+                          Active AI
+                        </span>
+                      </div>
+                      <p className="text-secondary text-sm my-2 line-clamp-2">
+                        {ex.tips && ex.tips.length > 0
+                          ? ex.tips[0]
+                          : "Use AI to check your form in real-time."}
+                      </p>
+                    </div>
+                    <div className="flex gap-4 mt-2">
+                      <button className="bg-gradient-to-r from-primary to-primary-container text-white px-6 py-2 rounded-xl text-xs font-black uppercase tracking-widest shadow-md group-hover:shadow-lg transition-all active:scale-95">
+                        Start Workout
+                      </button>
+                    </div>
+                  </div>
+                </div>
+              ))}
+            </div>
+
+            {/* Sidebar: Performance Insights */}
+            <div className="lg:col-span-4 space-y-6">
+              <div className="bg-inverse-surface text-inverse-on-surface p-6 rounded-xl relative overflow-hidden">
+                <div className="absolute top-0 right-0 w-32 h-32 bg-primary-container/20 rounded-full blur-3xl -mr-16 -mt-16"></div>
+                <div className="flex items-center gap-2 mb-4">
+                  <span
+                    className="material-symbols-outlined text-primary text-xl"
+                    data-icon="auto_awesome"
+                  >
+                    auto_awesome
+                  </span>
+                  <span className="text-[10px] font-black uppercase tracking-widest">
+                    KineSight Coach Insight
+                  </span>
+                </div>
+                <p className="text-lg font-medium leading-relaxed italic z-10 relative">
+                  "Your form is the bridge between power and stability. The AI
+                  will guide you to perfection."
+                </p>
+              </div>
+            </div>
+          </div>
+        </main>
+      </div>
+    );
+  }
+
+  // ------------------------------------------------------------------
+  // Render — Active Workout
+  // ------------------------------------------------------------------
+  return (
+    <div className="bg-surface text-on-surface font-body min-h-screen flex flex-col h-[100dvh]">
+      {/* TopAppBar */}
+      <header className="fixed top-0 w-full z-50 bg-white/70 dark:bg-slate-900/70 backdrop-blur-xl shadow-sm dark:shadow-none">
+        <div className="flex items-center justify-between px-6 h-16 w-full">
+          <div className="flex items-center gap-3">
+            <span className="text-xl font-black italic tracking-tighter text-slate-900 dark:text-white">
+              KINESIGHT
+            </span>
+          </div>
+          {llmStatus && (
+            <div className="text-xs font-bold text-primary flex items-center gap-2 bg-primary/10 px-3 py-1 rounded-full">
+              <span
+                className="material-symbols-outlined text-[14px] animate-spin"
+                data-icon="sync"
+              >
+                sync
+              </span>
+              {llmStatus} ({Math.round(llmProgress * 100)}%)
+            </div>
+          )}
+          <div className="flex items-center gap-3">
+            <button onClick={() => { const next = !ttsEnabled; ttsService.setEnabled(next); setTtsEnabled(next); }} className="text-primary hover:text-primary-hover transition-colors" title={ttsEnabled ? 'Mute voice' : 'Enable voice'}>
+              <span className="material-symbols-outlined text-2xl" data-icon={ttsEnabled ? "volume_up" : "volume_off"}>
+                {ttsEnabled ? "volume_up" : "volume_off"}
+              </span>
+            </button>
+            <button onClick={onToggleTheme} className="text-primary hover:text-primary-hover transition-colors" title={theme === 'dark' ? 'Light mode' : 'Dark mode'}>
+              <span className="material-symbols-outlined text-2xl" data-icon={theme === 'dark' ? 'light_mode' : 'dark_mode'}>
+                {theme === 'dark' ? 'light_mode' : 'dark_mode'}
+              </span>
+            </button>
+            <span className="font-bold text-sm uppercase tracking-widest">
+              {selectedExercise.name}
+            </span>
+          </div>
+        </div>
+      </header>
+
+      {/* Main Content Canvas */}
+      <main className="flex-grow flex flex-col md:flex-row pt-16 h-full overflow-hidden">
+        {/* Camera Viewport & AI Overlay */}
+        <section className="relative flex-grow basis-full md:basis-[65%] shrink-0 bg-inverse-surface border-b md:border-b-0 md:border-r border-outline-variant/20 overflow-hidden flex items-center justify-center">
+          <div className="absolute inset-0 z-0">
+            {/* Hidden video element — MediaPipe reads from this */}
+            <video
+              ref={videoRef}
+              style={{ display: "none" }}
+              playsInline
+              muted
+            />
+            {/* Canvas overlay — skeleton + video drawn here */}
+            <canvas
+              ref={canvasRef}
+              className="w-full h-full block"
+              style={{
+                display: "block",
+                maxWidth: "100%",
+                maxHeight: "100%",
+                objectFit: "contain",
+              }}
+            />
+          </div>
+
+          {!cameraActive && !poseLoading && (
+            <div className="absolute inset-0 z-10 flex flex-col items-center justify-center text-white bg-black/50">
+              <span className="material-symbols-outlined text-6xl mb-4">
+                videocam
+              </span>
+              <h3 className="text-xl font-bold">Starting camera...</h3>
+            </div>
+          )}
+
+          {/* Countdown overlay */}
+          {countdown !== null && (
+            <div className="absolute inset-0 z-20 flex flex-col items-center justify-center bg-black/60 backdrop-blur-sm">
+              <div className="text-9xl font-black text-white italic drop-shadow-2xl animate-pulse">
+                {countdown > 0 ? countdown : "GO!"}
+              </div>
+              {countdown > 0 && (
+                <div className="text-xl text-white/80 font-bold uppercase tracking-widest mt-4">
+                  Get Ready
+                </div>
+              )}
+            </div>
+          )}
+
+          {/* Dynamic Feedback Banner */}
+          {feedback && !isCountdownRef.current && (
+            <div className="absolute top-6 left-1/2 -translate-x-1/2 z-20 w-[90%] max-w-md">
+              <div
+                className={`backdrop-blur-md px-6 py-4 rounded-xl flex items-center justify-between shadow-2xl transition-colors ${formQuality === "bad" ? "bg-error/90" : formQuality === "good" ? "bg-green-600/90" : "bg-orange-500/90"}`}
+              >
+                <div className="flex items-center gap-3">
+                  <span
+                    className="material-symbols-outlined text-white"
+                    data-icon={formQuality === "bad" ? "warning" : "info"}
+                  >
+                    {formQuality === "bad"
+                      ? "warning"
+                      : formQuality === "good"
+                        ? "check_circle"
+                        : "info"}
+                  </span>
+                  <p className="font-headline font-bold text-white tracking-tight text-lg uppercase h-6 overflow-hidden text-ellipsis whitespace-nowrap">
+                    {feedback}
+                  </p>
+                </div>
+              </div>
+            </div>
+          )}
+
+          {/* Corner Context Tags */}
+          <div className="absolute bottom-6 right-6 flex flex-col gap-3 z-20">
+            <button
+              onClick={() => {
+                const next = !showSkeleton;
+                setShowSkeleton(next);
+                showSkeletonRef.current = next;
+              }}
+              className="flex items-center justify-center gap-2 border border-white/10 rounded-lg px-3 py-2 bg-black/40 backdrop-blur-md hover:bg-black/60 transition-colors text-white"
+              title={showSkeleton ? "Hide Skeleton" : "Show Skeleton"}
+            >
+              <span className="material-symbols-outlined text-lg" data-icon={showSkeleton ? "visibility" : "visibility_off"}>
+                {showSkeleton ? "visibility" : "visibility_off"}
+              </span>
+            </button>
+            <div className="flex flex-col gap-2 border border-white/10 rounded-lg p-2 bg-black/40 backdrop-blur-md">
+              <div className="flex items-center gap-2">
+                <p className="text-[10px] text-white/70 uppercase font-bold tracking-widest">
+                  Angle
+                </p>
+                <p className="text-white font-black italic text-lg">
+                  {currentAngle}°
+                </p>
+              </div>
+            </div>
+          </div>
+
+          {/* Form Demo Side Overlay */}
+          <div className="absolute bottom-6 left-6 z-20 w-32 bg-black/40 backdrop-blur-md border border-white/10 rounded-xl overflow-hidden">
+            <DemoVideo exerciseId={selectedExercise.id} />
+            <div className="bg-black/60 text-center py-1 text-[10px] font-bold text-white uppercase tracking-widest">
+              Target Form
+            </div>
+          </div>
+        </section>
+
+        {/* Right Panel: Coach & Metrics */}
+        <section className="bg-surface px-6 py-6 md:py-8 flex flex-col basis-auto md:basis-[35%] shrink z-30 overflow-y-auto w-full gap-4 relative">
+          
+          {/* Coach LLM Feedback (Desktop Panel / Mobile inline) */}
+          {coachText && !isCountdownRef.current && (
+            <div className="w-full transition-all duration-300">
+              <div className="bg-surface-container-highest/90 border border-primary/30 p-4 rounded-2xl shadow-sm flex flex-col gap-2">
+                <div className="flex items-center gap-2">
+                  <span
+                    className="material-symbols-outlined text-primary text-xl"
+                    data-icon="smart_toy"
+                  >
+                    smart_toy
+                  </span>
+                  <span className="text-[10px] font-black uppercase tracking-widest text-primary">
+                    AI Coach Feed
+                  </span>
+                </div>
+                <p className="text-on-surface font-medium leading-tight">
+                  {coachText}
+                </p>
+              </div>
+            </div>
+          )}
+
+          {/* Metrics Section */}
+          <div className="grid grid-cols-2 gap-4 w-full">
+            {/* Time Elapsed */}
+            <div className="col-span-1 bg-surface-container-lowest p-4 rounded-xl flex flex-col justify-between shadow-sm">
+              <label className="text-[0.75rem] font-bold uppercase tracking-widest text-secondary mb-2">
+                Duration
+            </label>
+            <div className="flex items-baseline gap-1">
+              <span className="text-3xl lg:text-4xl font-black italic tracking-tighter">
+                {formatTime(elapsed)}
+              </span>
+            </div>
+          </div>
+
+          {/* Main Metric: Reps or Plank Time */}
+          <div className="col-span-1 bg-surface-container-lowest p-4 rounded-xl border-l-4 border-primary flex flex-col justify-between relative overflow-hidden shadow-sm">
+            {isPlank ? (
+              <>
+                <label className="text-[0.75rem] font-bold uppercase tracking-widest text-secondary mb-2">
+                  Hold Time
+                </label>
+                <div className="relative z-10">
+                  <span className="text-5xl lg:text-6xl font-black italic tracking-tighter leading-none">
+                    {formatTime(plankHoldTime)}
+                  </span>
+                </div>
+                {plankBestTime > 0 && (
+                  <span className="text-[0.65rem] font-bold uppercase text-primary block mt-1 absolute bottom-4 left-4 z-10">
+                    🏆 Best: {formatTime(plankBestTime)}
+                  </span>
+                )}
+                <div className="absolute -right-4 -bottom-4 text-primary/5 select-none pointer-events-none">
+                  <span
+                    className="material-symbols-outlined text-7xl"
+                    data-icon="timer"
+                  >
+                    timer
+                  </span>
+                </div>
+              </>
+            ) : (
+              <>
+                <label className="text-[0.75rem] font-bold uppercase tracking-widest text-secondary mb-2">
+                  Total Reps
+                </label>
+                <div className="relative z-10">
+                  <span className="text-5xl lg:text-6xl font-black italic tracking-tighter leading-none">
+                    {totalReps}
+                  </span>
+                </div>
+                <div className="absolute -right-4 -bottom-4 text-primary/5 select-none pointer-events-none">
+                  <span
+                    className="material-symbols-outlined text-7xl"
+                    data-icon="fitness_center"
+                  >
+                    fitness_center
+                  </span>
+                </div>
+              </>
+            )}
+          </div>
+
+          {/* Accuracy Split (Bento Card Large) */}
+          <div className="col-span-2 bg-surface-container-lowest p-4 rounded-xl flex flex-col justify-between shadow-sm">
+            <label className="text-[0.75rem] font-bold uppercase tracking-widest text-secondary mb-4">
+              Performance Accuracy
+            </label>
+            <div className="flex items-end gap-4 h-full">
+              <div className="flex-grow flex flex-col gap-2">
+                <div className="flex justify-between items-end">
+                  <span className="text-xs lg:text-sm font-bold uppercase text-on-surface">
+                    Correct
+                  </span>
+                  <span className="text-xl lg:text-2xl font-black italic text-on-background">
+                    {stats.correctReps}
+                  </span>
+                </div>
+                <div className="h-3 w-full bg-surface-container-highest rounded-full overflow-hidden">
+                  <div
+                    className="h-full bg-green-500 transition-all duration-300"
+                    style={{
+                      width: `${totalReps > 0 ? (stats.correctReps / totalReps) * 100 : 0}%`,
+                    }}
+                  ></div>
+                </div>
+              </div>
+              <div className="flex-grow flex flex-col gap-2">
+                <div className="flex justify-between items-end">
+                  <span className="text-xs lg:text-sm font-bold uppercase text-secondary">
+                    Incorrect
+                  </span>
+                  <span className="text-xl lg:text-2xl font-black italic text-secondary">
+                    {stats.incorrectReps}
+                  </span>
+                </div>
+                <div className="h-3 w-full bg-surface-container-highest rounded-full overflow-hidden">
+                  <div
+                    className="h-full bg-red-500 transition-all duration-300"
+                    style={{
+                      width: `${totalReps > 0 ? (stats.incorrectReps / totalReps) * 100 : 0}%`,
+                    }}
+                  ></div>
+                </div>
+              </div>
+            </div>
+          </div>
+
+          {/* Controls (Action Bar) */}
+          <div className="col-span-2 flex gap-4 mt-2 w-full pb-8 md:pb-0">
+            <button
+              onClick={resetSession}
+              className="flex-1 bg-surface-container-highest h-14 rounded-xl flex items-center justify-center gap-2 active:scale-95 transition-all text-on-surface hover:bg-surface-variant shadow-sm border border-outline-variant/30"
+            >
+              <span
+                className="material-symbols-outlined text-xl"
+                data-icon="close"
+              >
+                close
+              </span>
+              <span className="font-headline font-extrabold uppercase tracking-tight text-sm lg:text-base">
+                Change Exercise
+              </span>
+            </button>
+            {isWorkout ? (
+              <button
+                onClick={stopWorkout}
+                className="flex-1 bg-gradient-to-r from-primary to-primary-container h-14 rounded-xl flex items-center justify-center gap-2 text-white shadow-md active:scale-95 transition-all hover:shadow-lg"
+              >
+                <span
+                  className="material-symbols-outlined text-xl"
+                  data-icon="stop"
+                >
+                  stop
+                </span>
+                <span className="font-headline font-extrabold uppercase tracking-tight text-sm lg:text-base">
+                  End Workout
+                </span>
+              </button>
+            ) : (
+              <button
+                onClick={() => startWorkout(selectedExercise)}
+                className="flex-1 bg-gradient-to-r from-emerald-600 to-emerald-500 h-14 rounded-xl flex items-center justify-center gap-2 text-white shadow-md active:scale-95 transition-all hover:shadow-lg"
+              >
+                <span
+                  className="material-symbols-outlined text-xl"
+                  data-icon="play_arrow"
+                >
+                  play_arrow
+                </span>
+                <span className="font-headline font-extrabold uppercase tracking-tight text-sm lg:text-base">
+                  Resume
+                </span>
+              </button>
+            )}
+          </div>
+          </div>
+        </section>
+      </main>
+    </div>
+  );
+}
diff --git a/src/components/ModelBanner.tsx b/src/components/ModelBanner.tsx
deleted file mode 100644
index 81dc9658..00000000
--- a/src/components/ModelBanner.tsx
+++ /dev/null
@@ -1,39 +0,0 @@
-import type { LoaderState } from '../hooks/useModelLoader';
-
-interface Props {
-  state: LoaderState;
-  progress: number;
-  error: string | null;
-  onLoad: () => void;
-  label: string;
-}
-
-export function ModelBanner({ state, progress, error, onLoad, label }: Props) {
-  if (state === 'ready') return null;
-
-  return (
-    <div className="model-banner">
-      {state === 'idle' && (
-        <>
-          <span>No {label} model loaded.</span>
-          <button className="btn btn-sm" onClick={onLoad}>Download &amp; Load</button>
-        </>
-      )}
-      {state === 'downloading' && (
-        <>
-          <span>Downloading {label} model... {(progress * 100).toFixed(0)}%</span>
-          <div className="progress-bar">
-            <div className="progress-fill" style={{ width: `${progress * 100}%` }} />
-          </div>
-        </>
-      )}
-      {state === 'loading' && <span>Loading {label} model into engine...</span>}
-      {state === 'error' && (
-        <>
-          <span className="error-text">Error: {error}</span>
-          <button className="btn btn-sm" onClick={onLoad}>Retry</button>
-        </>
-      )}
-    </div>
-  );
-}
diff --git a/src/components/ReportsTab.tsx b/src/components/ReportsTab.tsx
new file mode 100644
index 00000000..09fe22e3
--- /dev/null
+++ b/src/components/ReportsTab.tsx
@@ -0,0 +1,125 @@
+import { useState, useEffect } from "react";
+import { storageService, WorkoutRecord, UserProfile } from "../storage/storageService";
+
+interface ReportsTabProps {
+  onClose: () => void;
+  theme?: 'light' | 'dark';
+  onToggleTheme?: () => void;
+}
+
+export function ReportsTab({ onClose, theme, onToggleTheme }: ReportsTabProps) {
+  const [profile, setProfile] = useState<UserProfile | null>(null);
+  const [history, setHistory] = useState<WorkoutRecord[]>([]);
+
+  useEffect(() => {
+    setProfile(storageService.getUserProfile());
+    // Sort history by date descending
+    setHistory(storageService.getWorkoutHistory().sort((a, b) => b.date - a.date));
+  }, []);
+
+  const totalReps = profile ? profile.totalCorrectReps + profile.totalIncorrectReps : 0;
+  const overallAccuracy = totalReps > 0 ? Math.round((profile!.totalCorrectReps / totalReps) * 100) : 0;
+
+  return (
+    <div className="bg-surface text-on-surface font-body min-h-screen pb-24">
+      {/* TopAppBar */}
+      <header className="fixed top-0 w-full z-50 bg-white/70 dark:bg-slate-900/70 backdrop-blur-xl shadow-sm dark:shadow-none h-16 px-6 flex items-center justify-between">
+        <div className="flex items-center gap-3">
+          <button onClick={onClose} className="text-on-surface dark:text-white hover:text-primary transition-colors flex items-center">
+            <span className="material-symbols-outlined text-2xl" data-icon="arrow_back">arrow_back</span>
+          </button>
+          <span className="text-xl font-black italic tracking-tighter text-slate-900 dark:text-white uppercase">
+            Performance Reports
+          </span>
+        </div>
+        <div className="flex items-center gap-3">
+          <button onClick={onToggleTheme} className="text-primary hover:text-primary-hover transition-colors" title={theme === 'dark' ? 'Light mode' : 'Dark mode'}>
+            <span className="material-symbols-outlined text-2xl" data-icon={theme === 'dark' ? 'light_mode' : 'dark_mode'}>
+              {theme === 'dark' ? 'light_mode' : 'dark_mode'}
+            </span>
+          </button>
+        </div>
+      </header>
+
+      <main className="pt-24 px-4 md:px-8 max-w-5xl mx-auto space-y-10">
+        
+        {/* High Level Stats */}
+        <section>
+          <h2 className="text-2xl font-black uppercase tracking-tight mb-4">All-Time Metrics</h2>
+          <div className="grid grid-cols-2 md:grid-cols-4 gap-4">
+            <div className="bg-surface-container-lowest p-6 rounded-xl shadow-sm border border-outline-variant/20">
+              <div className="text-[10px] font-bold uppercase tracking-widest text-secondary mb-1">Total Workouts</div>
+              <div className="text-4xl font-black italic text-primary">{profile?.totalWorkouts || 0}</div>
+            </div>
+            <div className="bg-surface-container-lowest p-6 rounded-xl shadow-sm border border-outline-variant/20">
+              <div className="text-[10px] font-bold uppercase tracking-widest text-secondary mb-1">Total Reps</div>
+              <div className="text-4xl font-black italic">{totalReps}</div>
+            </div>
+            <div className="bg-surface-container-lowest p-6 rounded-xl shadow-sm border border-outline-variant/20">
+              <div className="text-[10px] font-bold uppercase tracking-widest text-secondary mb-1">Overall Accuracy</div>
+              <div className="text-4xl font-black italic">{overallAccuracy}%</div>
+            </div>
+            <div className="bg-surface-container-lowest p-6 rounded-xl shadow-sm border border-outline-variant/20 bg-gradient-to-tr from-surface-container-lowest to-primary/5">
+              <div className="text-[10px] font-bold uppercase tracking-widest text-primary mb-1">Best Perfect Streak</div>
+              <div className="text-4xl font-black italic text-[#FC5200] flex items-center gap-2">
+                {profile?.bestPerfectRepStreak || 0}
+                <span className="material-symbols-outlined text-2xl" data-icon="local_fire_department">local_fire_department</span>
+              </div>
+            </div>
+          </div>
+        </section>
+
+        {/* History Log */}
+        <section>
+          <h2 className="text-2xl font-black uppercase tracking-tight mb-4">Session Log</h2>
+          {history.length === 0 ? (
+            <div className="bg-surface-container-low p-10 rounded-xl text-center text-secondary">
+              <span className="material-symbols-outlined text-4xl mb-2 opacity-50" data-icon="history">history</span>
+              <p className="font-medium">No workouts recorded yet. Get moving!</p>
+            </div>
+          ) : (
+            <div className="space-y-4">
+              {history.map(record => {
+                const dateObj = new Date(record.date);
+                const isPlank = record.exerciseId === 'plank';
+                const recTotal = record.correctReps + record.incorrectReps;
+                const recAcc = recTotal > 0 ? Math.round((record.correctReps / recTotal) * 100) : 0;
+                
+                return (
+                  <div key={record.id} className="bg-surface-container-lowest p-5 rounded-xl shadow-sm border border-outline-variant/20 flex flex-col md:flex-row md:items-center justify-between gap-4 transition-all hover:border-primary/30">
+                    <div>
+                      <h4 className="text-lg font-black uppercase tracking-tight">{record.exerciseName}</h4>
+                      <div className="text-xs font-medium text-secondary mt-1">
+                        {dateObj.toLocaleDateString()} at {dateObj.toLocaleTimeString([], { hour: '2-digit', minute: '2-digit' })} • {Math.floor(record.durationSec / 60)}m {Math.floor(record.durationSec % 60)}s
+                      </div>
+                    </div>
+                    
+                    <div className="flex gap-6 items-center">
+                      {isPlank ? (
+                        <div className="text-right">
+                          <div className="text-[10px] font-bold uppercase tracking-widest text-secondary">Hold Time</div>
+                          <div className="text-xl font-black italic">{record.plankHoldTime}s</div>
+                        </div>
+                      ) : (
+                        <>
+                          <div className="text-right">
+                            <div className="text-[10px] font-bold uppercase tracking-widest text-secondary">Reps</div>
+                            <div className="text-xl font-black italic">{recTotal}</div>
+                          </div>
+                          <div className="text-right">
+                            <div className="text-[10px] font-bold uppercase tracking-widest text-secondary">Accuracy</div>
+                            <div className={`text-xl font-black italic ${recAcc > 80 ? 'text-green-500' : 'text-orange-500'}`}>{recAcc}%</div>
+                          </div>
+                        </>
+                      )}
+                    </div>
+                  </div>
+                );
+              })}
+            </div>
+          )}
+        </section>
+      </main>
+    </div>
+  );
+}
diff --git a/src/components/ToolsTab.tsx b/src/components/ToolsTab.tsx
deleted file mode 100644
index 2448d9e8..00000000
--- a/src/components/ToolsTab.tsx
+++ /dev/null
@@ -1,462 +0,0 @@
-import { ModelCategory } from '@runanywhere/web';
-import {
-  ToolCalling,
-  ToolCallFormat,
-  toToolValue,
-  getStringArg,
-  getNumberArg,
-  type ToolDefinition,
-  type ToolCall,
-  type ToolResult,
-  type ToolCallingResult,
-  type ToolValue,
-} from '@runanywhere/web-llamacpp';
-import { useState, useRef, useEffect, useCallback } from 'react';
-
-import { useModelLoader } from '../hooks/useModelLoader';
-import { ModelBanner } from './ModelBanner';
-
-// ---------------------------------------------------------------------------
-// Built-in demo tools
-// ---------------------------------------------------------------------------
-
-const DEMO_TOOLS: { def: ToolDefinition; executor: Parameters<typeof ToolCalling.registerTool>[1] }[] = [
-  {
-    def: {
-      name: 'get_weather',
-      description: 'Gets the current weather for a city. Returns temperature in Fahrenheit and a short condition.',
-      parameters: [
-        { name: 'location', type: 'string', description: 'City name (e.g. "San Francisco")', required: true },
-      ],
-      category: 'Utility',
-    },
-    executor: async (args) => {
-      const city = getStringArg(args, 'location') ?? 'Unknown';
-      const conditions = ['Sunny', 'Partly Cloudy', 'Overcast', 'Rainy', 'Windy', 'Foggy'];
-      const temp = Math.round(45 + Math.random() * 50);
-      const condition = conditions[Math.floor(Math.random() * conditions.length)];
-      return {
-        location: toToolValue(city),
-        temperature_f: toToolValue(temp),
-        condition: toToolValue(condition),
-        humidity_pct: toToolValue(Math.round(30 + Math.random() * 60)),
-      };
-    },
-  },
-  {
-    def: {
-      name: 'calculate',
-      description: 'Evaluates a mathematical expression and returns the numeric result.',
-      parameters: [
-        { name: 'expression', type: 'string', description: 'Math expression (e.g. "2 + 3 * 4")', required: true },
-      ],
-      category: 'Math',
-    },
-    executor: async (args): Promise<Record<string, ToolValue>> => {
-      const expr = getStringArg(args, 'expression') ?? '0';
-      try {
-        const sanitized = expr.replace(/[^0-9+\-*/().%\s^]/g, '');
-        const val = Function(`"use strict"; return (${sanitized})`)();
-        return { result: toToolValue(Number(val)), expression: toToolValue(expr) };
-      } catch {
-        return { error: toToolValue(`Invalid expression: ${expr}`) };
-      }
-    },
-  },
-  {
-    def: {
-      name: 'get_time',
-      description: 'Returns the current date and time, optionally for a specific timezone.',
-      parameters: [
-        { name: 'timezone', type: 'string', description: 'IANA timezone (e.g. "America/New_York"). Defaults to UTC.', required: false },
-      ],
-      category: 'Utility',
-    },
-    executor: async (args): Promise<Record<string, ToolValue>> => {
-      const tz = getStringArg(args, 'timezone') ?? 'UTC';
-      try {
-        const now = new Date();
-        const formatted = now.toLocaleString('en-US', { timeZone: tz, dateStyle: 'full', timeStyle: 'long' });
-        return { datetime: toToolValue(formatted), timezone: toToolValue(tz) };
-      } catch {
-        return { datetime: toToolValue(new Date().toISOString()), timezone: toToolValue('UTC'), note: toToolValue('Fell back to UTC — invalid timezone') };
-      }
-    },
-  },
-  {
-    def: {
-      name: 'random_number',
-      description: 'Generates a random integer between min and max (inclusive).',
-      parameters: [
-        { name: 'min', type: 'number', description: 'Minimum value', required: true },
-        { name: 'max', type: 'number', description: 'Maximum value', required: true },
-      ],
-      category: 'Math',
-    },
-    executor: async (args) => {
-      const min = getNumberArg(args, 'min') ?? 1;
-      const max = getNumberArg(args, 'max') ?? 100;
-      const value = Math.floor(Math.random() * (max - min + 1)) + min;
-      return { value: toToolValue(value), min: toToolValue(min), max: toToolValue(max) };
-    },
-  },
-];
-
-// ---------------------------------------------------------------------------
-// Types for the execution trace
-// ---------------------------------------------------------------------------
-
-interface TraceStep {
-  type: 'user' | 'tool_call' | 'tool_result' | 'response';
-  content: string;
-  detail?: ToolCall | ToolResult;
-}
-
-// ---------------------------------------------------------------------------
-// Custom tool form state
-// ---------------------------------------------------------------------------
-
-interface ParamDraft {
-  name: string;
-  type: 'string' | 'number' | 'boolean';
-  description: string;
-  required: boolean;
-}
-
-const EMPTY_PARAM: ParamDraft = { name: '', type: 'string', description: '', required: true };
-
-// ---------------------------------------------------------------------------
-// Component
-// ---------------------------------------------------------------------------
-
-export function ToolsTab() {
-  const loader = useModelLoader(ModelCategory.Language);
-  const [input, setInput] = useState('');
-  const [generating, setGenerating] = useState(false);
-  const [autoExecute, setAutoExecute] = useState(true);
-  const [trace, setTrace] = useState<TraceStep[]>([]);
-  const [registeredTools, setRegisteredTools] = useState<ToolDefinition[]>([]);
-  const [showToolForm, setShowToolForm] = useState(false);
-  const [showRegistry, setShowRegistry] = useState(false);
-  const traceRef = useRef<HTMLDivElement>(null);
-
-  // Custom tool form state
-  const [toolName, setToolName] = useState('');
-  const [toolDesc, setToolDesc] = useState('');
-  const [toolParams, setToolParams] = useState<ParamDraft[]>([{ ...EMPTY_PARAM }]);
-
-  // Register demo tools on mount
-  useEffect(() => {
-    ToolCalling.clearTools();
-    for (const { def, executor } of DEMO_TOOLS) {
-      ToolCalling.registerTool(def, executor);
-    }
-    setRegisteredTools(ToolCalling.getRegisteredTools());
-    return () => { ToolCalling.clearTools(); };
-  }, []);
-
-  // Auto-scroll trace
-  useEffect(() => {
-    traceRef.current?.scrollTo({ top: traceRef.current.scrollHeight, behavior: 'smooth' });
-  }, [trace]);
-
-  const refreshRegistry = useCallback(() => {
-    setRegisteredTools(ToolCalling.getRegisteredTools());
-  }, []);
-
-  // -------------------------------------------------------------------------
-  // Generate with tools
-  // -------------------------------------------------------------------------
-
-  const send = useCallback(async () => {
-    const text = input.trim();
-    if (!text || generating) return;
-
-    if (loader.state !== 'ready') {
-      const ok = await loader.ensure();
-      if (!ok) return;
-    }
-
-    setInput('');
-    setGenerating(true);
-    setTrace([{ type: 'user', content: text }]);
-
-    try {
-      const result: ToolCallingResult = await ToolCalling.generateWithTools(text, {
-        autoExecute,
-        maxToolCalls: 5,
-        temperature: 0.3,
-        maxTokens: 512,
-        format: ToolCallFormat.Default,
-      });
-
-      // Build trace from result
-      const steps: TraceStep[] = [{ type: 'user', content: text }];
-
-      for (let i = 0; i < result.toolCalls.length; i++) {
-        const call = result.toolCalls[i];
-        const argSummary = Object.entries(call.arguments)
-          .map(([k, v]) => `${k}=${JSON.stringify('value' in v ? v.value : v)}`)
-          .join(', ');
-        steps.push({
-          type: 'tool_call',
-          content: `${call.toolName}(${argSummary})`,
-          detail: call,
-        });
-
-        if (result.toolResults[i]) {
-          const res = result.toolResults[i];
-          const resultStr = res.success && res.result
-            ? JSON.stringify(Object.fromEntries(Object.entries(res.result).map(([k, v]) => [k, 'value' in v ? v.value : v])), null, 2)
-            : res.error ?? 'Unknown error';
-          steps.push({
-            type: 'tool_result',
-            content: res.success ? resultStr : `Error: ${resultStr}`,
-            detail: res,
-          });
-        }
-      }
-
-      if (result.text) {
-        steps.push({ type: 'response', content: result.text });
-      }
-
-      setTrace(steps);
-    } catch (err) {
-      const msg = err instanceof Error ? err.message : String(err);
-      setTrace((prev) => [...prev, { type: 'response', content: `Error: ${msg}` }]);
-    } finally {
-      setGenerating(false);
-    }
-  }, [input, generating, autoExecute, loader]);
-
-  // -------------------------------------------------------------------------
-  // Register custom tool
-  // -------------------------------------------------------------------------
-
-  const addParam = () => setToolParams((p) => [...p, { ...EMPTY_PARAM }]);
-
-  const updateParam = (idx: number, field: keyof ParamDraft, value: string | boolean) => {
-    setToolParams((prev) => prev.map((p, i) => (i === idx ? { ...p, [field]: value } : p)));
-  };
-
-  const removeParam = (idx: number) => {
-    setToolParams((prev) => prev.filter((_, i) => i !== idx));
-  };
-
-  const registerCustomTool = () => {
-    const name = toolName.trim().replace(/\s+/g, '_').toLowerCase();
-    const desc = toolDesc.trim();
-    if (!name || !desc) return;
-
-    const params = toolParams
-      .filter((p) => p.name.trim())
-      .map((p) => ({
-        name: p.name.trim(),
-        type: p.type as 'string' | 'number' | 'boolean',
-        description: p.description.trim() || p.name.trim(),
-        required: p.required,
-      }));
-
-    const def: ToolDefinition = { name, description: desc, parameters: params, category: 'Custom' };
-
-    // Mock executor that returns the args back as acknowledgement
-    const executor = async (args: Record<string, ToolValue>): Promise<Record<string, ToolValue>> => {
-      const result: Record<string, ToolValue> = {
-        status: toToolValue('executed'),
-        tool: toToolValue(name),
-      };
-      for (const [k, v] of Object.entries(args)) {
-        result[`input_${k}`] = v;
-      }
-      return result;
-    };
-
-    ToolCalling.registerTool(def, executor);
-    refreshRegistry();
-    setToolName('');
-    setToolDesc('');
-    setToolParams([{ ...EMPTY_PARAM }]);
-    setShowToolForm(false);
-  };
-
-  const unregisterTool = (name: string) => {
-    ToolCalling.unregisterTool(name);
-    refreshRegistry();
-  };
-
-  // -------------------------------------------------------------------------
-  // Render
-  // -------------------------------------------------------------------------
-
-  return (
-    <div className="tab-panel tools-panel">
-      <ModelBanner
-        state={loader.state}
-        progress={loader.progress}
-        error={loader.error}
-        onLoad={loader.ensure}
-        label="LLM"
-      />
-
-      {/* Toolbar */}
-      <div className="tools-toolbar">
-        <button
-          className={`btn btn-sm ${showRegistry ? 'btn-primary' : ''}`}
-          onClick={() => { setShowRegistry(!showRegistry); setShowToolForm(false); }}
-        >
-          🔧 Tools ({registeredTools.length})
-        </button>
-        <button
-          className={`btn btn-sm ${showToolForm ? 'btn-primary' : ''}`}
-          onClick={() => { setShowToolForm(!showToolForm); setShowRegistry(false); }}
-        >
-          + Add Tool
-        </button>
-        <label className="tools-toggle">
-          <input type="checkbox" checked={autoExecute} onChange={(e) => setAutoExecute(e.target.checked)} />
-          Auto-execute
-        </label>
-      </div>
-
-      {/* Tool registry panel */}
-      {showRegistry && (
-        <div className="tools-registry">
-          <h4>Registered Tools</h4>
-          {registeredTools.length === 0 && <p className="text-muted">No tools registered</p>}
-          {registeredTools.map((t) => (
-            <div key={t.name} className="tool-card">
-              <div className="tool-card-header">
-                <strong>{t.name}</strong>
-                {t.category && <span className="tool-category">{t.category}</span>}
-                <button className="btn btn-sm tool-remove" onClick={() => unregisterTool(t.name)}>×</button>
-              </div>
-              <p className="tool-card-desc">{t.description}</p>
-              {t.parameters.length > 0 && (
-                <div className="tool-params">
-                  {t.parameters.map((p) => (
-                    <span key={p.name} className="tool-param">
-                      {p.name}: {p.type}{p.required ? ' *' : ''}
-                    </span>
-                  ))}
-                </div>
-              )}
-            </div>
-          ))}
-        </div>
-      )}
-
-      {/* Custom tool form */}
-      {showToolForm && (
-        <div className="tools-form">
-          <h4>Register Custom Tool</h4>
-          <input
-            className="tools-input"
-            placeholder="Tool name (e.g. search_web)"
-            value={toolName}
-            onChange={(e) => setToolName(e.target.value)}
-          />
-          <input
-            className="tools-input"
-            placeholder="Description (e.g. Searches the web for a query)"
-            value={toolDesc}
-            onChange={(e) => setToolDesc(e.target.value)}
-          />
-          <div className="tools-form-section">
-            <span className="tools-form-label">Parameters</span>
-            {toolParams.map((p, i) => (
-              <div key={i} className="tools-param-row">
-                <input
-                  className="tools-input tools-input-sm"
-                  placeholder="name"
-                  value={p.name}
-                  onChange={(e) => updateParam(i, 'name', e.target.value)}
-                />
-                <select
-                  className="tools-input tools-input-sm"
-                  value={p.type}
-                  onChange={(e) => updateParam(i, 'type', e.target.value)}
-                >
-                  <option value="string">string</option>
-                  <option value="number">number</option>
-                  <option value="boolean">boolean</option>
-                </select>
-                <input
-                  className="tools-input tools-input-sm"
-                  placeholder="description"
-                  value={p.description}
-                  onChange={(e) => updateParam(i, 'description', e.target.value)}
-                />
-                <label className="tools-checkbox">
-                  <input type="checkbox" checked={p.required} onChange={(e) => updateParam(i, 'required', e.target.checked)} />
-                  req
-                </label>
-                {toolParams.length > 1 && (
-                  <button className="btn btn-sm" onClick={() => removeParam(i)}>×</button>
-                )}
-              </div>
-            ))}
-            <button className="btn btn-sm" onClick={addParam}>+ Param</button>
-          </div>
-          <div className="tools-form-actions">
-            <button className="btn btn-primary btn-sm" onClick={registerCustomTool} disabled={!toolName.trim() || !toolDesc.trim()}>
-              Register Tool
-            </button>
-            <button className="btn btn-sm" onClick={() => setShowToolForm(false)}>Cancel</button>
-          </div>
-          <p className="tools-form-hint">
-            Custom tools use a mock executor that echoes back the arguments. Replace with real logic in code.
-          </p>
-        </div>
-      )}
-
-      {/* Execution trace */}
-      <div className="tools-trace" ref={traceRef}>
-        {trace.length === 0 && (
-          <div className="empty-state">
-            <h3>Tool Calling</h3>
-            <p>{'Ask a question that requires tools — e.g. "What\'s the weather in Tokyo?" or "What is 42 * 17?"'}</p>
-            <div className="tools-examples">
-              <button className="btn btn-sm" onClick={() => setInput('What is the weather in San Francisco?')}>🌤️ Weather</button>
-              <button className="btn btn-sm" onClick={() => setInput('What is 123 * 456 + 789?')}>🧮 Calculate</button>
-              <button className="btn btn-sm" onClick={() => setInput('What time is it in Tokyo?')}>🕐 Time</button>
-              <button className="btn btn-sm" onClick={() => setInput('Give me a random number between 1 and 1000')}>🎲 Random</button>
-            </div>
-          </div>
-        )}
-        {trace.map((step, i) => (
-          <div key={i} className={`trace-step trace-${step.type}`}>
-            <div className="trace-label">
-              {step.type === 'user' && '👤 User'}
-              {step.type === 'tool_call' && '🔧 Tool Call'}
-              {step.type === 'tool_result' && '📦 Result'}
-              {step.type === 'response' && '🤖 Response'}
-            </div>
-            <div className="trace-content">
-              <pre>{step.content}</pre>
-            </div>
-          </div>
-        ))}
-        {generating && (
-          <div className="trace-step trace-loading">
-            <div className="trace-label">⏳ Generating...</div>
-          </div>
-        )}
-      </div>
-
-      {/* Input */}
-      <form className="chat-input" onSubmit={(e) => { e.preventDefault(); send(); }}>
-        <input
-          type="text"
-          placeholder="Ask something that needs tools..."
-          value={input}
-          onChange={(e) => setInput(e.target.value)}
-          disabled={generating}
-        />
-        <button type="submit" className="btn btn-primary" disabled={!input.trim() || generating}>
-          {generating ? 'Running...' : 'Send'}
-        </button>
-      </form>
-    </div>
-  );
-}
diff --git a/src/components/VisionTab.tsx b/src/components/VisionTab.tsx
deleted file mode 100644
index 469ad66c..00000000
--- a/src/components/VisionTab.tsx
+++ /dev/null
@@ -1,267 +0,0 @@
-import { useState, useRef, useEffect, useCallback } from 'react';
-import { ModelCategory, VideoCapture } from '@runanywhere/web';
-import { VLMWorkerBridge } from '@runanywhere/web-llamacpp';
-import { useModelLoader } from '../hooks/useModelLoader';
-import { ModelBanner } from './ModelBanner';
-
-const LIVE_INTERVAL_MS = 2500;
-const LIVE_MAX_TOKENS = 30;
-const SINGLE_MAX_TOKENS = 80;
-const CAPTURE_DIM = 256; // CLIP resizes internally; larger is wasted work
-
-interface VisionResult {
-  text: string;
-  totalMs: number;
-}
-
-export function VisionTab() {
-  const loader = useModelLoader(ModelCategory.Multimodal);
-  const [cameraActive, setCameraActive] = useState(false);
-  const [processing, setProcessing] = useState(false);
-  const [liveMode, setLiveMode] = useState(false);
-  const [result, setResult] = useState<VisionResult | null>(null);
-  const [error, setError] = useState<string | null>(null);
-  const [prompt, setPrompt] = useState('Describe what you see briefly.');
-
-  const videoMountRef = useRef<HTMLDivElement>(null);
-  const captureRef = useRef<VideoCapture | null>(null);
-  const processingRef = useRef(false);
-  const liveIntervalRef = useRef<ReturnType<typeof setInterval> | null>(null);
-  const liveModeRef = useRef(false);
-
-  // Keep refs in sync with state so interval callbacks see latest values
-  processingRef.current = processing;
-  liveModeRef.current = liveMode;
-
-  // ------------------------------------------------------------------
-  // Camera
-  // ------------------------------------------------------------------
-  const startCamera = useCallback(async () => {
-    if (captureRef.current?.isCapturing) return;
-
-    setError(null);
-
-    try {
-      const cam = new VideoCapture({ facingMode: 'environment' });
-      await cam.start();
-      captureRef.current = cam;
-
-      const mount = videoMountRef.current;
-      if (mount) {
-        const el = cam.videoElement;
-        el.style.width = '100%';
-        el.style.borderRadius = '12px';
-        mount.appendChild(el);
-      }
-
-      setCameraActive(true);
-    } catch (err) {
-      const msg = err instanceof Error ? err.message : String(err);
-
-      if (msg.includes('NotAllowed') || msg.includes('Permission')) {
-        setError(
-          'Camera permission denied. On macOS, check System Settings → Privacy & Security → Camera and ensure your browser is allowed.',
-        );
-      } else if (msg.includes('NotFound') || msg.includes('DevicesNotFound')) {
-        setError('No camera found on this device.');
-      } else if (msg.includes('NotReadable') || msg.includes('TrackStartError')) {
-        setError('Camera is in use by another application.');
-      } else {
-        setError(`Camera error: ${msg}`);
-      }
-    }
-  }, []);
-
-  // Cleanup on unmount
-  useEffect(() => {
-    return () => {
-      if (liveIntervalRef.current) clearInterval(liveIntervalRef.current);
-      const cam = captureRef.current;
-      if (cam) {
-        cam.stop();
-        cam.videoElement.parentNode?.removeChild(cam.videoElement);
-        captureRef.current = null;
-      }
-    };
-  }, []);
-
-  // ------------------------------------------------------------------
-  // Core: capture + infer
-  // ------------------------------------------------------------------
-  const describeFrame = useCallback(async (maxTokens: number) => {
-    if (processingRef.current) return;
-
-    const cam = captureRef.current;
-    if (!cam?.isCapturing) return;
-
-    // Ensure model loaded
-    if (loader.state !== 'ready') {
-      const ok = await loader.ensure();
-      if (!ok) return;
-    }
-
-    const frame = cam.captureFrame(CAPTURE_DIM);
-    if (!frame) return;
-
-    setProcessing(true);
-    processingRef.current = true;
-    setError(null);
-
-    const t0 = performance.now();
-
-    try {
-      const bridge = VLMWorkerBridge.shared;
-      if (!bridge.isModelLoaded) {
-        throw new Error('VLM model not loaded in worker');
-      }
-
-      const res = await bridge.process(
-        frame.rgbPixels,
-        frame.width,
-        frame.height,
-        prompt,
-        { maxTokens, temperature: 0.6 },
-      );
-
-      setResult({ text: res.text, totalMs: performance.now() - t0 });
-    } catch (err) {
-      const msg = err instanceof Error ? err.message : String(err);
-      const isWasmCrash = msg.includes('memory access out of bounds')
-        || msg.includes('RuntimeError');
-
-      if (isWasmCrash) {
-        setResult({ text: 'Recovering from memory error... next frame will retry.', totalMs: 0 });
-      } else {
-        setError(msg);
-        if (liveModeRef.current) stopLive();
-      }
-    } finally {
-      setProcessing(false);
-      processingRef.current = false;
-    }
-  }, [loader, prompt]);
-
-  // ------------------------------------------------------------------
-  // Single-shot
-  // ------------------------------------------------------------------
-  const describeSingle = useCallback(async () => {
-    if (!captureRef.current?.isCapturing) {
-      await startCamera();
-      return;
-    }
-    await describeFrame(SINGLE_MAX_TOKENS);
-  }, [startCamera, describeFrame]);
-
-  // ------------------------------------------------------------------
-  // Live mode
-  // ------------------------------------------------------------------
-  const startLive = useCallback(async () => {
-    if (!captureRef.current?.isCapturing) {
-      await startCamera();
-    }
-
-    setLiveMode(true);
-    liveModeRef.current = true;
-
-    // Immediately describe first frame
-    describeFrame(LIVE_MAX_TOKENS);
-
-    // Then poll every 2.5s — skips ticks while inference is running
-    liveIntervalRef.current = setInterval(() => {
-      if (!processingRef.current && liveModeRef.current) {
-        describeFrame(LIVE_MAX_TOKENS);
-      }
-    }, LIVE_INTERVAL_MS);
-  }, [startCamera, describeFrame]);
-
-  const stopLive = useCallback(() => {
-    setLiveMode(false);
-    liveModeRef.current = false;
-    if (liveIntervalRef.current) {
-      clearInterval(liveIntervalRef.current);
-      liveIntervalRef.current = null;
-    }
-  }, []);
-
-  const toggleLive = useCallback(() => {
-    if (liveMode) {
-      stopLive();
-    } else {
-      startLive();
-    }
-  }, [liveMode, startLive, stopLive]);
-
-  // ------------------------------------------------------------------
-  // Render
-  // ------------------------------------------------------------------
-  return (
-    <div className="tab-panel vision-panel">
-      <ModelBanner
-        state={loader.state}
-        progress={loader.progress}
-        error={loader.error}
-        onLoad={loader.ensure}
-        label="VLM"
-      />
-
-      <div className="vision-camera">
-        {!cameraActive && (
-          <div className="empty-state">
-            <h3>📷 Camera Preview</h3>
-            <p>Tap below to start the camera</p>
-          </div>
-        )}
-        <div ref={videoMountRef} />
-      </div>
-
-      <input
-        className="vision-prompt"
-        type="text"
-        placeholder="What do you want to know about the image?"
-        value={prompt}
-        onChange={(e) => setPrompt(e.target.value)}
-        disabled={liveMode}
-      />
-
-      <div className="vision-actions">
-        {!cameraActive ? (
-          <button className="btn btn-primary" onClick={startCamera}>Start Camera</button>
-        ) : (
-          <>
-            <button
-              className="btn btn-primary"
-              onClick={describeSingle}
-              disabled={processing || liveMode}
-            >
-              {processing && !liveMode ? 'Analyzing...' : 'Describe'}
-            </button>
-            <button
-              className={`btn ${liveMode ? 'btn-live-active' : ''}`}
-              onClick={toggleLive}
-              disabled={processing && !liveMode}
-            >
-              {liveMode ? '⏹ Stop Live' : '▶ Live'}
-            </button>
-          </>
-        )}
-      </div>
-
-      {error && (
-        <div className="vision-result">
-          <span className="error-text">Error: {error}</span>
-        </div>
-      )}
-
-      {result && (
-        <div className="vision-result">
-          {liveMode && <span className="live-badge">LIVE</span>}
-          <h4>Result</h4>
-          <p>{result.text}</p>
-          {result.totalMs > 0 && (
-            <div className="message-stats">{(result.totalMs / 1000).toFixed(1)}s</div>
-          )}
-        </div>
-      )}
-    </div>
-  );
-}
diff --git a/src/components/VoiceTab.tsx b/src/components/VoiceTab.tsx
deleted file mode 100644
index e00fab6c..00000000
--- a/src/components/VoiceTab.tsx
+++ /dev/null
@@ -1,221 +0,0 @@
-import { useState, useRef, useCallback, useEffect } from 'react';
-import { VoicePipeline, ModelCategory, ModelManager, AudioCapture, AudioPlayback, SpeechActivity } from '@runanywhere/web';
-import { VAD } from '@runanywhere/web-onnx';
-import { useModelLoader } from '../hooks/useModelLoader';
-import { ModelBanner } from './ModelBanner';
-
-type VoiceState = 'idle' | 'loading-models' | 'listening' | 'processing' | 'speaking';
-
-export function VoiceTab() {
-  const llmLoader = useModelLoader(ModelCategory.Language, true);
-  const sttLoader = useModelLoader(ModelCategory.SpeechRecognition, true);
-  const ttsLoader = useModelLoader(ModelCategory.SpeechSynthesis, true);
-  const vadLoader = useModelLoader(ModelCategory.Audio, true);
-
-  const [voiceState, setVoiceState] = useState<VoiceState>('idle');
-  const [transcript, setTranscript] = useState('');
-  const [response, setResponse] = useState('');
-  const [audioLevel, setAudioLevel] = useState(0);
-  const [error, setError] = useState<string | null>(null);
-
-  const micRef = useRef<AudioCapture | null>(null);
-  const pipelineRef = useRef<VoicePipeline | null>(null);
-  const vadUnsub = useRef<(() => void) | null>(null);
-
-  // Cleanup on unmount
-  useEffect(() => {
-    return () => {
-      micRef.current?.stop();
-      vadUnsub.current?.();
-    };
-  }, []);
-
-  // Ensure all 4 models are loaded
-  const ensureModels = useCallback(async (): Promise<boolean> => {
-    setVoiceState('loading-models');
-    setError(null);
-
-    const results = await Promise.all([
-      vadLoader.ensure(),
-      sttLoader.ensure(),
-      llmLoader.ensure(),
-      ttsLoader.ensure(),
-    ]);
-
-    if (results.every(Boolean)) {
-      setVoiceState('idle');
-      return true;
-    }
-
-    setError('Failed to load one or more voice models');
-    setVoiceState('idle');
-    return false;
-  }, [vadLoader, sttLoader, llmLoader, ttsLoader]);
-
-  // Start listening
-  const startListening = useCallback(async () => {
-    setTranscript('');
-    setResponse('');
-    setError(null);
-
-    // Load models if needed
-    const anyMissing = !ModelManager.getLoadedModel(ModelCategory.Audio)
-      || !ModelManager.getLoadedModel(ModelCategory.SpeechRecognition)
-      || !ModelManager.getLoadedModel(ModelCategory.Language)
-      || !ModelManager.getLoadedModel(ModelCategory.SpeechSynthesis);
-
-    if (anyMissing) {
-      const ok = await ensureModels();
-      if (!ok) return;
-    }
-
-    setVoiceState('listening');
-
-    const mic = new AudioCapture({ sampleRate: 16000 });
-    micRef.current = mic;
-
-    if (!pipelineRef.current) {
-      pipelineRef.current = new VoicePipeline();
-    }
-
-    // Start VAD + mic
-    VAD.reset();
-
-    vadUnsub.current = VAD.onSpeechActivity((activity) => {
-      if (activity === SpeechActivity.Ended) {
-        const segment = VAD.popSpeechSegment();
-        if (segment && segment.samples.length > 1600) {
-          processSpeech(segment.samples);
-        }
-      }
-    });
-
-    await mic.start(
-      (chunk) => { VAD.processSamples(chunk); },
-      (level) => { setAudioLevel(level); },
-    );
-  }, [ensureModels]);
-
-  // Process a speech segment through the full pipeline
-  const processSpeech = useCallback(async (audioData: Float32Array) => {
-    const pipeline = pipelineRef.current;
-    if (!pipeline) return;
-
-    // Stop mic during processing
-    micRef.current?.stop();
-    vadUnsub.current?.();
-    setVoiceState('processing');
-
-    try {
-      const result = await pipeline.processTurn(audioData, {
-        maxTokens: 60,
-        temperature: 0.7,
-        systemPrompt: 'You are a helpful voice assistant. Keep responses concise — 1-2 sentences max.',
-      }, {
-        onTranscription: (text) => {
-          setTranscript(text);
-        },
-        onResponseToken: (_token, accumulated) => {
-          setResponse(accumulated);
-        },
-        onResponseComplete: (text) => {
-          setResponse(text);
-        },
-        onSynthesisComplete: async (audio, sampleRate) => {
-          setVoiceState('speaking');
-          const player = new AudioPlayback({ sampleRate });
-          await player.play(audio, sampleRate);
-          player.dispose();
-        },
-        onStateChange: (s) => {
-          if (s === 'processingSTT') setVoiceState('processing');
-          if (s === 'generatingResponse') setVoiceState('processing');
-          if (s === 'playingTTS') setVoiceState('speaking');
-        },
-      });
-
-      if (result) {
-        setTranscript(result.transcription);
-        setResponse(result.response);
-      }
-    } catch (err) {
-      setError(err instanceof Error ? err.message : String(err));
-    }
-
-    setVoiceState('idle');
-    setAudioLevel(0);
-  }, []);
-
-  const stopListening = useCallback(() => {
-    micRef.current?.stop();
-    vadUnsub.current?.();
-    setVoiceState('idle');
-    setAudioLevel(0);
-  }, []);
-
-  // Which loaders are still loading?
-  const pendingLoaders = [
-    { label: 'VAD', loader: vadLoader },
-    { label: 'STT', loader: sttLoader },
-    { label: 'LLM', loader: llmLoader },
-    { label: 'TTS', loader: ttsLoader },
-  ].filter((l) => l.loader.state !== 'ready');
-
-  return (
-    <div className="tab-panel voice-panel">
-      {pendingLoaders.length > 0 && voiceState === 'idle' && (
-        <ModelBanner
-          state={pendingLoaders[0].loader.state}
-          progress={pendingLoaders[0].loader.progress}
-          error={pendingLoaders[0].loader.error}
-          onLoad={ensureModels}
-          label={`Voice (${pendingLoaders.map((l) => l.label).join(', ')})`}
-        />
-      )}
-
-      {error && <div className="model-banner"><span className="error-text">{error}</span></div>}
-
-      <div className="voice-center">
-        <div className="voice-orb" data-state={voiceState} style={{ '--level': audioLevel } as React.CSSProperties}>
-          <div className="voice-orb-inner" />
-        </div>
-
-        <p className="voice-status">
-          {voiceState === 'idle' && 'Tap to start listening'}
-          {voiceState === 'loading-models' && 'Loading models...'}
-          {voiceState === 'listening' && 'Listening... speak now'}
-          {voiceState === 'processing' && 'Processing...'}
-          {voiceState === 'speaking' && 'Speaking...'}
-        </p>
-
-        {voiceState === 'idle' || voiceState === 'loading-models' ? (
-          <button
-            className="btn btn-primary btn-lg"
-            onClick={startListening}
-            disabled={voiceState === 'loading-models'}
-          >
-            Start Listening
-          </button>
-        ) : voiceState === 'listening' ? (
-          <button className="btn btn-lg" onClick={stopListening}>
-            Stop
-          </button>
-        ) : null}
-      </div>
-
-      {transcript && (
-        <div className="voice-transcript">
-          <h4>You said:</h4>
-          <p>{transcript}</p>
-        </div>
-      )}
-
-      {response && (
-        <div className="voice-response">
-          <h4>AI response:</h4>
-          <p>{response}</p>
-        </div>
-      )}
-    </div>
-  );
-}
diff --git a/src/exercises/bicep-curl/index.tsx b/src/exercises/bicep-curl/index.tsx
new file mode 100644
index 00000000..0dafbb85
--- /dev/null
+++ b/src/exercises/bicep-curl/index.tsx
@@ -0,0 +1,13 @@
+import { useSpring, animated } from 'react-spring';
+
+const BicepCurlExercise = () => {
+  const props = useSpring({
+    from: { opacity: 0 },
+    to: { opacity: 1 },
+  });
+
+  return (
+    <animated.div style={props}>Bicep Curl Exercise</animated.div>
+  );
+};
+export default BicepCurlExercise;
\ No newline at end of file
diff --git a/src/exercises/push-up/index.tsx b/src/exercises/push-up/index.tsx
new file mode 100644
index 00000000..0949ed94
--- /dev/null
+++ b/src/exercises/push-up/index.tsx
@@ -0,0 +1,13 @@
+import { useSpring, animated } from 'react-spring';
+
+const PushUpExercise = () => {
+  const props = useSpring({
+    from: { opacity: 0 },
+    to: { opacity: 1 },
+  });
+
+  return (
+    <animated.div style={props}>Push Up Exercise</animated.div>
+  );
+};
+export default PushUpExercise;
\ No newline at end of file
diff --git a/src/fitness/poseEngine.ts b/src/fitness/poseEngine.ts
new file mode 100644
index 00000000..0a974154
--- /dev/null
+++ b/src/fitness/poseEngine.ts
@@ -0,0 +1,335 @@
+/**
+ * Pose Engine — Custom MediaPipe Pose wrapper
+ */
+
+import {
+  PoseLandmarker,
+  FilesetResolver,
+} from '@mediapipe/tasks-vision';
+import type { NormalizedLandmark } from '@mediapipe/tasks-vision';
+
+export const LM = {
+  NOSE: 0,
+  LEFT_SHOULDER: 11,
+  RIGHT_SHOULDER: 12,
+  LEFT_ELBOW: 13,
+  RIGHT_ELBOW: 14,
+  LEFT_WRIST: 15,
+  RIGHT_WRIST: 16,
+  LEFT_HIP: 23,
+  RIGHT_HIP: 24,
+  LEFT_KNEE: 25,
+  RIGHT_KNEE: 26,
+  LEFT_ANKLE: 27,
+  RIGHT_ANKLE: 28,
+} as const;
+
+export type ExercisePosition = 'up' | 'down' | 'middle';
+export type FormQuality = 'good' | 'bad' | 'unknown';
+
+export interface PoseAnalysis {
+  position: ExercisePosition;
+  form: FormQuality;
+  formDetails?: string[];
+  angle: number;           
+  landmarks: NormalizedLandmark[];
+  feedback: string;
+  confident: boolean;
+}
+
+export interface ExerciseDef {
+  id: string;
+  name: string;
+  icon: string;
+  tips: string[];
+  isHold?: boolean;
+  analyze: (lm: NormalizedLandmark[]) => PoseAnalysis;
+  keyLandmarks: number[];
+}
+
+const MIN_VISIBILITY = 0.5;
+
+export function areLandmarksVisible(lm: NormalizedLandmark[], indices: number[]): boolean {
+  return indices.every(i => lm[i] && (lm[i].visibility ?? 0) >= MIN_VISIBILITY);
+}
+
+export function calcAngle(a: NormalizedLandmark, b: NormalizedLandmark, c: NormalizedLandmark): number {
+  if (!a || !b || !c) return 0;
+  const radians = Math.atan2(c.y - b.y, c.x - b.x) - Math.atan2(a.y - b.y, a.x - b.x);
+  let angle = Math.abs(radians * (180 / Math.PI));
+  if (angle > 180) angle = 360 - angle;
+  return angle;
+}
+
+function avgSideAngle(
+  lm: NormalizedLandmark[],
+  leftA: number, leftB: number, leftC: number,
+  rightA: number, rightB: number, rightC: number,
+): number {
+  const leftAngle = calcAngle(lm[leftA], lm[leftB], lm[leftC]);
+  const rightAngle = calcAngle(lm[rightA], lm[rightB], lm[rightC]);
+  return (leftAngle + rightAngle) / 2;
+}
+
+function checkForm(...conditions: [boolean, string][]): { form: FormQuality, details: string[] } {
+  const details = conditions.filter(c => !c[0]).map(c => c[1]);
+  return { form: details.length === 0 ? 'good' : 'bad', details };
+}
+
+export const EXERCISES: ExerciseDef[] = [
+  {
+    id: 'squats',
+    name: 'Squats',
+    icon: '🏋️',
+    tips: ['Keep back straight', 'Knees behind toes', 'Thighs parallel to ground'],
+    keyLandmarks: [LM.LEFT_SHOULDER, LM.RIGHT_SHOULDER, LM.LEFT_HIP, LM.RIGHT_HIP, LM.LEFT_KNEE, LM.RIGHT_KNEE, LM.LEFT_ANKLE, LM.RIGHT_ANKLE],
+    analyze(lm: NormalizedLandmark[]) {
+      const confident = areLandmarksVisible(lm, [LM.LEFT_HIP, LM.RIGHT_HIP, LM.LEFT_KNEE, LM.RIGHT_KNEE, LM.LEFT_ANKLE, LM.RIGHT_ANKLE, LM.LEFT_SHOULDER, LM.RIGHT_SHOULDER]);
+      const kneeAngle = avgSideAngle(lm, LM.LEFT_HIP, LM.LEFT_KNEE, LM.LEFT_ANKLE, LM.RIGHT_HIP, LM.RIGHT_KNEE, LM.RIGHT_ANKLE);
+      const hipAngle = avgSideAngle(lm, LM.LEFT_SHOULDER, LM.LEFT_HIP, LM.LEFT_KNEE, LM.RIGHT_SHOULDER, LM.RIGHT_HIP, LM.RIGHT_KNEE);
+
+      let position: ExercisePosition = 'middle';
+      if (kneeAngle < 80) position = 'down';
+      else if (kneeAngle > 160) position = 'up';
+
+      // Advanced Form Checks
+      const torsoUpright = hipAngle > 55;
+      const hipsLowered = position === 'down' ? kneeAngle < 90 : true;
+
+      const checks = checkForm(
+        [torsoUpright, 'Keep your back straight'],
+        [hipsLowered, 'Go deeper on the squat']
+      );
+
+      const feedback = position === 'down' ? (checks.form === 'good' ? '⬇️ Great depth!' : `⚠️ ${checks.details[0]}`) : position === 'up' ? '⬆️ Stand tall!' : '🔄 Keep going...';
+      return { position, form: checks.form, formDetails: checks.details, angle: Math.round(kneeAngle), landmarks: lm, feedback, confident };
+    },
+  },
+  {
+    id: 'bicep-curls',
+    name: 'Bicep Curls',
+    icon: '💪',
+    tips: ['Keep elbows close to body', 'Full range of motion', 'Control the movement'],
+    keyLandmarks: [LM.LEFT_HIP, LM.RIGHT_HIP, LM.LEFT_SHOULDER, LM.RIGHT_SHOULDER, LM.LEFT_ELBOW, LM.RIGHT_ELBOW, LM.LEFT_WRIST, LM.RIGHT_WRIST],
+    analyze(lm: NormalizedLandmark[]) {
+      const confident = areLandmarksVisible(lm, [LM.LEFT_SHOULDER, LM.RIGHT_SHOULDER, LM.LEFT_ELBOW, LM.RIGHT_ELBOW, LM.LEFT_WRIST, LM.RIGHT_WRIST]);
+      const elbowAngle = avgSideAngle(lm, LM.LEFT_SHOULDER, LM.LEFT_ELBOW, LM.LEFT_WRIST, LM.RIGHT_SHOULDER, LM.RIGHT_ELBOW, LM.RIGHT_WRIST);
+      const shoulderAngle = avgSideAngle(lm, LM.LEFT_HIP, LM.LEFT_SHOULDER, LM.LEFT_ELBOW, LM.RIGHT_HIP, LM.RIGHT_SHOULDER, LM.RIGHT_ELBOW);
+      
+      let position: ExercisePosition = 'middle';
+      if (elbowAngle < 50) position = 'up';
+      else if (elbowAngle > 150) position = 'down';
+
+      const elbowDrift = Math.abs((lm[LM.LEFT_ELBOW]?.x||0) - (lm[LM.LEFT_HIP]?.x||0));
+      
+      const checks = checkForm(
+        [elbowDrift < 0.15, 'Tuck elbows closer to body'],
+        [shoulderAngle < 35, 'Do not swing your upper arms']
+      );
+
+      const feedback = position === 'up' ? (checks.form === 'good' ? '💪 Great curl!' : `⚠️ ${checks.details[0]}`) : position === 'down' ? '⬇️ Fix ready stance' : '🔄 Control...';
+      return { position, form: checks.form, formDetails: checks.details, angle: Math.round(elbowAngle), landmarks: lm, feedback, confident };
+    },
+  },
+  {
+    id: 'pushups',
+    name: 'Push-ups',
+    icon: '🫸',
+    tips: ['Keep body straight', 'Chest near ground', 'Full arm extension'],
+    keyLandmarks: [LM.LEFT_SHOULDER, LM.RIGHT_SHOULDER, LM.LEFT_ELBOW, LM.RIGHT_ELBOW, LM.LEFT_WRIST, LM.RIGHT_WRIST, LM.LEFT_HIP, LM.RIGHT_HIP, LM.LEFT_ANKLE, LM.RIGHT_ANKLE],
+    analyze(lm: NormalizedLandmark[]) {
+      const confident = areLandmarksVisible(lm, [LM.LEFT_SHOULDER, LM.RIGHT_SHOULDER, LM.LEFT_ELBOW, LM.RIGHT_ELBOW, LM.LEFT_WRIST, LM.RIGHT_WRIST, LM.LEFT_HIP, LM.RIGHT_HIP, LM.LEFT_ANKLE, LM.RIGHT_ANKLE]);
+      const elbowAngle = avgSideAngle(lm, LM.LEFT_SHOULDER, LM.LEFT_ELBOW, LM.LEFT_WRIST, LM.RIGHT_SHOULDER, LM.RIGHT_ELBOW, LM.RIGHT_WRIST);
+      const bodyAngle = avgSideAngle(lm, LM.LEFT_SHOULDER, LM.LEFT_HIP, LM.LEFT_ANKLE, LM.RIGHT_SHOULDER, LM.RIGHT_HIP, LM.RIGHT_ANKLE);
+      
+      let position: ExercisePosition = 'middle';
+      if (elbowAngle < 85) position = 'down';
+      else if (elbowAngle > 155) position = 'up';
+      
+      const headDropped = Math.abs((lm[LM.NOSE]?.y||0) - (lm[LM.LEFT_SHOULDER]?.y||0)) > 0.2;
+
+      const checks = checkForm(
+        [bodyAngle > 150, 'Keep your body in a straight line (hips dropping)'],
+        [!headDropped, 'Do not drop your head, look slightly forward']
+      );
+
+      const feedback = position === 'down' ? (checks.form === 'good' ? '⬇️ Great push-up!' : `⚠️ ${checks.details[0]}`) : position === 'up' ? '⬆️ Extend!' : '🔄 Push...';
+      return { position, form: checks.form, formDetails: checks.details, angle: Math.round(elbowAngle), landmarks: lm, feedback, confident };
+    },
+  },
+  {
+    id: 'lunges',
+    name: 'Lunges',
+    icon: '🦵',
+    tips: ['Front knee at 90°', 'Back knee near floor', 'Keep torso upright'],
+    keyLandmarks: [LM.LEFT_SHOULDER, LM.RIGHT_SHOULDER, LM.LEFT_HIP, LM.RIGHT_HIP, LM.LEFT_KNEE, LM.RIGHT_KNEE, LM.LEFT_ANKLE, LM.RIGHT_ANKLE],
+    analyze(lm: NormalizedLandmark[]) {
+      const confident = areLandmarksVisible(lm, [LM.LEFT_HIP, LM.RIGHT_HIP, LM.LEFT_KNEE, LM.RIGHT_KNEE, LM.LEFT_ANKLE, LM.RIGHT_ANKLE]);
+      const leftKnee = calcAngle(lm[LM.LEFT_HIP], lm[LM.LEFT_KNEE], lm[LM.LEFT_ANKLE]);
+      const rightKnee = calcAngle(lm[LM.RIGHT_HIP], lm[LM.RIGHT_KNEE], lm[LM.RIGHT_ANKLE]);
+      const minKnee = Math.min(leftKnee, rightKnee);
+      
+      let position: ExercisePosition = 'middle';
+      if (minKnee < 95) position = 'down';
+      else if (minKnee > 160) position = 'up';
+      
+      const torsoLean = Math.abs((lm[LM.LEFT_SHOULDER]?.x||0) - (lm[LM.LEFT_HIP]?.x||0));
+      
+      const checks = checkForm(
+        [torsoLean < 0.15, 'Keep torso upright and do not lean forward'],
+        [minKnee < 110 || position !== 'down', 'Go deeper on your lunge']
+      );
+
+      const feedback = position === 'down' ? (checks.form === 'good' ? '⬇️ Deep lunge!' : `⚠️ ${checks.details[0]}`) : position === 'up' ? '⬆️ Stand!' : '🔄 Lunge...';
+      return { position, form: checks.form, formDetails: checks.details, angle: Math.round(minKnee), landmarks: lm, feedback, confident };
+    },
+  },
+  {
+    id: 'shoulder-press',
+    name: 'Shoulder Press',
+    icon: '🙆',
+    tips: ['Press directly overhead', 'Don\'t arch back', 'Full extension at top'],
+    keyLandmarks: [LM.LEFT_HIP, LM.RIGHT_HIP, LM.LEFT_SHOULDER, LM.RIGHT_SHOULDER, LM.LEFT_ELBOW, LM.RIGHT_ELBOW, LM.LEFT_WRIST, LM.RIGHT_WRIST],
+    analyze(lm: NormalizedLandmark[]) {
+      const confident = areLandmarksVisible(lm, [LM.LEFT_HIP, LM.RIGHT_HIP, LM.LEFT_SHOULDER, LM.RIGHT_SHOULDER, LM.LEFT_ELBOW, LM.RIGHT_ELBOW, LM.LEFT_WRIST, LM.RIGHT_WRIST]);
+      const elbowAngle = avgSideAngle(lm, LM.LEFT_SHOULDER, LM.LEFT_ELBOW, LM.LEFT_WRIST, LM.RIGHT_SHOULDER, LM.RIGHT_ELBOW, LM.RIGHT_WRIST);
+      const shoulderAngle = avgSideAngle(lm, LM.LEFT_HIP, LM.LEFT_SHOULDER, LM.LEFT_ELBOW, LM.RIGHT_HIP, LM.RIGHT_SHOULDER, LM.RIGHT_ELBOW);
+      
+      let position: ExercisePosition = 'middle';
+      // BUG FIX: Requires BOTH elbow extension AND shoulder raising
+      if (elbowAngle > 155 && shoulderAngle > 140) position = 'up';
+      else if (elbowAngle < 95) position = 'down';
+      
+      const wristOffset = Math.abs(((lm[LM.LEFT_WRIST]?.x||0) + (lm[LM.RIGHT_WRIST]?.x||0))/2 - ((lm[LM.LEFT_SHOULDER]?.x||0) + (lm[LM.RIGHT_SHOULDER]?.x||0))/2);
+      
+      const checks = checkForm(
+        [wristOffset < 0.15, 'Press straight up without drifting your hands'],
+        [true, 'Placeholder for future checks'] // Always passing placeholder
+      );
+
+      const feedback = position === 'up' ? (checks.form === 'good' ? '⬆️ Full extension!' : `⚠️ ${checks.details[0]}`) : position === 'down' ? '⬇️ Ready' : '🔄 Press...';
+      return { position, form: checks.form, formDetails: checks.details, angle: Math.round(elbowAngle), landmarks: lm, feedback, confident };
+    },
+  },
+  {
+    id: 'plank',
+    name: 'Plank',
+    icon: '🧘',
+    isHold: true,
+    tips: ['Keep body in straight line', 'Engage core', 'Don\'t drop hips'],
+    keyLandmarks: [LM.LEFT_SHOULDER, LM.RIGHT_SHOULDER, LM.LEFT_HIP, LM.RIGHT_HIP, LM.LEFT_ANKLE, LM.RIGHT_ANKLE],
+    analyze(lm: NormalizedLandmark[]) {
+      const confident = areLandmarksVisible(lm, [LM.LEFT_SHOULDER, LM.RIGHT_SHOULDER, LM.LEFT_HIP, LM.RIGHT_HIP, LM.LEFT_ANKLE, LM.RIGHT_ANKLE]);
+      const bodyAngle = avgSideAngle(lm, LM.LEFT_SHOULDER, LM.LEFT_HIP, LM.LEFT_ANKLE, LM.RIGHT_SHOULDER, LM.RIGHT_HIP, LM.RIGHT_ANKLE);
+      
+      const position: ExercisePosition = 'down';
+      
+      const hipsDropped = bodyAngle < 155;
+      
+      const checks = checkForm(
+        [!hipsDropped, 'Do not drop your hips, straight line']
+      );
+
+      const feedback = checks.form === 'good' ? '🧘 Great!' : `⚠️ ${checks.details[0]}`;
+      return { position, form: checks.form, formDetails: checks.details, angle: Math.round(bodyAngle), landmarks: lm, feedback, confident };
+    },
+  }
+];
+
+let landmarkerInstance: PoseLandmarker | null = null;
+let initPromise: Promise<PoseLandmarker> | null = null;
+
+export async function getPoseLandmarker(): Promise<PoseLandmarker> {
+  if (landmarkerInstance) return landmarkerInstance;
+  if (initPromise) return initPromise;
+  initPromise = (async () => {
+    const vision = await FilesetResolver.forVisionTasks('https://cdn.jsdelivr.net/npm/@mediapipe/tasks-vision@latest/wasm');
+    const landmarker = await PoseLandmarker.createFromOptions(vision, {
+      baseOptions: {
+        modelAssetPath: 'https://storage.googleapis.com/mediapipe-models/pose_landmarker/pose_landmarker_lite/float16/1/pose_landmarker_lite.task',
+        delegate: 'GPU',
+      },
+      runningMode: 'VIDEO',
+      numPoses: 1,
+    });
+    landmarkerInstance = landmarker;
+    return landmarker;
+  })();
+  return initPromise;
+}
+
+export function drawSkeleton(
+  ctx: CanvasRenderingContext2D,
+  landmarks: NormalizedLandmark[],
+  width: number,
+  height: number,
+  formColor: string = '#22C55E',
+  activeIndices?: number[]
+) {
+  const POSE_CONNECTIONS = PoseLandmarker.POSE_CONNECTIONS;
+  const connections = activeIndices 
+    ? POSE_CONNECTIONS.filter((c: {start: number; end: number}) => activeIndices.includes(c.start) && activeIndices.includes(c.end))
+    : POSE_CONNECTIONS;
+
+  ctx.strokeStyle = formColor;
+  ctx.lineWidth = 3;
+
+  for (const conn of connections) {
+    const p1 = landmarks[conn.start];
+    const p2 = landmarks[conn.end];
+    if (p1 && p2 && (p1.visibility ?? 1) > MIN_VISIBILITY && (p2.visibility ?? 1) > MIN_VISIBILITY) {
+      ctx.beginPath();
+      ctx.moveTo(p1.x * width, p1.y * height);
+      ctx.lineTo(p2.x * width, p2.y * height);
+      ctx.stroke();
+    }
+  }
+
+  const indicesToDraw = activeIndices || landmarks.map((_, i) => i);
+  for (const i of indicesToDraw) {
+    const lm = landmarks[i];
+    if (lm && (lm.visibility ?? 1) > MIN_VISIBILITY) {
+      const cx = lm.x * width;
+      const cy = lm.y * height;
+      ctx.beginPath();
+      ctx.arc(cx, cy, 4, 0, 2 * Math.PI);
+      ctx.fillStyle = '#FFFFFF';
+      ctx.fill();
+      ctx.beginPath();
+      ctx.arc(cx, cy, 2, 0, 2 * Math.PI);
+      ctx.fillStyle = formColor;
+      ctx.fill();
+    }
+  }
+}
+
+export function drawAngleBadge(
+  ctx: CanvasRenderingContext2D,
+  angle: number,
+  landmark: NormalizedLandmark,
+  width: number,
+  height: number,
+) {
+  if (!landmark || (landmark.visibility && landmark.visibility < MIN_VISIBILITY)) return;
+
+  const x = landmark.x * width;
+  const y = landmark.y * height;
+
+  ctx.save();
+  ctx.font = 'bold 14px "SF Mono", monospace';
+  ctx.textAlign = 'center';
+  ctx.textBaseline = 'middle';
+  const text = `${angle}°`;
+  const metrics = ctx.measureText(text);
+  const pad = 6;
+  const w = metrics.width + pad * 2;
+  const h = 20;
+
+  ctx.fillStyle = 'rgba(0,0,0,0.7)';
+  ctx.beginPath();
+  ctx.roundRect(x - w / 2, y - h / 2 - 20, w, h, 8);
+  ctx.fill();
+  ctx.fillStyle = '#FF8A50';
+  ctx.fillText(text, x, y - 20);
+  ctx.restore();
+}
diff --git a/src/hooks/useModelLoader.ts b/src/hooks/useModelLoader.ts
deleted file mode 100644
index de164f14..00000000
--- a/src/hooks/useModelLoader.ts
+++ /dev/null
@@ -1,86 +0,0 @@
-import { useState, useCallback, useRef } from 'react';
-import { ModelManager, ModelCategory, EventBus } from '@runanywhere/web';
-
-export type LoaderState = 'idle' | 'downloading' | 'loading' | 'ready' | 'error';
-
-interface ModelLoaderResult {
-  state: LoaderState;
-  progress: number;
-  error: string | null;
-  ensure: () => Promise<boolean>;
-}
-
-/**
- * Hook to download + load models for a given category.
- * Tracks download progress and loading state.
- *
- * @param category - Which model category to ensure is loaded.
- * @param coexist  - If true, only unload same-category models (allows STT+LLM+TTS to coexist).
- */
-export function useModelLoader(category: ModelCategory, coexist = false): ModelLoaderResult {
-  const [state, setState] = useState<LoaderState>(() =>
-    ModelManager.getLoadedModel(category) ? 'ready' : 'idle',
-  );
-  const [progress, setProgress] = useState(0);
-  const [error, setError] = useState<string | null>(null);
-  const loadingRef = useRef(false);
-
-  const ensure = useCallback(async (): Promise<boolean> => {
-    // Already loaded
-    if (ModelManager.getLoadedModel(category)) {
-      setState('ready');
-      return true;
-    }
-
-    if (loadingRef.current) return false;
-    loadingRef.current = true;
-
-    try {
-      // Find a model for this category
-      const models = ModelManager.getModels().filter((m) => m.modality === category);
-      if (models.length === 0) {
-        setError(`No ${category} model registered`);
-        setState('error');
-        return false;
-      }
-
-      const model = models[0];
-
-      // Download if needed
-      if (model.status !== 'downloaded' && model.status !== 'loaded') {
-        setState('downloading');
-        setProgress(0);
-
-        const unsub = EventBus.shared.on('model.downloadProgress', (evt) => {
-          if (evt.modelId === model.id) {
-            setProgress(evt.progress ?? 0);
-          }
-        });
-
-        await ModelManager.downloadModel(model.id);
-        unsub();
-        setProgress(1);
-      }
-
-      // Load
-      setState('loading');
-      const ok = await ModelManager.loadModel(model.id, { coexist });
-      if (ok) {
-        setState('ready');
-        return true;
-      } else {
-        setError('Failed to load model');
-        setState('error');
-        return false;
-      }
-    } catch (err) {
-      setError(err instanceof Error ? err.message : String(err));
-      setState('error');
-      return false;
-    } finally {
-      loadingRef.current = false;
-    }
-  }, [category, coexist]);
-
-  return { state, progress, error, ensure };
-}
diff --git a/src/llm/llm-worker.ts b/src/llm/llm-worker.ts
new file mode 100644
index 00000000..4f416ab0
--- /dev/null
+++ b/src/llm/llm-worker.ts
@@ -0,0 +1,6 @@
+import { WebWorkerMLCEngineHandler } from '@mlc-ai/web-llm';
+
+const handler = new WebWorkerMLCEngineHandler();
+self.onmessage = (msg: MessageEvent) => {
+  handler.onmessage(msg);
+};
diff --git a/src/llm/llmEngine.ts b/src/llm/llmEngine.ts
new file mode 100644
index 00000000..9120ee77
--- /dev/null
+++ b/src/llm/llmEngine.ts
@@ -0,0 +1,88 @@
+import { CreateWebWorkerMLCEngine, WebWorkerMLCEngine, InitProgressReport } from '@mlc-ai/web-llm';
+import type { FormQuality } from '../fitness/poseEngine';
+
+export const SYSTEM_PROMPT = "You are an AI fitness coach. When the user makes a mistake, explain EXACTLY what body part is misaligned and give ONE clear corrective cue. When motivating, be energetic and specific to their progress. Never use markdown, lists, or emojis. Keep it to ONE short sentence.";
+
+// Qwen2.5-1.5B — verified to exist in @mlc-ai/web-llm v0.2.82 registry
+const MODEL_ID = "Qwen2.5-1.5B-Instruct-q4f16_1-MLC";
+const FALLBACK_MODEL_ID = "SmolLM2-1.7B-Instruct-q4f16_1-MLC";
+
+class LLMEngineWrapper {
+  private engine: WebWorkerMLCEngine | null = null;
+  private initializing = false;
+  private generating = false;
+
+  async init(onProgress: (progress: InitProgressReport) => void) {
+    if (this.engine || this.initializing) return;
+    this.initializing = true;
+    try {
+      const worker = new Worker(new URL('./llm-worker.ts', import.meta.url), { type: 'module' });
+      this.engine = await CreateWebWorkerMLCEngine(worker, MODEL_ID, {
+        initProgressCallback: onProgress,
+      });
+    } catch (err) {
+      console.error(`Failed to load primary model (${MODEL_ID}):`, err);
+      try {
+        const worker2 = new Worker(new URL('./llm-worker.ts', import.meta.url), { type: 'module' });
+        this.engine = await CreateWebWorkerMLCEngine(worker2, FALLBACK_MODEL_ID, {
+          initProgressCallback: onProgress,
+        });
+      } catch (e) {
+        console.error(`Fallback model (${FALLBACK_MODEL_ID}) also failed:`, e);
+        throw e;
+      }
+    } finally {
+      this.initializing = false;
+    }
+  }
+
+  isReady() {
+    return this.engine !== null && !this.generating;
+  }
+
+  async generateFeedback(
+    exercise: string,
+    action: string,
+    context: any,
+    onChunk: (text: string) => void
+  ) {
+    if (!this.engine) return "I'm still warming up! Give me a second.";
+    if (this.generating) return ""; // Skip if already generating — prevents queue buildup
+
+    this.generating = true;
+
+    const prompt = `Exercise: ${exercise}\nAction: ${action}\nForm Mistakes: ${context.formDetails?.length ? context.formDetails.join(', ') : 'None'}\nRep Number: ${context.repNumber}\nProvide your ONE sentence response without any markdown.`;
+
+    const messages = [
+      { role: "system" as const, content: SYSTEM_PROMPT },
+      { role: "user" as const, content: prompt }
+    ];
+
+    try {
+      // @ts-ignore - satisfying standard ChatCompletionMessageParam types
+      const chunks = await this.engine.chat.completions.create({
+        messages,
+        temperature: 0.6,
+        max_tokens: 60,
+        stream: true,
+      });
+
+      let fullText = "";
+      for await (const chunk of chunks) {
+        const delta = chunk.choices[0]?.delta?.content || "";
+        fullText += delta;
+        onChunk(fullText.trim());
+      }
+      return fullText.trim();
+    } catch (err) {
+      console.error("LLM Generation Error:", err);
+      const fallbackMsg = "Keep going, you've got this!";
+      onChunk(fallbackMsg);
+      return fallbackMsg;
+    } finally {
+      this.generating = false;
+    }
+  }
+}
+
+export const llmService = new LLMEngineWrapper();
diff --git a/src/runanywhere.ts b/src/runanywhere.ts
deleted file mode 100644
index 55ecee5b..00000000
--- a/src/runanywhere.ts
+++ /dev/null
@@ -1,139 +0,0 @@
-/**
- * RunAnywhere SDK initialization and model catalog.
- *
- * This module:
- * 1. Initializes the core SDK (TypeScript-only, no WASM)
- * 2. Registers the LlamaCPP backend (loads LLM/VLM WASM)
- * 3. Registers the ONNX backend (sherpa-onnx — STT/TTS/VAD)
- * 4. Registers the model catalog and wires up VLM worker
- *
- * Import this module once at app startup.
- */
-
-import {
-  RunAnywhere,
-  SDKEnvironment,
-  ModelManager,
-  ModelCategory,
-  LLMFramework,
-  type CompactModelDef,
-} from '@runanywhere/web';
-
-import { LlamaCPP, VLMWorkerBridge } from '@runanywhere/web-llamacpp';
-import { ONNX } from '@runanywhere/web-onnx';
-
-// Vite bundles the worker as a standalone JS chunk and returns its URL.
-// @ts-ignore — Vite-specific ?worker&url query
-import vlmWorkerUrl from './workers/vlm-worker?worker&url';
-
-// ---------------------------------------------------------------------------
-// Model catalog
-// ---------------------------------------------------------------------------
-
-const MODELS: CompactModelDef[] = [
-  // LLM — Liquid AI LFM2 350M (small + fast for chat)
-  {
-    id: 'lfm2-350m-q4_k_m',
-    name: 'LFM2 350M Q4_K_M',
-    repo: 'LiquidAI/LFM2-350M-GGUF',
-    files: ['LFM2-350M-Q4_K_M.gguf'],
-    framework: LLMFramework.LlamaCpp,
-    modality: ModelCategory.Language,
-    memoryRequirement: 250_000_000,
-  },
-  // LLM — Liquid AI LFM2 1.2B Tool (optimized for tool calling & function calling)
-  {
-    id: 'lfm2-1.2b-tool-q4_k_m',
-    name: 'LFM2 1.2B Tool Q4_K_M',
-    repo: 'LiquidAI/LFM2-1.2B-Tool-GGUF',
-    files: ['LFM2-1.2B-Tool-Q4_K_M.gguf'],
-    framework: LLMFramework.LlamaCpp,
-    modality: ModelCategory.Language,
-    memoryRequirement: 800_000_000,
-  },
-  // VLM — Liquid AI LFM2-VL 450M (vision + language)
-  {
-    id: 'lfm2-vl-450m-q4_0',
-    name: 'LFM2-VL 450M Q4_0',
-    repo: 'runanywhere/LFM2-VL-450M-GGUF',
-    files: ['LFM2-VL-450M-Q4_0.gguf', 'mmproj-LFM2-VL-450M-Q8_0.gguf'],
-    framework: LLMFramework.LlamaCpp,
-    modality: ModelCategory.Multimodal,
-    memoryRequirement: 500_000_000,
-  },
-  // STT (sherpa-onnx archive)
-  {
-    id: 'sherpa-onnx-whisper-tiny.en',
-    name: 'Whisper Tiny English (ONNX)',
-    url: 'https://huggingface.co/runanywhere/sherpa-onnx-whisper-tiny.en/resolve/main/sherpa-onnx-whisper-tiny.en.tar.gz',
-    framework: LLMFramework.ONNX,
-    modality: ModelCategory.SpeechRecognition,
-    memoryRequirement: 105_000_000,
-    artifactType: 'archive' as const,
-  },
-  // TTS (sherpa-onnx archive)
-  {
-    id: 'vits-piper-en_US-lessac-medium',
-    name: 'Piper TTS US English (Lessac)',
-    url: 'https://huggingface.co/runanywhere/vits-piper-en_US-lessac-medium/resolve/main/vits-piper-en_US-lessac-medium.tar.gz',
-    framework: LLMFramework.ONNX,
-    modality: ModelCategory.SpeechSynthesis,
-    memoryRequirement: 65_000_000,
-    artifactType: 'archive' as const,
-  },
-  // VAD (single ONNX file)
-  {
-    id: 'silero-vad-v5',
-    name: 'Silero VAD v5',
-    url: 'https://huggingface.co/runanywhere/silero-vad-v5/resolve/main/silero_vad.onnx',
-    files: ['silero_vad.onnx'],
-    framework: LLMFramework.ONNX,
-    modality: ModelCategory.Audio,
-    memoryRequirement: 5_000_000,
-  },
-];
-
-// ---------------------------------------------------------------------------
-// Initialization
-// ---------------------------------------------------------------------------
-
-let _initPromise: Promise<void> | null = null;
-
-/** Initialize the RunAnywhere SDK. Safe to call multiple times. */
-export async function initSDK(): Promise<void> {
-  if (_initPromise) return _initPromise;
-
-  _initPromise = (async () => {
-    // Step 1: Initialize core SDK (TypeScript-only, no WASM)
-    await RunAnywhere.initialize({
-      environment: SDKEnvironment.Development,
-      debug: true,
-    });
-
-    // Step 2: Register backends (loads WASM automatically)
-    await LlamaCPP.register();
-    await ONNX.register();
-
-    // Step 3: Register model catalog
-    RunAnywhere.registerModels(MODELS);
-
-    // Step 4: Wire up VLM worker
-    VLMWorkerBridge.shared.workerUrl = vlmWorkerUrl;
-    RunAnywhere.setVLMLoader({
-      get isInitialized() { return VLMWorkerBridge.shared.isInitialized; },
-      init: () => VLMWorkerBridge.shared.init(),
-      loadModel: (params) => VLMWorkerBridge.shared.loadModel(params),
-      unloadModel: () => VLMWorkerBridge.shared.unloadModel(),
-    });
-  })();
-
-  return _initPromise;
-}
-
-/** Get acceleration mode after init. */
-export function getAccelerationMode(): string | null {
-  return LlamaCPP.isRegistered ? LlamaCPP.accelerationMode : null;
-}
-
-// Re-export for convenience
-export { RunAnywhere, ModelManager, ModelCategory, VLMWorkerBridge };
diff --git a/src/storage/storageService.ts b/src/storage/storageService.ts
new file mode 100644
index 00000000..e838a5f1
--- /dev/null
+++ b/src/storage/storageService.ts
@@ -0,0 +1,91 @@
+export interface WorkoutRecord {
+  id: string;
+  exerciseId: string;
+  exerciseName: string;
+  date: number; // timestamp
+  durationSec: number;
+  correctReps: number;
+  incorrectReps: number;
+  plankHoldTime?: number;
+}
+
+export interface UserProfile {
+  totalWorkouts: number;
+  totalCorrectReps: number;
+  totalIncorrectReps: number;
+  bestPerfectRepStreak: number;
+}
+
+const HISTORY_KEY = 'kinesight_workout_history';
+const PROFILE_KEY = 'kinesight_profile';
+
+export const storageService = {
+  getWorkoutHistory: (): WorkoutRecord[] => {
+    try {
+      const data = localStorage.getItem(HISTORY_KEY);
+      return data ? JSON.parse(data) : [];
+    } catch {
+      return [];
+    }
+  },
+
+  saveWorkoutRecord: (record: Omit<WorkoutRecord, 'id'>) => {
+    try {
+      const history = storageService.getWorkoutHistory();
+      const newRecord: WorkoutRecord = {
+        ...record,
+        id: crypto.randomUUID()
+      };
+      
+      // Save record
+      history.push(newRecord);
+      localStorage.setItem(HISTORY_KEY, JSON.stringify(history));
+
+      // Update profile stats
+      const profile = storageService.getUserProfile();
+      profile.totalWorkouts += 1;
+      profile.totalCorrectReps += record.correctReps;
+      profile.totalIncorrectReps += record.incorrectReps;
+      storageService.saveUserProfile(profile);
+
+    } catch (err) {
+      console.warn("Failed to save workout record", err);
+    }
+  },
+
+  getUserProfile: (): UserProfile => {
+    try {
+      const data = localStorage.getItem(PROFILE_KEY);
+      if (data) return JSON.parse(data);
+    } catch {
+      // Ignore
+    }
+    return {
+      totalWorkouts: 0,
+      totalCorrectReps: 0,
+      totalIncorrectReps: 0,
+      bestPerfectRepStreak: 0,
+    };
+  },
+
+  saveUserProfile: (profile: UserProfile) => {
+    try {
+      localStorage.setItem(PROFILE_KEY, JSON.stringify(profile));
+    } catch (err) {
+      console.warn("Failed to save profile", err);
+    }
+  },
+
+  updateBestStreak: (streak: number) => {
+    const profile = storageService.getUserProfile();
+    if (streak > profile.bestPerfectRepStreak) {
+      profile.bestPerfectRepStreak = streak;
+      storageService.saveUserProfile(profile);
+    }
+  },
+
+  clearAllData: () => {
+    localStorage.removeItem(HISTORY_KEY);
+    localStorage.removeItem(PROFILE_KEY);
+  }
+};
diff --git a/src/styles/exercise-demo-showcase.css b/src/styles/exercise-demo-showcase.css
new file mode 100644
index 00000000..19373791
--- /dev/null
+++ b/src/styles/exercise-demo-showcase.css
@@ -0,0 +1,145 @@
+/* Exercise Demo Showcase Styles */
+
+.exercise-showcase {
+  max-width: 800px;
+  margin: 0 auto;
+  padding: 2rem;
+  font-family: var(--font-family);
+}
+
+.showcase-header {
+  text-align: center;
+  margin-bottom: 3rem;
+}
+
+.showcase-header h1 {
+  font-size: 2.5rem;
+  font-weight: 800;
+  color: var(--primary);
+  margin-bottom: 0.5rem;
+  background: linear-gradient(135deg, var(--primary), var(--primary-hover));
+  -webkit-background-clip: text;
+  -webkit-text-fill-color: transparent;
+  background-clip: text;
+}
+
+.showcase-header p {
+  font-size: 1.1rem;
+  color: var(--text-secondary);
+  margin: 0;
+}
+
+.exercise-selector {
+  margin-bottom: 3rem;
+}
+
+.exercise-selector h2 {
+  font-size: 1.5rem;
+  font-weight: 700;
+  color: var(--text-primary);
+  margin-bottom: 1rem;
+  text-align: center;
+}
+
+.exercise-buttons {
+  display: grid;
+  grid-template-columns: repeat(auto-fit, minmax(200px, 1fr));
+  gap: 1rem;
+  margin-bottom: 2rem;
+}
+
+.exercise-btn {
+  display: flex;
+  align-items: center;
+  gap: 0.75rem;
+  padding: 1rem 1.5rem;
+  border: 2px solid var(--border);
+  border-radius: 12px;
+  background: var(--bg-card);
+  color: var(--text-primary);
+  font-size: 1rem;
+  font-weight: 600;
+  cursor: pointer;
+  transition: all 0.3s ease;
+  text-align: left;
+}
+
+.exercise-btn:hover {
+  border-color: var(--primary);
+  transform: translateY(-2px);
+  box-shadow: 0 8px 25px rgba(var(--primary-rgb), 0.15);
+}
+
+.exercise-btn.active {
+  border-color: var(--primary);
+  background: linear-gradient(135deg, var(--primary), var(--primary-hover));
+  color: white;
+  box-shadow: 0 4px 15px rgba(var(--primary-rgb), 0.3);
+}
+
+.exercise-icon {
+  font-size: 1.5rem;
+}
+
+.exercise-name {
+  flex: 1;
+}
+
+.demo-container {
+  margin-bottom: 3rem;
+}
+
+.showcase-info {
+  background: var(--bg-card);
+  border-radius: 16px;
+  padding: 2rem;
+  border: 1px solid var(--border);
+  box-shadow: 0 4px 20px rgba(0, 0, 0, 0.08);
+}
+
+.showcase-info h3 {
+  font-size: 1.5rem;
+  font-weight: 700;
+  color: var(--primary);
+  margin-bottom: 1rem;
+}
+
+.showcase-info ul {
+  list-style: none;
+  padding: 0;
+  margin: 0;
+}
+
+.showcase-info li {
+  padding: 0.5rem 0;
+  border-bottom: 1px solid var(--border);
+  font-size: 1rem;
+  color: var(--text-primary);
+}
+
+.showcase-info li:last-child {
+  border-bottom: none;
+}
+
+/* Mobile responsiveness */
+@media (max-width: 768px) {
+  .exercise-showcase {
+    padding: 1rem;
+  }
+
+  .showcase-header h1 {
+    font-size: 2rem;
+  }
+
+  .exercise-buttons {
+    grid-template-columns: 1fr;
+  }
+
+  .exercise-btn {
+    padding: 0.875rem 1.25rem;
+  }
+
+  .showcase-info {
+    padding: 1.5rem;
+  }
+}
diff --git a/src/styles/exercise-demo.css b/src/styles/exercise-demo.css
new file mode 100644
index 00000000..d9466f78
--- /dev/null
+++ b/src/styles/exercise-demo.css
@@ -0,0 +1,371 @@
+/* Step-by-Step Exercise Animation Styles */
+
+.exercise-demo {
+  display: flex;
+  flex-direction: column;
+  align-items: center;
+  gap: 1rem;
+  color: var(--primary);
+  font-family: var(--font-family);
+  max-width: 400px;
+  margin: 0 auto;
+}
+
+.exercise-not-found {
+  color: var(--error);
+  font-size: 1.1rem;
+  text-align: center;
+  padding: 2rem;
+}
+
+/* Progress Bar */
+.demo-progress {
+  width: 100%;
+  height: 8px;
+  background: var(--bg-input);
+  border-radius: 4px;
+  overflow: hidden;
+  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+}
+
+.demo-progress-bar {
+  height: 100%;
+  background: linear-gradient(90deg, var(--primary), var(--primary-hover));
+  border-radius: 4px;
+  transition: width 0.5s ease;
+  box-shadow: 0 0 8px rgba(var(--primary-rgb), 0.3);
+}
+
+/* Step Counter */
+.demo-step-counter {
+  font-size: 0.9rem;
+  font-weight: 600;
+  color: var(--text-secondary);
+  text-align: center;
+  margin-bottom: 0.5rem;
+}
+
+/* Stick Figure */
+.stick-figure {
+  overflow: visible;
+  filter: drop-shadow(0 4px 8px rgba(0, 0, 0, 0.3));
+  transition: all 0.3s cubic-bezier(0.4, 0, 0.2, 1);
+}
+
+.demo-head,
+.demo-body,
+.demo-arm,
+.demo-leg {
+  transition: all 0.8s cubic-bezier(0.4, 0, 0.2, 1);
+}
+
+.demo-bg {
+  opacity: 0.5;
+  transition: opacity 0.3s ease;
+}
+
+.demo-ring {
+  animation: pulse-ring 3s infinite ease-in-out;
+  transform-origin: center;
+}
+
+@keyframes pulse-ring {
+  0%,
+  100% {
+    transform: scale(0.95);
+    opacity: 0.3;
+  }
+  50% {
+    transform: scale(1.05);
+    opacity: 0.8;
+  }
+}
+
+/* Step Information */
+.demo-step-info {
+  text-align: center;
+  padding: 1rem;
+  background: var(--bg-card);
+  border-radius: 12px;
+  border: 1px solid var(--border);
+  box-shadow: 0 2px 8px rgba(0, 0, 0, 0.1);
+  min-height: 80px;
+  display: flex;
+  flex-direction: column;
+  justify-content: center;
+}
+
+.demo-step-name {
+  font-size: 1.2rem;
+  font-weight: 700;
+  color: var(--primary);
+  margin: 0 0 0.5rem 0;
+  text-transform: uppercase;
+  letter-spacing: 0.5px;
+}
+
+.demo-step-description {
+  font-size: 0.95rem;
+  color: var(--text-primary);
+  line-height: 1.4;
+  margin: 0;
+}
+
+/* Controls */
+.demo-controls {
+  display: flex;
+  gap: 0.5rem;
+  justify-content: center;
+  align-items: center;
+  width: 100%;
+}
+
+.demo-control-btn {
+  padding: 0.75rem 1rem;
+  border: none;
+  border-radius: 8px;
+  background: var(--bg-input);
+  color: var(--text-primary);
+  font-size: 0.9rem;
+  font-weight: 600;
+  cursor: pointer;
+  transition: all 0.2s ease;
+  border: 1px solid var(--border);
+  min-width: 100px;
+  display: flex;
+  align-items: center;
+  justify-content: center;
+  gap: 0.25rem;
+}
+
+.demo-control-btn:hover {
+  background: var(--primary);
+  color: white;
+  transform: translateY(-1px);
+  box-shadow: 0 4px 12px rgba(var(--primary-rgb), 0.3);
+}
+
+.demo-control-btn:active {
+  transform: translateY(0);
+}
+
+/* Responsive Design */
+@media (max-width: 480px) {
+  .exercise-demo {
+    max-width: 100%;
+    padding: 0 1rem;
+  }
+
+  .demo-controls {
+    flex-direction: column;
+    gap: 0.25rem;
+  }
+
+  .demo-control-btn {
+    width: 100%;
+    min-width: unset;
+  }
+
+  .stick-figure {
+    width: 100px !important;
+    height: 100px !important;
+  }
+}
+
+/* Animation States */
+.exercise-demo.playing .stick-figure {
+  animation: breathing 2s infinite ease-in-out;
+}
+
+@keyframes breathing {
+  0%,
+  100% {
+    transform: scale(1);
+  }
+  50% {
+    transform: scale(1.02);
+  }
+}
+
+/* Legacy support for old keyframe animations */
+.demo-squats *,
+.demo-bicep-curls *,
+.demo-pushups *,
+.demo-lunges * {
+  animation-duration: 2.5s;
+  animation-timing-function: cubic-bezier(0.4, 0, 0.2, 1);
+  animation-iteration-count: infinite;
+}
+
+/* Keep old animations as fallback */
+@keyframes squat-body {
+  0%,
+  100% {
+    transform: translateY(0);
+  }
+  50% {
+    transform: translateY(18px);
+  }
+}
+@keyframes squat-leg-l {
+  0%,
+  100% {
+    transform: rotate(0deg) scaleY(1);
+  }
+  50% {
+    transform: rotate(-35deg) scaleY(0.5);
+  }
+}
+@keyframes squat-leg-r {
+  0%,
+  100% {
+    transform: rotate(0deg) scaleY(1);
+  }
+  50% {
+    transform: rotate(35deg) scaleY(0.5);
+  }
+}
+.demo-squats .demo-head,
+.demo-squats .demo-body,
+.demo-squats .demo-arm {
+  animation-name: squat-body;
+}
+.demo-squats .demo-leg-l {
+  animation-name: squat-leg-l;
+  transform-origin: 50px 55px;
+}
+.demo-squats .demo-leg-r {
+  animation-name: squat-leg-r;
+  transform-origin: 50px 55px;
+}
+
+@keyframes curl-arm-l {
+  0%,
+  100% {
+    transform: rotate(15deg);
+  }
+  50% {
+    transform: rotate(-110deg);
+  }
+}
+@keyframes curl-arm-r {
+  0%,
+  100% {
+    transform: rotate(-15deg);
+  }
+  50% {
+    transform: rotate(110deg);
+  }
+}
+.demo-bicep-curls .demo-arm-l {
+  animation-name: curl-arm-l;
+  transform-origin: 50px 34px;
+}
+.demo-bicep-curls .demo-arm-r {
+  animation-name: curl-arm-r;
+  transform-origin: 50px 34px;
+}
+
+@keyframes pushup-body {
+  0%,
+  100% {
+    transform: translateY(0) rotate(-75deg);
+  }
+  50% {
+    transform: translateY(18px) rotate(-75deg);
+  }
+}
+.demo-pushups .stick-figure {
+  transform: translateY(20px);
+}
+.demo-pushups .demo-head,
+.demo-pushups .demo-body,
+.demo-pushups .demo-leg {
+  animation-name: pushup-body;
+  transform-origin: 50px 85px;
+}
+.demo-pushups .demo-arm-l,
+.demo-pushups .demo-arm-r {
+  transform: rotate(-150deg);
+  transform-origin: 50px 34px;
+}
+
+@keyframes lunge-body {
+  0%,
+  100% {
+    transform: translateY(0);
+  }
+  50% {
+    transform: translateY(15px);
+  }
+}
+@keyframes lunge-leg-l {
+  0%,
+  100% {
+    transform: rotate(-15deg) scaleY(1);
+  }
+  50% {
+    transform: rotate(-45deg) scaleY(0.65);
+  }
+}
+@keyframes lunge-leg-r {
+  0%,
+  100% {
+    transform: rotate(25deg) scaleY(1);
+  }
+  50% {
+    transform: rotate(45deg) scaleY(0.65);
+  }
+}
+.demo-lunges .demo-head,
+.demo-lunges .demo-body,
+.demo-lunges .demo-arm {
+  animation-name: lunge-body;
+}
+.demo-lunges .demo-leg-l {
+  animation-name: lunge-leg-l;
+  transform-origin: 50px 55px;
+}
+.demo-lunges .demo-leg-r {
+  animation-name: lunge-leg-r;
+  transform-origin: 50px 55px;
+}
+
+/* Shoulder Press */
+@keyframes press-arm-l {
+  0%,
+  100% {
+    transform: translateY(0) rotate(140deg);
+  }
+  50% {
+    transform: translateY(-12px) rotate(175deg);
+  }
+}
+@keyframes press-arm-r {
+  0%,
+  100% {
+    transform: translateY(0) rotate(-140deg);
+  }
+  50% {
+    transform: translateY(-12px) rotate(-175deg);
+  }
+}
+.demo-shoulder-press .demo-arm-l {
+  animation-name: press-arm-l;
+  transform-origin: 50px 34px;
+}
+.demo-shoulder-press .demo-arm-r {
+  animation-name: press-arm-r;
+  transform-origin: 50px 34px;
+}
+
+/* Plank */
+.demo-plank .stick-figure {
+  transform: translateY(20px) rotate(-80deg);
+  transform-origin: center;
+}
+.demo-plank .demo-arm-l,
+.demo-plank .demo-arm-r {
+  transform: rotate(-100deg);
+  transform-origin: 50px 34px;
+}
diff --git a/src/styles/index.css b/src/styles/index.css
index f5849982..3cd5106f 100644
--- a/src/styles/index.css
+++ b/src/styles/index.css
@@ -1,5 +1,5 @@
 /* ---------------------------------------------------------------------------
- * RunAnywhere Web Starter — Design System
+ * Kine-Sight AI Fitness Coach — Design System
  * Dark theme, modern, responsive
  * --------------------------------------------------------------------------- */
 
@@ -25,7 +25,6 @@ body {
   background: var(--bg);
   color: var(--text);
   -webkit-font-smoothing: antialiased;
-  overflow: hidden;
 }
 
 /* ---------------------------------------------------------------------------
@@ -64,37 +63,6 @@ body {
   text-transform: uppercase;
 }
 
-/* ---------------------------------------------------------------------------
- * Tab bar
- * --------------------------------------------------------------------------- */
-
-.tab-bar {
-  display: flex;
-  border-bottom: 1px solid var(--border);
-}
-
-.tab-bar button {
-  flex: 1;
-  padding: 10px;
-  background: none;
-  border: none;
-  border-bottom: 2px solid transparent;
-  color: var(--text-muted);
-  font-size: 14px;
-  font-weight: 500;
-  cursor: pointer;
-  transition: all 0.2s;
-}
-
-.tab-bar button.active {
-  color: var(--primary);
-  border-bottom-color: var(--primary);
-}
-
-.tab-bar button:hover:not(.active) {
-  color: var(--text);
-}
-
 .tab-content {
   flex: 1;
   overflow: hidden;
@@ -137,7 +105,7 @@ body {
 @keyframes spin { to { transform: rotate(360deg); } }
 
 /* ---------------------------------------------------------------------------
- * Model banner
+ * Model banner (used for MediaPipe loading)
  * --------------------------------------------------------------------------- */
 
 .model-banner {
@@ -202,20 +170,9 @@ body {
 .btn-lg { padding: 12px 32px; font-size: 16px; }
 
 /* ---------------------------------------------------------------------------
- * Chat tab
+ * Empty state
  * --------------------------------------------------------------------------- */
 
-.chat-panel { position: relative; }
-
-.message-list {
-  flex: 1;
-  overflow-y: auto;
-  padding: 16px;
-  display: flex;
-  flex-direction: column;
-  gap: 12px;
-}
-
 .empty-state {
   display: flex;
   flex-direction: column;
@@ -229,474 +186,588 @@ body {
 
 .empty-state h3 { color: var(--text); font-size: 18px; }
 
-.message { display: flex; }
-.message-user { justify-content: flex-end; }
-.message-assistant { justify-content: flex-start; }
-
-.message-bubble {
-  max-width: 85%;
-  padding: 10px 14px;
-  border-radius: var(--radius);
-  font-size: 14px;
-  line-height: 1.5;
-  word-break: break-word;
-  white-space: pre-wrap;
-}
-
-.message-user .message-bubble {
-  background: var(--primary);
-  color: white;
-  border-bottom-right-radius: 4px;
-}
+.text-muted { color: var(--text-muted); font-size: 13px; }
 
-.message-assistant .message-bubble {
-  background: var(--bg-card);
-  border-bottom-left-radius: 4px;
-}
+/* ---------------------------------------------------------------------------
+ * Fitness tab
+ * --------------------------------------------------------------------------- */
 
-.message-stats {
-  margin-top: 6px;
-  font-size: 11px;
-  color: var(--text-muted);
-  opacity: 0.7;
+.fitness-panel {
+  padding: 0;
+  gap: 0;
+  overflow-y: auto;
 }
 
-.chat-input {
+/* Hero / exercise selection screen */
+.fitness-hero {
   display: flex;
+  flex-direction: column;
+  align-items: center;
   gap: 8px;
-  padding: 12px 16px;
-  border-top: 1px solid var(--border);
-  background: var(--bg);
+  padding: 28px 16px 12px;
 }
 
-.chat-input input {
-  flex: 1;
-  padding: 10px 14px;
-  border: 1px solid var(--border);
-  border-radius: var(--radius-sm);
-  background: var(--bg-input);
-  color: var(--text);
-  font-size: 14px;
-  outline: none;
+.fitness-hero-icon {
+  font-size: 48px;
+  animation: float 3s ease-in-out infinite;
 }
 
-.chat-input input:focus { border-color: var(--primary); }
+@keyframes float {
+  0%, 100% { transform: translateY(0); }
+  50% { transform: translateY(-8px); }
+}
 
-/* ---------------------------------------------------------------------------
- * Vision tab
- * --------------------------------------------------------------------------- */
+.fitness-hero h2 {
+  font-size: 22px;
+  font-weight: 700;
+  background: linear-gradient(135deg, var(--primary), #FF8A50);
+  -webkit-background-clip: text;
+  -webkit-text-fill-color: transparent;
+  background-clip: text;
+}
 
-.vision-panel { padding: 16px; gap: 12px; overflow-y: auto; }
+/* Exercise grid */
+.exercise-grid {
+  display: grid;
+  grid-template-columns: repeat(3, 1fr);
+  gap: 10px;
+  padding: 12px 16px 24px;
+}
 
-.vision-camera {
-  border-radius: var(--radius);
-  background: var(--bg-card);
-  min-height: 200px;
+.exercise-card {
   display: flex;
+  flex-direction: column;
   align-items: center;
-  justify-content: center;
-  overflow: hidden;
+  gap: 8px;
+  padding: 20px 12px;
+  background: var(--bg-card);
+  border: 1px solid var(--border);
+  border-radius: var(--radius);
+  cursor: pointer;
+  transition: all 0.25s cubic-bezier(0.4, 0, 0.2, 1);
 }
 
-.vision-prompt {
-  width: 100%;
-  padding: 10px 14px;
-  border: 1px solid var(--border);
-  border-radius: var(--radius-sm);
+.exercise-card:hover {
   background: var(--bg-input);
-  color: var(--text);
-  font-size: 14px;
-  outline: none;
+  border-color: var(--primary);
+  transform: translateY(-3px);
+  box-shadow: 0 8px 25px rgba(255, 85, 0, 0.15);
 }
 
-.vision-prompt:focus { border-color: var(--primary); }
-
-.vision-actions {
-  display: flex;
-  justify-content: center;
-  gap: 8px;
+.exercise-card:active {
+  transform: translateY(0);
 }
 
-.btn-live-active {
-  background: var(--red);
-  border-color: var(--red);
-  color: white;
-  animation: pulse-live 1.5s ease-in-out infinite;
+.exercise-card:disabled {
+  opacity: 0.4;
+  cursor: not-allowed;
+  transform: none;
 }
 
-@keyframes pulse-live {
-  0%, 100% { opacity: 1; }
-  50% { opacity: 0.7; }
+.exercise-icon {
+  font-size: 32px;
 }
 
-.live-badge {
-  display: inline-block;
-  font-size: 10px;
-  font-weight: 700;
-  padding: 2px 6px;
-  border-radius: 4px;
-  background: var(--red);
-  color: white;
-  letter-spacing: 1px;
-  margin-bottom: 6px;
+.exercise-name {
+  font-size: 12px;
+  font-weight: 600;
+  color: var(--text);
+  text-align: center;
 }
 
-.vision-result {
-  padding: 14px;
+/* Workout header */
+.fitness-workout-header {
+  display: flex;
+  align-items: center;
+  justify-content: space-between;
+  padding: 10px 16px;
   background: var(--bg-card);
-  border-radius: var(--radius);
-  font-size: 14px;
-  line-height: 1.5;
+  border-bottom: 1px solid var(--border);
 }
 
-.vision-result h4 {
-  font-size: 12px;
-  color: var(--text-muted);
-  margin-bottom: 6px;
-  text-transform: uppercase;
-  letter-spacing: 0.5px;
+.fitness-exercise-label {
+  display: flex;
+  align-items: center;
+  gap: 8px;
+  font-weight: 600;
+  font-size: 15px;
 }
 
-/* ---------------------------------------------------------------------------
- * Voice tab
- * --------------------------------------------------------------------------- */
+.exercise-icon-sm {
+  font-size: 20px;
+}
 
-.voice-panel { padding: 16px; gap: 16px; overflow-y: auto; }
+.fitness-timer {
+  font-size: 18px;
+  font-weight: 700;
+  font-family: 'SF Mono', 'Fira Code', monospace;
+  color: var(--primary);
+  letter-spacing: 1px;
+}
 
-.voice-center {
-  display: flex;
-  flex-direction: column;
-  align-items: center;
-  gap: 16px;
-  padding: 32px 0;
+/* Camera wrapper */
+.fitness-camera-wrapper {
+  padding: 12px 16px;
 }
 
-.voice-orb {
-  width: 120px;
-  height: 120px;
-  border-radius: 50%;
+.fitness-camera {
+  position: relative;
+  border-radius: var(--radius);
   background: var(--bg-card);
+  min-height: 220px;
   display: flex;
   align-items: center;
   justify-content: center;
-  transition: transform 0.2s, box-shadow 0.2s;
-  transform: scale(calc(1 + var(--level, 0) * 0.3));
+  overflow: hidden;
+  border: 3px solid transparent;
+  transition: border-color 0.4s ease;
 }
 
-.voice-orb[data-state="listening"] {
-  box-shadow: 0 0 40px rgba(255, 85, 0, 0.3);
+.fitness-camera.form-good {
+  border-color: var(--green);
+  box-shadow: 0 0 20px rgba(34, 197, 94, 0.2);
 }
 
-.voice-orb[data-state="processing"],
-.voice-orb[data-state="speaking"] {
-  box-shadow: 0 0 40px rgba(34, 197, 94, 0.3);
+.fitness-camera.form-bad {
+  border-color: var(--red);
+  box-shadow: 0 0 20px rgba(239, 68, 68, 0.2);
+  animation: shake 0.3s ease;
 }
 
-.voice-orb-inner {
-  width: 80px;
-  height: 80px;
+@keyframes shake {
+  0%, 100% { transform: translateX(0); }
+  25% { transform: translateX(-3px); }
+  75% { transform: translateX(3px); }
+}
+
+/* Form quality indicator */
+.form-indicator {
+  position: absolute;
+  top: 12px;
+  right: 12px;
+  width: 40px;
+  height: 40px;
   border-radius: 50%;
-  background: linear-gradient(135deg, var(--primary), var(--primary-hover));
-  opacity: 0.8;
+  display: flex;
+  align-items: center;
+  justify-content: center;
+  font-size: 18px;
+  font-weight: 700;
+  color: white;
+  background: var(--bg-input);
+  backdrop-filter: blur(8px);
+  z-index: 10;
+  transition: all 0.3s ease;
 }
 
-.voice-orb[data-state="listening"] .voice-orb-inner {
-  animation: pulse 1.5s ease-in-out infinite;
+.form-indicator.good {
+  background: var(--green);
+  box-shadow: 0 0 15px rgba(34, 197, 94, 0.5);
 }
 
-@keyframes pulse {
-  0%, 100% { transform: scale(1); opacity: 0.8; }
-  50% { transform: scale(1.1); opacity: 1; }
+.form-indicator.bad {
+  background: var(--red);
+  box-shadow: 0 0 15px rgba(239, 68, 68, 0.5);
+  animation: pulse-indicator 1s ease-in-out infinite;
 }
 
-.voice-status {
-  font-size: 14px;
-  color: var(--text-muted);
+@keyframes pulse-indicator {
+  0%, 100% { transform: scale(1); }
+  50% { transform: scale(1.15); }
 }
 
-.voice-transcript,
-.voice-response {
-  padding: 14px;
-  background: var(--bg-card);
-  border-radius: var(--radius);
-  font-size: 14px;
-  line-height: 1.5;
+/* Analyzing overlay */
+.fitness-analyzing {
+  position: absolute;
+  bottom: 12px;
+  left: 12px;
+  display: flex;
+  align-items: center;
+  gap: 6px;
+  padding: 4px 10px;
+  border-radius: 20px;
+  background: rgba(0, 0, 0, 0.6);
+  backdrop-filter: blur(8px);
+  color: white;
+  font-size: 11px;
+  font-weight: 500;
+  z-index: 10;
 }
 
-.voice-transcript h4,
-.voice-response h4 {
-  font-size: 12px;
-  color: var(--text-muted);
-  margin-bottom: 6px;
-  text-transform: uppercase;
-  letter-spacing: 0.5px;
+.fitness-analyzing-dot {
+  width: 6px;
+  height: 6px;
+  border-radius: 50%;
+  background: var(--primary);
+  animation: blink 1s ease-in-out infinite;
 }
 
-/* ---------------------------------------------------------------------------
- * Tools tab
- * --------------------------------------------------------------------------- */
+@keyframes blink {
+  0%, 100% { opacity: 1; }
+  50% { opacity: 0.3; }
+}
 
-.tools-panel { position: relative; }
+/* Rep counter */
+.rep-counter-section {
+  padding: 16px;
+  display: flex;
+  flex-direction: column;
+  gap: 12px;
+}
 
-.tools-toolbar {
+.rep-counter-main {
   display: flex;
   align-items: center;
-  gap: 8px;
-  padding: 10px 16px;
-  border-bottom: 1px solid var(--border);
+  justify-content: center;
 }
 
-.tools-toggle {
-  margin-left: auto;
+.rep-count-display {
   display: flex;
+  flex-direction: column;
   align-items: center;
-  gap: 6px;
-  font-size: 12px;
-  color: var(--text-muted);
-  cursor: pointer;
-  user-select: none;
+  padding: 12px 32px;
+  background: linear-gradient(135deg, var(--bg-card), var(--bg-input));
+  border-radius: 20px;
+  border: 1px solid var(--border);
 }
 
-.tools-toggle input { accent-color: var(--primary); }
-
-/* Tool registry */
-.tools-registry {
-  padding: 12px 16px;
-  border-bottom: 1px solid var(--border);
-  background: var(--bg-card);
-  max-height: 240px;
-  overflow-y: auto;
+.rep-count-number {
+  font-size: 56px;
+  font-weight: 800;
+  line-height: 1;
+  background: linear-gradient(135deg, var(--primary), #FF8A50);
+  -webkit-background-clip: text;
+  -webkit-text-fill-color: transparent;
+  background-clip: text;
 }
 
-.tools-registry h4 {
-  font-size: 12px;
+.rep-count-label {
+  font-size: 11px;
+  font-weight: 700;
   color: var(--text-muted);
+  letter-spacing: 3px;
   text-transform: uppercase;
-  letter-spacing: 0.5px;
-  margin-bottom: 10px;
 }
 
-.tool-card {
-  padding: 10px;
-  margin-bottom: 8px;
-  background: var(--bg-input);
-  border-radius: var(--radius-sm);
+.rep-counter-details {
+  display: flex;
+  justify-content: center;
+  gap: 16px;
 }
 
-.tool-card:last-child { margin-bottom: 0; }
-
-.tool-card-header {
+.rep-detail {
   display: flex;
+  flex-direction: column;
   align-items: center;
-  gap: 8px;
-  margin-bottom: 4px;
+  gap: 2px;
+  padding: 10px 16px;
+  background: var(--bg-card);
+  border-radius: var(--radius-sm);
+  border: 1px solid var(--border);
+  min-width: 80px;
 }
 
-.tool-card-header strong { font-size: 13px; }
+.rep-detail-icon {
+  font-size: 16px;
+}
 
-.tool-category {
-  font-size: 10px;
-  padding: 1px 6px;
-  border-radius: 4px;
-  background: var(--primary);
-  color: white;
-  font-weight: 600;
-  text-transform: uppercase;
+.rep-detail-value {
+  font-size: 20px;
+  font-weight: 700;
+  color: var(--text);
 }
 
-.tool-remove {
-  margin-left: auto;
-  padding: 0 6px;
-  font-size: 16px;
-  line-height: 1;
-  border: none;
-  background: none;
+.rep-detail-label {
+  font-size: 10px;
+  font-weight: 600;
   color: var(--text-muted);
-  cursor: pointer;
+  text-transform: uppercase;
+  letter-spacing: 0.5px;
 }
 
-.tool-remove:hover { color: var(--red); }
+.rep-detail.correct .rep-detail-value { color: var(--green); }
+.rep-detail.incorrect .rep-detail-value { color: var(--red); }
+.rep-detail.accuracy .rep-detail-value { color: var(--primary); }
 
-.tool-card-desc {
-  font-size: 12px;
-  color: var(--text-muted);
+/* Feedback */
+.fitness-feedback {
+  margin: 0 16px;
+  padding: 12px 16px;
+  border-radius: var(--radius);
+  font-size: 14px;
+  font-weight: 500;
   line-height: 1.4;
-  margin-bottom: 6px;
+  background: var(--bg-card);
+  border: 1px solid var(--border);
+  transition: all 0.3s ease;
+  animation: fadeIn 0.3s ease;
 }
 
-.tool-params {
-  display: flex;
-  flex-wrap: wrap;
-  gap: 4px;
+@keyframes fadeIn {
+  from { opacity: 0; transform: translateY(4px); }
+  to { opacity: 1; transform: translateY(0); }
 }
 
-.tool-param {
-  font-size: 11px;
-  padding: 2px 6px;
-  border-radius: 4px;
-  background: var(--bg);
-  color: var(--text-muted);
-  font-family: 'SF Mono', 'Fira Code', monospace;
+.fitness-feedback.good {
+  background: rgba(34, 197, 94, 0.1);
+  border-color: rgba(34, 197, 94, 0.3);
+  color: #86efac;
+}
+
+.fitness-feedback.bad {
+  background: rgba(239, 68, 68, 0.1);
+  border-color: rgba(239, 68, 68, 0.3);
+  color: #fca5a5;
 }
 
-/* Custom tool form */
-.tools-form {
+/* Tips */
+.fitness-tips {
+  margin: 12px 16px;
   padding: 12px 16px;
-  border-bottom: 1px solid var(--border);
   background: var(--bg-card);
+  border-radius: var(--radius);
+  border: 1px solid var(--border);
+}
+
+.fitness-tips h4 {
+  font-size: 12px;
+  font-weight: 600;
+  color: var(--text-muted);
+  margin-bottom: 8px;
+}
+
+.fitness-tips ul {
+  list-style: none;
   display: flex;
   flex-direction: column;
-  gap: 8px;
+  gap: 4px;
 }
 
-.tools-form h4 {
+.fitness-tips li {
   font-size: 12px;
   color: var(--text-muted);
-  text-transform: uppercase;
-  letter-spacing: 0.5px;
+  padding-left: 16px;
+  position: relative;
 }
 
-.tools-input {
-  padding: 8px 10px;
-  border: 1px solid var(--border);
-  border-radius: var(--radius-sm);
-  background: var(--bg-input);
-  color: var(--text);
-  font-size: 13px;
-  outline: none;
-  width: 100%;
+.fitness-tips li::before {
+  content: '•';
+  position: absolute;
+  left: 0;
+  color: var(--primary);
+  font-weight: 700;
 }
 
-.tools-input:focus { border-color: var(--primary); }
-.tools-input-sm { padding: 6px 8px; font-size: 12px; }
+/* Error */
+.fitness-error {
+  margin: 0 16px;
+  padding: 12px 16px;
+  background: rgba(239, 68, 68, 0.1);
+  border: 1px solid rgba(239, 68, 68, 0.3);
+  border-radius: var(--radius);
+}
 
-.tools-form-section {
+/* Controls */
+.fitness-controls {
   display: flex;
-  flex-direction: column;
-  gap: 6px;
+  justify-content: center;
+  gap: 10px;
+  padding: 16px;
+  margin-top: auto;
+  border-top: 1px solid var(--border);
+  background: var(--bg);
 }
 
-.tools-form-label {
-  font-size: 11px;
-  color: var(--text-muted);
-  text-transform: uppercase;
-  letter-spacing: 0.5px;
+.btn-stop {
+  background: var(--red);
+  border-color: var(--red);
+  color: white;
+  padding: 10px 24px;
+  font-size: 15px;
+  font-weight: 600;
 }
 
-.tools-param-row {
-  display: flex;
-  gap: 6px;
-  align-items: center;
+.btn-stop:hover {
+  background: #DC2626;
 }
 
-.tools-param-row .tools-input-sm { flex: 1; min-width: 0; }
-.tools-param-row select { flex: 0 0 80px; }
+/* Skeleton canvas overlay */
+.skeleton-canvas {
+  width: 100%;
+  border-radius: 12px;
+  display: block;
+}
 
-.tools-checkbox {
+/* Angle badge in workout header */
+.fitness-header-right {
   display: flex;
   align-items: center;
-  gap: 3px;
-  font-size: 11px;
-  color: var(--text-muted);
-  white-space: nowrap;
-  cursor: pointer;
+  gap: 12px;
 }
 
-.tools-checkbox input { accent-color: var(--primary); }
+.fitness-angle-badge {
+  font-size: 16px;
+  font-weight: 800;
+  font-family: 'SF Mono', 'Fira Code', monospace;
+  color: #FF8A50;
+  background: rgba(255, 138, 80, 0.12);
+  padding: 2px 10px;
+  border-radius: 10px;
+  letter-spacing: 0.5px;
+}
 
-.tools-form-actions {
-  display: flex;
-  gap: 8px;
+/* Phase indicator overlay */
+.phase-indicator {
+  position: absolute;
+  bottom: 12px;
+  right: 12px;
+  padding: 4px 12px;
+  border-radius: 20px;
+  font-size: 12px;
+  font-weight: 700;
+  z-index: 10;
+  backdrop-filter: blur(8px);
 }
 
-.tools-form-hint {
-  font-size: 11px;
-  color: var(--text-muted);
-  font-style: italic;
+.phase-indicator.up {
+  background: rgba(34, 197, 94, 0.7);
+  color: white;
 }
 
-/* Execution trace */
-.tools-trace {
-  flex: 1;
-  overflow-y: auto;
-  padding: 16px;
+.phase-indicator.down {
+  background: rgba(59, 130, 246, 0.7);
+  color: white;
+}
+
+/* Persistent Demo Overlay */
+.demo-overlay-wrapper {
+  position: absolute;
+  top: 12px;
+  left: 12px;
+  background: rgba(15, 23, 42, 0.75);
+  backdrop-filter: blur(8px);
+  border-radius: var(--radius);
+  border: 1px solid rgba(255, 255, 255, 0.15);
+  z-index: 10;
   display: flex;
   flex-direction: column;
-  gap: 10px;
+  align-items: center;
+  padding: 8px 8px 4px;
+  box-shadow: 0 4px 15px rgba(0, 0, 0, 0.3);
+  transform: scale(0.9);
+  transform-origin: top left;
+}
+
+.demo-overlay-label {
+  font-size: 10px;
+  font-weight: 700;
+  color: var(--text-muted);
+  text-transform: uppercase;
+  letter-spacing: 1px;
+  margin-top: 2px;
 }
 
-.tools-examples {
+/* ---------------------------------------------------------------------------
+ * Countdown Timer Overlay
+ * --------------------------------------------------------------------------- */
+
+.countdown-overlay {
+  position: absolute;
+  top: 0;
+  left: 0;
+  right: 0;
+  bottom: 0;
   display: flex;
-  flex-wrap: wrap;
-  gap: 6px;
-  margin-top: 8px;
+  flex-direction: column;
+  align-items: center;
   justify-content: center;
+  background: rgba(15, 23, 42, 0.4);
+  backdrop-filter: blur(4px);
+  z-index: 20;
+  border-radius: var(--radius);
 }
 
-.trace-step {
-  border-radius: var(--radius-sm);
-  overflow: hidden;
+.countdown-number {
+  font-size: 120px;
+  font-weight: 900;
+  line-height: 1;
+  background: linear-gradient(135deg, var(--primary), #FF8A50);
+  -webkit-background-clip: text;
+  -webkit-text-fill-color: transparent;
+  background-clip: text;
+  animation: countdown-pop 1s ease-out;
 }
 
-.trace-label {
-  font-size: 11px;
+.countdown-label {
+  font-size: 16px;
   font-weight: 600;
-  padding: 6px 10px;
+  color: var(--text-muted);
+  margin-top: 12px;
   text-transform: uppercase;
-  letter-spacing: 0.5px;
+  letter-spacing: 3px;
 }
 
-.trace-content {
-  padding: 8px 10px;
+.countdown-go {
+  font-size: 80px;
+  font-weight: 900;
+  color: var(--green);
+  animation: countdown-pop 0.5s ease-out;
+  text-shadow: 0 0 40px rgba(34, 197, 94, 0.5);
 }
 
-.trace-content pre {
-  font-family: 'SF Mono', 'Fira Code', monospace;
-  font-size: 12px;
-  line-height: 1.5;
-  white-space: pre-wrap;
-  word-break: break-word;
+@keyframes countdown-pop {
+  0% { transform: scale(1.6); opacity: 0; }
+  50% { transform: scale(0.95); opacity: 1; }
+  100% { transform: scale(1); opacity: 1; }
 }
 
-.trace-step.trace-user {
-  background: var(--primary);
-  color: white;
-}
-
-.trace-step.trace-user .trace-label { background: rgba(0,0,0,0.15); }
-
-.trace-step.trace-tool_call {
-  background: #1a2744;
-  border: 1px solid #2563EB;
+/* Countdown ring animation */
+.countdown-ring {
+  position: absolute;
+  width: 180px;
+  height: 180px;
+  border-radius: 50%;
+  border: 4px solid transparent;
+  border-top-color: var(--primary);
+  animation: countdown-spin 1s linear;
 }
 
-.trace-step.trace-tool_call .trace-label {
-  background: #2563EB;
-  color: white;
+@keyframes countdown-spin {
+  from { transform: rotate(0deg); }
+  to { transform: rotate(360deg); }
 }
 
-.trace-step.trace-tool_result {
-  background: #1a2e1a;
-  border: 1px solid var(--green);
-}
+/* ---------------------------------------------------------------------------
+ * Plank hold timer
+ * --------------------------------------------------------------------------- */
 
-.trace-step.trace-tool_result .trace-label {
-  background: var(--green);
-  color: white;
+.plank-hold-section {
+  padding: 16px;
+  display: flex;
+  flex-direction: column;
+  align-items: center;
+  gap: 8px;
 }
 
-.trace-step.trace-response {
-  background: var(--bg-card);
+.plank-hold-time {
+  font-size: 48px;
+  font-weight: 800;
+  font-family: 'SF Mono', 'Fira Code', monospace;
+  background: linear-gradient(135deg, var(--primary), #FF8A50);
+  -webkit-background-clip: text;
+  -webkit-text-fill-color: transparent;
+  background-clip: text;
 }
 
-.trace-step.trace-response .trace-label {
-  background: var(--bg-input);
+.plank-hold-label {
+  font-size: 11px;
+  font-weight: 700;
   color: var(--text-muted);
+  letter-spacing: 3px;
+  text-transform: uppercase;
 }
 
-.trace-step.trace-loading .trace-label {
+.plank-hold-best {
+  font-size: 13px;
   color: var(--text-muted);
-  animation: pulse 1.5s ease-in-out infinite;
 }
-
-.text-muted { color: var(--text-muted); font-size: 13px; }
diff --git a/src/tts/ttsService.ts b/src/tts/ttsService.ts
new file mode 100644
index 00000000..5a7ae40c
--- /dev/null
+++ b/src/tts/ttsService.ts
@@ -0,0 +1,86 @@
+export class TTSService {
+  private synth: SpeechSynthesis | null = null;
+  private voice: SpeechSynthesisVoice | null = null;
+  private enabled: boolean = true;
+  private voicesLoaded: boolean = false;
+
+  constructor() {
+    if (typeof window !== 'undefined' && 'speechSynthesis' in window) {
+      this.synth = window.speechSynthesis;
+    }
+    this.enabled = localStorage.getItem('kinesight_tts_enabled') !== 'false';
+
+    // Voices may take time to load — listen for the async event
+    if (this.synth) {
+      this.loadVoices();
+      this.synth.addEventListener('voiceschanged', () => this.loadVoices());
+    }
+  }
+
+  private loadVoices() {
+    if (!this.synth) return;
+    const voices = this.synth.getVoices();
+    if (voices.length === 0) return;
+
+    this.voicesLoaded = true;
+
+    // Prefer high-quality, calm English voices (Google US, Samantha, Daniel, etc.)
+    const preferredKeywords = ['Google US', 'Google UK', 'Samantha', 'Daniel', 'Karen', 'Moira', 'Premium', 'Natural', 'Enhanced'];
+    const englishVoices = voices.filter(v => v.lang.startsWith('en'));
+
+    const premium = englishVoices.filter(v =>
+      preferredKeywords.some(kw => v.name.includes(kw))
+    );
+
+    if (premium.length > 0) {
+      this.voice = premium[0];
+    } else if (englishVoices.length > 0) {
+      this.voice = englishVoices[0];
+    } else {
+      this.voice = voices[0];
+    }
+  }
+
+  public setEnabled(val: boolean) {
+    this.enabled = val;
+    localStorage.setItem('kinesight_tts_enabled', String(val));
+    if (!val && this.synth) {
+      this.synth.cancel();
+    }
+  }
+
+  public isEnabled(): boolean {
+    return this.enabled;
+  }
+
+  public speak(text: string) {
+    if (!this.enabled || !text.trim() || !this.synth) return;
+
+    // Chrome bug workaround: cancel() immediately before speak() can swallow the utterance.
+    // We cancel first, then use a microtask delay before speaking.
+    this.synth.cancel();
+
+    setTimeout(() => {
+      if (!this.synth) return;
+
+      // Re-check voices if not loaded yet (lazy init on first user gesture)
+      if (!this.voicesLoaded) {
+        this.loadVoices();
+      }
+
+      const utterance = new SpeechSynthesisUtterance(text);
+      if (this.voice) {
+        utterance.voice = this.voice;
+      }
+
+      // Natural, calm settings
+      utterance.rate = 1.05;
+      utterance.pitch = 0.95;
+      utterance.volume = 1.0;
+
+      this.synth.speak(utterance);
+    }, 100); // 100ms delay to let Chrome's cancel() fully flush
+  }
+}
+
+export const ttsService = new TTSService();
diff --git a/src/types/mediapipe.d.ts b/src/types/mediapipe.d.ts
new file mode 100644
index 00000000..98b60349
--- /dev/null
+++ b/src/types/mediapipe.d.ts
@@ -0,0 +1,24 @@
+declare module '@mediapipe/tasks-vision' {
+  export class PoseLandmarker {
+    static createFromOptions(vision: FilesetResolver, options: any): Promise<PoseLandmarker>;
+    static POSE_CONNECTIONS: any;
+    detectForVideo(video: HTMLVideoElement, timestamp: number): { landmarks: NormalizedLandmark[][] };
+  }
+  
+  export class FilesetResolver {
+    static forVisionTasks(url: string): Promise<any>;
+  }
+
+  export class DrawingUtils {
+    constructor(ctx: CanvasRenderingContext2D);
+    drawConnectors(landmarks: NormalizedLandmark[], connections: any, options?: any): void;
+    drawLandmarks(landmarks: NormalizedLandmark[], options?: any): void;
+  }
+
+  export interface NormalizedLandmark {
+    x: number;
+    y: number;
+    z: number;
+    visibility?: number;
+  }
+}
diff --git a/src/workers/vlm-worker.ts b/src/workers/vlm-worker.ts
deleted file mode 100644
index a6a09115..00000000
--- a/src/workers/vlm-worker.ts
+++ /dev/null
@@ -1,10 +0,0 @@
-/**
- * VLM Web Worker entry point.
- *
- * This file is bundled by Vite as a standalone worker chunk via the
- * `?worker&url` import in runanywhere.ts. All VLM inference runs off
- * the main thread so the camera and UI stay responsive.
- */
-import { startVLMWorkerRuntime } from '@runanywhere/web-llamacpp';
-
-startVLMWorkerRuntime();
diff --git a/stitch_screens/ai_coach.html b/stitch_screens/ai_coach.html
new file mode 100644
index 00000000..7ba2e1ac
--- /dev/null
+++ b/stitch_screens/ai_coach.html
@@ -0,0 +1,296 @@
+<!DOCTYPE html>
+
+<html class="light" lang="en"><head>
+<meta charset="utf-8"/>
+<meta content="width=device-width, initial-scale=1.0" name="viewport"/>
+<title>KINETIC | AI Fitness Coach</title>
+<script src="https://cdn.tailwindcss.com?plugins=forms,container-queries"></script>
+<link href="https://fonts.googleapis.com/css2?family=Inter:wght@300;400;500;600;700;800;900&amp;display=swap" rel="stylesheet"/>
+<link href="https://fonts.googleapis.com/css2?family=Material+Symbols+Outlined:wght@100..700,0..1&amp;display=swap" rel="stylesheet"/>
+<link href="https://fonts.googleapis.com/css2?family=Material+Symbols+Outlined:wght,FILL@100..700,0..1&amp;display=swap" rel="stylesheet"/>
+<script id="tailwind-config">
+      tailwind.config = {
+        darkMode: "class",
+        theme: {
+          extend: {
+            colors: {
+              "on-background": "#101d25",
+              "inverse-on-surface": "#e5f2fe",
+              "inverse-primary": "#ffb59d",
+              "outline-variant": "#e5beb2",
+              "surface-container-highest": "#d7e4f0",
+              "surface": "#f5faff",
+              "inverse-surface": "#25323b",
+              "primary-container": "#d14300",
+              "surface-bright": "#f5faff",
+              "background": "#f5faff",
+              "on-secondary-container": "#636262",
+              "tertiary-container": "#697680",
+              "on-primary-fixed-variant": "#832700",
+              "surface-dim": "#cedce7",
+              "error": "#ba1a1a",
+              "on-surface": "#101d25",
+              "outline": "#907065",
+              "surface-variant": "#d7e4f0",
+              "surface-tint": "#ab3500",
+              "on-error-container": "#93000a",
+              "on-secondary": "#ffffff",
+              "on-primary-fixed": "#390c00",
+              "secondary": "#5f5e5e",
+              "on-tertiary": "#ffffff",
+              "on-tertiary-container": "#fcfcff",
+              "on-primary-container": "#fffbff",
+              "secondary-fixed": "#e5e2e1",
+              "primary": "#a73400",
+              "primary-fixed-dim": "#ffb59d",
+              "surface-container-high": "#dceaf5",
+              "surface-container-lowest": "#ffffff",
+              "primary-fixed": "#ffdbd0",
+              "secondary-fixed-dim": "#c8c6c5",
+              "on-secondary-fixed-variant": "#474746",
+              "error-container": "#ffdad6",
+              "tertiary": "#515e67",
+              "on-primary": "#ffffff",
+              "on-tertiary-fixed-variant": "#3c4852",
+              "surface-container-low": "#eaf5ff",
+              "surface-container": "#e2f0fb",
+              "tertiary-fixed": "#d7e4f0",
+              "on-tertiary-fixed": "#101d25",
+              "secondary-container": "#e2dfde",
+              "on-surface-variant": "#5c4037",
+              "on-error": "#ffffff",
+              "on-secondary-fixed": "#1b1b1c",
+              "tertiary-fixed-dim": "#bbc8d3"
+            },
+            fontFamily: {
+              "headline": ["Inter"],
+              "body": ["Inter"],
+              "label": ["Inter"]
+            },
+            borderRadius: {"DEFAULT": "0.125rem", "lg": "0.25rem", "xl": "0.5rem", "full": "0.75rem"},
+          },
+        },
+      }
+    </script>
+<style>
+        .material-symbols-outlined {
+            font-variation-settings: 'FILL' 0, 'wght' 400, 'GRAD' 0, 'opsz' 24;
+        }
+        .hide-scrollbar::-webkit-scrollbar { display: none; }
+        .hide-scrollbar { -ms-overflow-style: none; scrollbar-width: none; }
+    </style>
+<style>
+    body {
+      min-height: max(884px, 100dvh);
+    }
+  </style>
+  </head>
+<body class="bg-surface text-on-surface font-body selection:bg-primary-container selection:text-white">
+<!-- TopAppBar Shell -->
+<header class="fixed top-0 w-full z-50 bg-white/70 dark:bg-slate-900/70 backdrop-blur-xl shadow-sm dark:shadow-none h-16 px-6 flex items-center justify-between">
+<div class="flex items-center gap-3">
+<div class="w-10 h-10 rounded-full overflow-hidden bg-surface-container-highest">
+<img alt="user profile picture" class="w-full h-full object-cover" data-alt="Close up of a professional athlete face" src="https://lh3.googleusercontent.com/aida-public/AB6AXuCDbp4LpTLEtL2TM7uKdhP-jByoGbDZIGefOVcWwAJs0G2nPUWmldtu3o7wOqtv6YOqvjzI4Gn28sr5y-SPXwgfjMguLjgdaczPfnjVXJWd1djV5P4UyRRtdr0D2hit7CxtDncUGVOU79gIb2N1t2oPMborWc4J2mVxt2Z3xI7WTgAmRAwdYj8DG29iRQQwys6DG27wX0iWHdGjOBhNQ7UmF--9cxkrqOAHyrLmjppf7u5_c_tnUf7VA8KyVn2yd7DW2xVboJ8UX46b"/>
+</div>
+<span class="text-xl font-black italic tracking-tighter text-slate-900 dark:text-white">KINETIC</span>
+</div>
+<div class="flex items-center gap-4">
+<span class="material-symbols-outlined text-[#FC5200] text-2xl" data-icon="local_fire_department">local_fire_department</span>
+</div>
+</header>
+<main class="pt-20 pb-24 px-4 md:px-8 max-w-5xl mx-auto">
+<!-- AI Coach Hero Header -->
+<section class="mb-10">
+<div class="flex items-baseline gap-2 mb-2">
+<span class="label-md text-secondary uppercase tracking-widest font-bold">Session Objective</span>
+<div class="h-px flex-grow bg-surface-container-high"></div>
+</div>
+<h1 class="text-4xl md:text-5xl font-extrabold tracking-tight text-on-background leading-none mb-4">
+                Let's calibrate your <span class="text-primary italic">next move.</span>
+</h1>
+<p class="text-secondary body-md max-w-lg">
+                I'm your Kinetic AI. Tell me your constraints, and I'll generate a precision-engineered routine for maximum athletic output.
+            </p>
+</section>
+<!-- Dynamic Constraint Toggles -->
+<section class="mb-12">
+<div class="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-4 gap-4">
+<div class="bg-surface-container-lowest p-5 rounded-xl transition-all active:scale-95 border-b-4 border-transparent hover:border-primary cursor-pointer group">
+<span class="material-symbols-outlined text-primary mb-3 block" data-icon="schedule">schedule</span>
+<p class="label-md text-secondary mb-1">DURATION</p>
+<h3 class="headline-sm font-bold">30 mins</h3>
+</div>
+<div class="bg-surface-container-lowest p-5 rounded-xl transition-all active:scale-95 border-b-4 border-transparent hover:border-primary cursor-pointer group">
+<span class="material-symbols-outlined text-primary mb-3 block" data-icon="fitness_center">fitness_center</span>
+<p class="label-md text-secondary mb-1">EQUIPMENT</p>
+<h3 class="headline-sm font-bold">Dumbbells</h3>
+</div>
+<div class="bg-surface-container-lowest p-5 rounded-xl transition-all active:scale-95 border-b-4 border-primary cursor-pointer group">
+<span class="material-symbols-outlined text-primary mb-3 block" data-icon="target">target</span>
+<p class="label-md text-secondary mb-1">FOCUS</p>
+<h3 class="headline-sm font-bold">Core Focus</h3>
+</div>
+<div class="bg-surface-container-lowest p-5 rounded-xl transition-all active:scale-95 border-b-4 border-transparent hover:border-primary cursor-pointer group">
+<span class="material-symbols-outlined text-primary mb-3 block" data-icon="bolt">bolt</span>
+<p class="label-md text-secondary mb-1">INTENSITY</p>
+<h3 class="headline-sm font-bold">High (RPE 8)</h3>
+</div>
+</div>
+</section>
+<!-- Conversational Chat Input Bar -->
+<div class="relative mb-16">
+<div class="absolute inset-0 bg-primary/5 blur-3xl rounded-full"></div>
+<div class="relative flex items-center bg-white/70 backdrop-blur-xl border border-outline-variant/20 rounded-full p-2 pl-6 shadow-xl">
+<input class="bg-transparent border-none focus:ring-0 w-full text-on-background placeholder-secondary font-medium" placeholder="Refine your workout (e.g., 'Add a 5min warm-up')..." type="text"/>
+<button class="bg-primary hover:bg-primary-container text-white p-3 rounded-full flex items-center justify-center transition-all active:scale-90">
+<span class="material-symbols-outlined" data-icon="send">send</span>
+</button>
+</div>
+</div>
+<!-- Generated Routine Section (Bento Style) -->
+<div class="grid grid-cols-1 lg:grid-cols-12 gap-8">
+<!-- Main Content: Exercises -->
+<div class="lg:col-span-8 space-y-6">
+<div class="flex items-center justify-between mb-4">
+<h2 class="headline-lg font-black tracking-tighter uppercase">Generated Routine</h2>
+<div class="flex gap-2">
+<span class="px-3 py-1 bg-surface-container-high rounded-full text-[10px] font-black tracking-widest uppercase">Precision Tier</span>
+</div>
+</div>
+<!-- Exercise Card 1 -->
+<div class="group relative bg-surface-container-lowest rounded-xl overflow-hidden flex flex-col md:flex-row h-auto md:h-48 border border-transparent hover:border-primary/20 transition-all">
+<div class="w-full md:w-48 h-48 bg-surface-container overflow-hidden">
+<img alt="Weighted Plank" class="w-full h-full object-cover group-hover:scale-110 transition-transform duration-500" data-alt="Athlete performing a perfect weighted plank on floor" src="https://lh3.googleusercontent.com/aida-public/AB6AXuDqTXC9Z4LCZU8ocE2I6RMur36sBJoaK7aSx39c4Tbvgx_qlzGzwY9-ClMaxcS8ZqDM3-JLBJhzWUbaD2U6Zi4G70W1WUqo1L7Y-71vk42U7MoCoewVYcEEI7jKRdE0E9vYj2DtJo9oPi6pGQh5G7F4tN4ETeDlDCrGmQPgt0lkHsB2Gy5yaQ5u8gikMO7M4XEvzN4yyaMicWfIyDmzISNkDyoZVt7Y1rLqX9HjAzOrHJJfWHdHcJ3NEaMsVbyS582JDKT4P5nDR-Ff"/>
+</div>
+<div class="flex-grow p-6 flex flex-col justify-between">
+<div>
+<div class="flex justify-between items-start mb-2">
+<h4 class="text-xl font-extrabold uppercase tracking-tight">Weighted Plank Reach</h4>
+<span class="text-primary font-bold text-sm">3 Sets</span>
+</div>
+<p class="text-secondary text-sm line-clamp-2">Engage transverse abdominis by reaching forward slowly while maintaining a neutral spine. Control the dumbbell drag.</p>
+</div>
+<div class="flex gap-6 mt-4">
+<div class="flex flex-col">
+<span class="label-md text-secondary font-bold uppercase tracking-widest text-[10px]">REPS</span>
+<span class="text-2xl font-black italic">12 Per Side</span>
+</div>
+<div class="flex flex-col">
+<span class="label-md text-secondary font-bold uppercase tracking-widest text-[10px]">REST</span>
+<span class="text-2xl font-black italic">45s</span>
+</div>
+</div>
+</div>
+</div>
+<!-- Exercise Card 2 -->
+<div class="group relative bg-surface-container-lowest rounded-xl overflow-hidden flex flex-col md:flex-row h-auto md:h-48 border border-transparent hover:border-primary/20 transition-all">
+<div class="w-full md:w-48 h-48 bg-surface-container overflow-hidden">
+<img alt="Dumbbell Russian Twists" class="w-full h-full object-cover group-hover:scale-110 transition-transform duration-500" data-alt="Muscular athlete doing seated russian twists with dumbbell" src="https://lh3.googleusercontent.com/aida-public/AB6AXuBgf5z7VUPTaCJk58s2Ye4m01T6tUPjkjofwaYL7oeSwpIJaXmuaFJhPRRexPJeCg0GCEWDmyCLKi1r_2HR8PvQ869KBXdN96KQFnQoI0RkUWGZfj7gD8WFDlNWaAbI069P1IjO9M7950qk4y4YZZ6nkwCpcxmusHyCOYlz29OJHgzPng-eX0u9vSzN2Ex3M378qOWibVh4Nfgol12FQ2auWL9xaoJNPK5MigBEUr0kEBpucqicd-dpl9YkvazPo1oqCBWF_URlxH2w"/>
+</div>
+<div class="flex-grow p-6 flex flex-col justify-between">
+<div>
+<div class="flex justify-between items-start mb-2">
+<h4 class="text-xl font-extrabold uppercase tracking-tight">Dynamic Russian Twists</h4>
+<span class="text-primary font-bold text-sm">4 Sets</span>
+</div>
+<p class="text-secondary text-sm line-clamp-2">Focus on the rotation from the ribs, not just moving the arms. Keep heels 2 inches off the ground for constant tension.</p>
+</div>
+<div class="flex gap-6 mt-4">
+<div class="flex flex-col">
+<span class="label-md text-secondary font-bold uppercase tracking-widest text-[10px]">WEIGHT</span>
+<span class="text-2xl font-black italic">15 lbs</span>
+</div>
+<div class="flex flex-col">
+<span class="label-md text-secondary font-bold uppercase tracking-widest text-[10px]">REPS</span>
+<span class="text-2xl font-black italic">20 Total</span>
+</div>
+</div>
+</div>
+</div>
+<!-- Exercise Card 3 -->
+<div class="group relative bg-surface-container-lowest rounded-xl overflow-hidden flex flex-col md:flex-row h-auto md:h-48 border border-transparent hover:border-primary/20 transition-all">
+<div class="w-full md:w-48 h-48 bg-surface-container overflow-hidden">
+<img alt="Leg Raises" class="w-full h-full object-cover group-hover:scale-110 transition-transform duration-500" data-alt="Athlete hanging from pull up bar doing leg raises" src="https://lh3.googleusercontent.com/aida-public/AB6AXuBiijEglp5hoChMmxci7r5Ty0ACxQPQIt4vpHaLFUS1ZSMvA32-40n8vQScffu9IwWfl36RCxUlDqOZsF847wQEqhZgWLnP6rAwp1PikorGnfdT_Sliww4eYQAr9yfxLfNn1qXZiFclZ5z-KhVxJ0ma9yxTNSBpJOv1GxQ6892kPnv68Zz4dwMfHXhrjUorCccyG4PFYDrtEv1YCMwtg6UZNohiuFcK9iTKg0tTUL6JNYH1W5QhQPnSwkMapCgB6m2_-o6zB__dEEE2"/>
+</div>
+<div class="flex-grow p-6 flex flex-col justify-between">
+<div>
+<div class="flex justify-between items-start mb-2">
+<h4 class="text-xl font-extrabold uppercase tracking-tight">L-Sit Compression</h4>
+<span class="text-primary font-bold text-sm">3 Sets</span>
+</div>
+<p class="text-secondary text-sm line-clamp-2">Explosive lift followed by a 3-second negative descent. This targets the lower-abdominal kinetic chain.</p>
+</div>
+<div class="flex gap-6 mt-4">
+<div class="flex flex-col">
+<span class="label-md text-secondary font-bold uppercase tracking-widest text-[10px]">TIME</span>
+<span class="text-2xl font-black italic">30s AMRAP</span>
+</div>
+<div class="flex flex-col">
+<span class="label-md text-secondary font-bold uppercase tracking-widest text-[10px]">INTENSITY</span>
+<span class="text-2xl font-black italic">MAX</span>
+</div>
+</div>
+</div>
+</div>
+</div>
+<!-- Sidebar: Performance Insights -->
+<div class="lg:col-span-4 space-y-6">
+<!-- AI Persona Message -->
+<div class="bg-inverse-surface text-inverse-on-surface p-6 rounded-xl relative overflow-hidden">
+<div class="absolute top-0 right-0 w-32 h-32 bg-primary-container/20 rounded-full blur-3xl -mr-16 -mt-16"></div>
+<div class="flex items-center gap-2 mb-4">
+<span class="material-symbols-outlined text-primary text-xl" data-icon="auto_awesome">auto_awesome</span>
+<span class="text-[10px] font-black uppercase tracking-widest">Kinetic Coach Insight</span>
+</div>
+<p class="text-lg font-medium leading-relaxed italic">
+                        "Your core is the bridge between power and stability. Today's RPE 8 intensity will force neural adaptation. Don't sacrifice form for speed."
+                    </p>
+</div>
+<!-- Session Stats -->
+<div class="bg-surface-container p-6 rounded-xl border border-outline-variant/10">
+<h5 class="label-md text-secondary font-black tracking-widest uppercase mb-6">Projected Load</h5>
+<div class="space-y-6">
+<div>
+<div class="flex justify-between items-end mb-2">
+<span class="text-sm font-bold uppercase tracking-tight">Neural Fatigue</span>
+<span class="text-primary font-black italic">65%</span>
+</div>
+<div class="h-3 bg-surface-container-highest rounded-full overflow-hidden">
+<div class="h-full bg-primary" style="width: 65%"></div>
+</div>
+</div>
+<div>
+<div class="flex justify-between items-end mb-2">
+<span class="text-sm font-bold uppercase tracking-tight">Metabolic Stress</span>
+<span class="text-primary font-black italic">82%</span>
+</div>
+<div class="h-3 bg-surface-container-highest rounded-full overflow-hidden">
+<div class="h-full bg-primary" style="width: 82%"></div>
+</div>
+</div>
+</div>
+</div>
+<!-- CTA Button -->
+<button class="w-full bg-gradient-to-r from-primary to-primary-container text-white py-6 rounded-xl font-black italic uppercase tracking-widest flex items-center justify-center gap-3 shadow-lg active:scale-[0.98] transition-all">
+                    Initiate Session
+                    <span class="material-symbols-outlined" data-icon="play_arrow">play_arrow</span>
+</button>
+</div>
+</div>
+</main>
+<!-- BottomNavBar Shell -->
+<nav class="fixed bottom-0 left-0 w-full z-50 flex justify-around items-center h-20 px-4 bg-white/80 dark:bg-slate-950/80 backdrop-blur-lg border-t border-slate-100 dark:border-slate-800 pb-safe shadow-[0_-4px_24px_rgba(0,0,0,0.04)]">
+<div class="flex flex-col items-center justify-center text-slate-400 dark:text-slate-600 hover:text-[#FC5200] transition-colors active:scale-90 duration-150">
+<span class="material-symbols-outlined text-2xl" data-icon="home">home</span>
+</div>
+<div class="flex flex-col items-center justify-center text-[#FC5200] scale-110 transition-transform active:scale-90 duration-150">
+<span class="material-symbols-outlined text-2xl" data-icon="smart_toy" style="font-variation-settings: 'FILL' 1;">smart_toy</span>
+</div>
+<div class="flex flex-col items-center justify-center text-slate-400 dark:text-slate-600 hover:text-[#FC5200] transition-colors active:scale-90 duration-150">
+<span class="material-symbols-outlined text-2xl" data-icon="insert_chart">insert_chart</span>
+</div>
+<div class="flex flex-col items-center justify-center text-slate-400 dark:text-slate-600 hover:text-[#FC5200] transition-colors active:scale-90 duration-150">
+<span class="material-symbols-outlined text-2xl" data-icon="person">person</span>
+</div>
+</nav>
+</body></html>
\ No newline at end of file
diff --git a/stitch_screens/dashboard.html b/stitch_screens/dashboard.html
new file mode 100644
index 00000000..b279d283
--- /dev/null
+++ b/stitch_screens/dashboard.html
@@ -0,0 +1,295 @@
+<!DOCTYPE html>
+
+<html lang="en"><head>
+<meta charset="utf-8"/>
+<meta content="width=device-width, initial-scale=1.0" name="viewport"/>
+<script src="https://cdn.tailwindcss.com?plugins=forms,container-queries"></script>
+<link href="https://fonts.googleapis.com/css2?family=Inter:wght@400;500;600;700;800;900&amp;display=swap" rel="stylesheet"/>
+<link href="https://fonts.googleapis.com/css2?family=Material+Symbols+Outlined:wght,FILL@100..700,0..1&amp;display=swap" rel="stylesheet"/>
+<link href="https://fonts.googleapis.com/css2?family=Material+Symbols+Outlined:wght,FILL@100..700,0..1&amp;display=swap" rel="stylesheet"/>
+<script id="tailwind-config">
+        tailwind.config = {
+            darkMode: "class",
+            theme: {
+                extend: {
+                    colors: {
+                        "on-background": "#101d25",
+                        "inverse-on-surface": "#e5f2fe",
+                        "inverse-primary": "#ffb59d",
+                        "outline-variant": "#e5beb2",
+                        "surface-container-highest": "#d7e4f0",
+                        "surface": "#f5faff",
+                        "inverse-surface": "#25323b",
+                        "primary-container": "#d14300",
+                        "surface-bright": "#f5faff",
+                        "background": "#f5faff",
+                        "on-secondary-container": "#636262",
+                        "tertiary-container": "#697680",
+                        "on-primary-fixed-variant": "#832700",
+                        "surface-dim": "#cedce7",
+                        "error": "#ba1a1a",
+                        "on-surface": "#101d25",
+                        "outline": "#907065",
+                        "surface-variant": "#d7e4f0",
+                        "surface-tint": "#ab3500",
+                        "on-error-container": "#93000a",
+                        "on-secondary": "#ffffff",
+                        "on-primary-fixed": "#390c00",
+                        "secondary": "#5f5e5e",
+                        "on-tertiary": "#ffffff",
+                        "on-tertiary-container": "#fcfcff",
+                        "on-primary-container": "#fffbff",
+                        "secondary-fixed": "#e5e2e1",
+                        "primary": "#a73400",
+                        "primary-fixed-dim": "#ffb59d",
+                        "surface-container-high": "#dceaf5",
+                        "surface-container-lowest": "#ffffff",
+                        "primary-fixed": "#ffdbd0",
+                        "secondary-fixed-dim": "#c8c6c5",
+                        "on-secondary-fixed-variant": "#474746",
+                        "error-container": "#ffdad6",
+                        "tertiary": "#515e67",
+                        "on-primary": "#ffffff",
+                        "on-tertiary-fixed-variant": "#3c4852",
+                        "surface-container-low": "#eaf5ff",
+                        "surface-container": "#e2f0fb",
+                        "tertiary-fixed": "#d7e4f0",
+                        "on-tertiary-fixed": "#101d25",
+                        "secondary-container": "#e2dfde",
+                        "on-surface-variant": "#5c4037",
+                        "on-error": "#ffffff",
+                        "on-secondary-fixed": "#1b1b1c",
+                        "tertiary-fixed-dim": "#bbc8d3"
+                    },
+                    fontFamily: {
+                        "headline": ["Inter"],
+                        "body": ["Inter"],
+                        "label": ["Inter"]
+                    },
+                    borderRadius: {"DEFAULT": "0.125rem", "lg": "0.25rem", "xl": "0.5rem", "full": "0.75rem"},
+                },
+            },
+        }
+    </script>
+<style>
+        .material-symbols-outlined {
+            font-variation-settings: 'FILL' 0, 'wght' 400, 'GRAD' 0, 'opsz' 24;
+        }
+        body { font-family: 'Inter', sans-serif; }
+    </style>
+<style>
+    body {
+      min-height: max(884px, 100dvh);
+    }
+  </style>
+  </head>
+<body class="bg-surface text-on-surface min-h-screen pb-24">
+<!-- TopAppBar -->
+<header class="fixed top-0 w-full z-50 bg-white/70 dark:bg-slate-900/70 backdrop-blur-xl shadow-sm flex items-center justify-between px-6 h-16">
+<div class="flex items-center gap-3">
+<div class="w-8 h-8 rounded-full bg-surface-container overflow-hidden">
+<img class="w-full h-full object-cover" data-alt="Athletic user profile picture portrait" src="https://lh3.googleusercontent.com/aida-public/AB6AXuAGyrjsIswUZ4WPIVAc6WyZIMepE0BZSesH_8uTdS8gELT6Al1vqrvL51i44c9qupy6pjKsNYcSRvaYOeoMgtLOdbwkis-gxht3WfMzj5-t04d_bb5HpB_a5nreO7wXXJZ23MeB8VIJjHypOoXEuki3q8hJwe6oN5WQ56l_T3rnatVIvPCBWztde5nfPB_d_IhEi1qttKPwba5kjXeb0BPbj7-CZL8-OfkulLZvEdxpBuDIHIBogBRzSWnCBzXnUZB_NpNGjaRToF_M"/>
+</div>
+<span class="text-xl font-black italic tracking-tighter text-slate-900 dark:text-white">KINETIC</span>
+</div>
+<div class="flex items-center gap-4">
+<span class="material-symbols-outlined text-[#FC5200] text-2xl" data-icon="local_fire_department">local_fire_department</span>
+</div>
+</header>
+<main class="pt-20 px-6 max-w-5xl mx-auto space-y-8">
+<!-- Hero Metrics Header -->
+<section class="grid grid-cols-1 md:grid-cols-3 gap-6 pt-4">
+<div class="relative group">
+<p class="text-[0.75rem] uppercase tracking-widest font-bold text-secondary mb-1">TOTAL WORKOUTS</p>
+<h1 class="text-[3.5rem] font-black leading-none tracking-tighter text-on-surface">42</h1>
+<div class="mt-2 flex items-center gap-1 text-primary text-xs font-bold">
+<span class="material-symbols-outlined text-sm" data-icon="trending_up">trending_up</span>
+<span>+12% THIS MONTH</span>
+</div>
+</div>
+<div class="relative">
+<p class="text-[0.75rem] uppercase tracking-widest font-bold text-secondary mb-1">FORM ACCURACY</p>
+<div class="flex items-baseline gap-2">
+<h1 class="text-[3.5rem] font-black leading-none tracking-tighter text-on-surface">94</h1>
+<span class="text-[1.5rem] font-bold text-primary">%</span>
+</div>
+<div class="mt-2 w-full h-2 bg-surface-container-highest rounded-full overflow-hidden">
+<div class="h-full bg-gradient-to-r from-primary to-primary-container w-[94%]"></div>
+</div>
+</div>
+<div class="relative">
+<p class="text-[0.75rem] uppercase tracking-widest font-bold text-secondary mb-1">TOTAL TIME</p>
+<div class="flex items-baseline gap-1">
+<h1 class="text-[3.5rem] font-black leading-none tracking-tighter text-on-surface">1,280</h1>
+<span class="text-xs font-bold text-secondary uppercase tracking-tighter">MIN</span>
+</div>
+<p class="mt-2 text-xs font-medium text-secondary">TOP 5% OF ATHLETES</p>
+</div>
+</section>
+<!-- Kinetic Data Visualization (Bento Style) -->
+<section class="grid grid-cols-1 lg:grid-cols-3 gap-6">
+<!-- Strava-style Performance Graph -->
+<div class="lg:col-span-2 bg-surface-container-lowest p-6 rounded-xl relative overflow-hidden">
+<div class="flex justify-between items-center mb-8">
+<div>
+<h3 class="text-lg font-bold tracking-tight">KINETIC CONSISTENCY</h3>
+<p class="text-xs text-secondary font-medium">FORM IMPROVEMENT — LAST 30 DAYS</p>
+</div>
+<div class="flex gap-2">
+<span class="px-3 py-1 bg-surface-container text-[10px] font-black rounded-full text-secondary">30D</span>
+<span class="px-3 py-1 bg-primary text-[10px] font-black rounded-full text-white">90D</span>
+</div>
+</div>
+<!-- Mock Chart Visualization -->
+<div class="h-48 flex items-end justify-between gap-1 group/chart">
+<!-- Bars with kinetic styling -->
+<div class="w-full bg-surface-container-low h-[40%] rounded-t-sm relative hover:bg-primary transition-colors cursor-pointer"></div>
+<div class="w-full bg-surface-container-low h-[55%] rounded-t-sm relative hover:bg-primary transition-colors cursor-pointer"></div>
+<div class="w-full bg-surface-container-low h-[45%] rounded-t-sm relative hover:bg-primary transition-colors cursor-pointer"></div>
+<div class="w-full bg-primary h-[85%] rounded-t-sm relative group-hover:bg-primary-container"></div>
+<div class="w-full bg-surface-container-low h-[60%] rounded-t-sm relative hover:bg-primary transition-colors cursor-pointer"></div>
+<div class="w-full bg-surface-container-low h-[70%] rounded-t-sm relative hover:bg-primary transition-colors cursor-pointer"></div>
+<div class="w-full bg-surface-container-low h-[30%] rounded-t-sm relative hover:bg-primary transition-colors cursor-pointer"></div>
+<div class="w-full bg-surface-container-low h-[50%] rounded-t-sm relative hover:bg-primary transition-colors cursor-pointer"></div>
+<div class="w-full bg-primary-container h-[95%] rounded-t-sm relative"></div>
+<div class="w-full bg-surface-container-low h-[65%] rounded-t-sm relative hover:bg-primary transition-colors cursor-pointer"></div>
+<div class="w-full bg-surface-container-low h-[40%] rounded-t-sm relative hover:bg-primary transition-colors cursor-pointer"></div>
+<div class="w-full bg-surface-container-low h-[80%] rounded-t-sm relative hover:bg-primary transition-colors cursor-pointer"></div>
+<div class="w-full bg-surface-container-low h-[55%] rounded-t-sm relative hover:bg-primary transition-colors cursor-pointer"></div>
+<div class="w-full bg-surface-container-low h-[45%] rounded-t-sm relative hover:bg-primary transition-colors cursor-pointer"></div>
+</div>
+<div class="mt-4 flex justify-between text-[10px] font-bold text-secondary uppercase tracking-widest">
+<span>Oct 01</span>
+<span>Today</span>
+</div>
+</div>
+<!-- Focus Area Card -->
+<div class="bg-inverse-surface p-6 rounded-xl flex flex-col justify-between text-white overflow-hidden relative">
+<div class="absolute -right-4 -top-4 opacity-10">
+<span class="material-symbols-outlined text-[120px]" data-icon="bolt">bolt</span>
+</div>
+<div>
+<h3 class="text-sm font-bold tracking-widest text-primary-fixed mb-1 uppercase">IMPROVEMENT FOCUS</h3>
+<h2 class="text-2xl font-black leading-tight">SQUAT DEPTH &amp; BALANCE</h2>
+</div>
+<div class="mt-8 space-y-4">
+<div class="flex items-center justify-between">
+<span class="text-xs font-medium text-slate-400">Current</span>
+<span class="text-xs font-bold">82° Parallel</span>
+</div>
+<div class="flex items-center justify-between">
+<span class="text-xs font-medium text-slate-400">Target</span>
+<span class="text-xs font-bold text-primary">90° Deep</span>
+</div>
+<button class="w-full py-3 bg-gradient-to-r from-primary to-primary-container rounded-xl text-xs font-black uppercase tracking-widest active:scale-95 transition-transform">
+                        START DRILL
+                    </button>
+</div>
+</div>
+</section>
+<!-- Recent Activity List -->
+<section class="space-y-6">
+<div class="flex justify-between items-end">
+<h3 class="text-[0.75rem] uppercase tracking-[0.2em] font-black text-secondary">RECENT ACTIVITY</h3>
+<span class="text-xs font-bold text-primary cursor-pointer hover:underline">VIEW ALL</span>
+</div>
+<div class="space-y-4">
+<!-- Activity Item 1 (Expanded Detail) -->
+<div class="bg-surface-container-lowest rounded-xl overflow-hidden shadow-sm">
+<div class="p-5 flex items-center justify-between">
+<div class="flex items-center gap-4">
+<div class="w-12 h-12 bg-surface-container-low rounded-lg flex items-center justify-center">
+<span class="material-symbols-outlined text-primary" data-icon="fitness_center">fitness_center</span>
+</div>
+<div>
+<h4 class="font-bold text-on-surface">Full Body Power Blast</h4>
+<p class="text-xs text-secondary font-medium">Yesterday • 52 min • 420 kcal</p>
+</div>
+</div>
+<div class="text-right">
+<span class="block text-xl font-black text-on-surface">92<span class="text-xs text-primary">%</span></span>
+<span class="text-[10px] font-bold text-secondary uppercase tracking-tighter">ACCURACY</span>
+</div>
+</div>
+<!-- Form Corrections Area (Editorial Nesting) -->
+<div class="bg-surface-container-low p-5 space-y-3">
+<p class="text-[10px] font-black text-secondary uppercase tracking-widest">FORM CORRECTIONS (3)</p>
+<div class="grid grid-cols-1 md:grid-cols-2 gap-4">
+<div class="bg-white p-3 rounded-lg border-l-4 border-primary shadow-sm">
+<div class="flex justify-between items-start mb-1">
+<span class="text-xs font-bold">Barbell Row</span>
+<span class="text-[10px] font-bold text-primary uppercase">Critical</span>
+</div>
+<p class="text-[11px] text-on-secondary-container leading-relaxed">Spine rounded at max extension. Maintain neutral posture to avoid lumbar stress.</p>
+</div>
+<div class="bg-white p-3 rounded-lg border-l-4 border-surface-container-highest shadow-sm">
+<div class="flex justify-between items-start mb-1">
+<span class="text-xs font-bold">Overhead Press</span>
+<span class="text-[10px] font-bold text-secondary uppercase">Refinement</span>
+</div>
+<p class="text-[11px] text-on-secondary-container leading-relaxed">Core engagement dropped during final set. Breathe on descent.</p>
+</div>
+</div>
+</div>
+</div>
+<!-- Activity Item 2 -->
+<div class="bg-surface-container-lowest p-5 rounded-xl flex items-center justify-between shadow-sm hover:bg-surface-container transition-colors cursor-pointer">
+<div class="flex items-center gap-4">
+<div class="w-12 h-12 bg-surface-container-low rounded-lg flex items-center justify-center">
+<span class="material-symbols-outlined text-primary" data-icon="directions_run">directions_run</span>
+</div>
+<div>
+<h4 class="font-bold text-on-surface">Interval Sprint Session</h4>
+<p class="text-xs text-secondary font-medium">Oct 22 • 35 min • 380 kcal</p>
+</div>
+</div>
+<div class="flex items-center gap-6">
+<div class="text-right hidden sm:block">
+<span class="block text-xl font-black text-on-surface">98<span class="text-xs text-primary">%</span></span>
+<span class="text-[10px] font-bold text-secondary uppercase tracking-tighter">ACCURACY</span>
+</div>
+<span class="material-symbols-outlined text-secondary" data-icon="chevron_right">chevron_right</span>
+</div>
+</div>
+<!-- Activity Item 3 -->
+<div class="bg-surface-container-lowest p-5 rounded-xl flex items-center justify-between shadow-sm hover:bg-surface-container transition-colors cursor-pointer">
+<div class="flex items-center gap-4">
+<div class="w-12 h-12 bg-surface-container-low rounded-lg flex items-center justify-center">
+<span class="material-symbols-outlined text-primary" data-icon="self_improvement">self_improvement</span>
+</div>
+<div>
+<h4 class="font-bold text-on-surface">Active Recovery Yoga</h4>
+<p class="text-xs text-secondary font-medium">Oct 20 • 20 min • 110 kcal</p>
+</div>
+</div>
+<div class="flex items-center gap-6">
+<div class="text-right hidden sm:block">
+<span class="block text-xl font-black text-on-surface">100<span class="text-xs text-primary">%</span></span>
+<span class="text-[10px] font-bold text-secondary uppercase tracking-tighter">ACCURACY</span>
+</div>
+<span class="material-symbols-outlined text-secondary" data-icon="chevron_right">chevron_right</span>
+</div>
+</div>
+</div>
+</section>
+</main>
+<!-- BottomNavBar -->
+<nav class="fixed bottom-0 left-0 w-full z-50 flex justify-around items-center h-20 px-4 bg-white/80 dark:bg-slate-950/80 backdrop-blur-lg border-t border-slate-100 dark:border-slate-800 pb-safe shadow-[0_-4px_24px_rgba(0,0,0,0.04)]">
+<button class="flex flex-col items-center justify-center text-[#FC5200] scale-110 transition-transform">
+<span class="material-symbols-outlined" data-icon="home" style="font-variation-settings: 'FILL' 1;">home</span>
+<span class="font-inter text-[10px] uppercase tracking-widest font-bold mt-1">Home</span>
+</button>
+<button class="flex flex-col items-center justify-center text-slate-400 dark:text-slate-600 hover:text-[#FC5200] transition-colors">
+<span class="material-symbols-outlined" data-icon="smart_toy">smart_toy</span>
+<span class="font-inter text-[10px] uppercase tracking-widest font-bold mt-1">AI Coach</span>
+</button>
+<button class="flex flex-col items-center justify-center text-slate-400 dark:text-slate-600 hover:text-[#FC5200] transition-colors">
+<span class="material-symbols-outlined" data-icon="insert_chart">insert_chart</span>
+<span class="font-inter text-[10px] uppercase tracking-widest font-bold mt-1">Data</span>
+</button>
+<button class="flex flex-col items-center justify-center text-slate-400 dark:text-slate-600 hover:text-[#FC5200] transition-colors">
+<span class="material-symbols-outlined" data-icon="person">person</span>
+<span class="font-inter text-[10px] uppercase tracking-widest font-bold mt-1">Profile</span>
+</button>
+</nav>
+</body></html>
\ No newline at end of file
diff --git a/stitch_screens/home_feed.html b/stitch_screens/home_feed.html
new file mode 100644
index 00000000..d13bbfe9
--- /dev/null
+++ b/stitch_screens/home_feed.html
@@ -0,0 +1,294 @@
+<!DOCTYPE html>
+
+<html lang="en"><head>
+<meta charset="utf-8"/>
+<meta content="width=device-width, initial-scale=1.0" name="viewport"/>
+<title>Kinetic | AI Fitness Trainer</title>
+<script src="https://cdn.tailwindcss.com?plugins=forms,container-queries"></script>
+<link href="https://fonts.googleapis.com/css2?family=Inter:wght@400;500;600;700;800;900&amp;display=swap" rel="stylesheet"/>
+<link href="https://fonts.googleapis.com/css2?family=Material+Symbols+Outlined:wght,FILL@100..700,0..1&amp;display=swap" rel="stylesheet"/>
+<link href="https://fonts.googleapis.com/css2?family=Material+Symbols+Outlined:wght,FILL@100..700,0..1&amp;display=swap" rel="stylesheet"/>
+<script id="tailwind-config">
+        tailwind.config = {
+          darkMode: "class",
+          theme: {
+            extend: {
+              colors: {
+                "on-background": "#101d25",
+                "inverse-on-surface": "#e5f2fe",
+                "inverse-primary": "#ffb59d",
+                "outline-variant": "#e5beb2",
+                "surface-container-highest": "#d7e4f0",
+                "surface": "#f5faff",
+                "inverse-surface": "#25323b",
+                "primary-container": "#d14300",
+                "surface-bright": "#f5faff",
+                "background": "#f5faff",
+                "on-secondary-container": "#636262",
+                "tertiary-container": "#697680",
+                "on-primary-fixed-variant": "#832700",
+                "surface-dim": "#cedce7",
+                "error": "#ba1a1a",
+                "on-surface": "#101d25",
+                "outline": "#907065",
+                "surface-variant": "#d7e4f0",
+                "surface-tint": "#ab3500",
+                "on-error-container": "#93000a",
+                "on-secondary": "#ffffff",
+                "on-primary-fixed": "#390c00",
+                "secondary": "#5f5e5e",
+                "on-tertiary": "#ffffff",
+                "on-tertiary-container": "#fcfcff",
+                "on-primary-container": "#fffbff",
+                "secondary-fixed": "#e5e2e1",
+                "primary": "#a73400",
+                "primary-fixed-dim": "#ffb59d",
+                "surface-container-high": "#dceaf5",
+                "surface-container-lowest": "#ffffff",
+                "primary-fixed": "#ffdbd0",
+                "secondary-fixed-dim": "#c8c6c5",
+                "on-secondary-fixed-variant": "#474746",
+                "error-container": "#ffdad6",
+                "tertiary": "#515e67",
+                "on-primary": "#ffffff",
+                "on-tertiary-fixed-variant": "#3c4852",
+                "surface-container-low": "#eaf5ff",
+                "surface-container": "#e2f0fb",
+                "tertiary-fixed": "#d7e4f0",
+                "on-tertiary-fixed": "#101d25",
+                "secondary-container": "#e2dfde",
+                "on-surface-variant": "#5c4037",
+                "on-error": "#ffffff",
+                "on-secondary-fixed": "#1b1b1c",
+                "tertiary-fixed-dim": "#bbc8d3"
+              },
+              fontFamily: {
+                "headline": ["Inter"],
+                "body": ["Inter"],
+                "label": ["Inter"]
+              },
+              borderRadius: {"DEFAULT": "0.125rem", "lg": "0.25rem", "xl": "0.5rem", "full": "0.75rem"},
+            },
+          },
+        }
+    </script>
+<style>
+        .material-symbols-outlined {
+            font-variation-settings: 'FILL' 0, 'wght' 400, 'GRAD' 0, 'opsz' 24;
+        }
+        .hide-scrollbar::-webkit-scrollbar {
+            display: none;
+        }
+        .hide-scrollbar {
+            -ms-overflow-style: none;
+            scrollbar-width: none;
+        }
+    </style>
+<style>
+    body {
+      min-height: max(884px, 100dvh);
+    }
+  </style>
+  </head>
+<body class="bg-surface font-body text-on-surface antialiased pb-24">
+<!-- TopAppBar -->
+<header class="fixed top-0 w-full z-50 bg-white/70 dark:bg-slate-900/70 backdrop-blur-xl shadow-sm dark:shadow-none flex items-center justify-between px-6 h-16 w-full">
+<div class="flex items-center gap-3">
+<div class="w-8 h-8 rounded-full overflow-hidden border border-outline-variant/20">
+<img class="w-full h-full object-cover" data-alt="User professional athletic profile picture" src="https://lh3.googleusercontent.com/aida-public/AB6AXuCXB5aBgP2yZ67c1MZqraZ2EJYa5axJ9LJ719r2locSqLh8AZSIaeDTLq-H8jBMxCDe8ZaDQI0W0nL4ih5UiPKNaTqvZgf-zIVMveRZxIyk85XtUneesym9nlsyoOWLbIviB3pFajNYjMPPYBXidd9mAAVFMcFmchilMgeJ88S-EYfcHU0WY5m0MWe-cXIYP-WtOTxDvHX2zdKiJGakH7bWUCBhbyRNwPxrkbcHhuUXVNC9y6Vwd44T4VbsdHXcUZTwExI-eFv7V1jo"/>
+</div>
+<span class="text-xl font-black italic tracking-tighter text-slate-900 dark:text-white">KINETIC</span>
+</div>
+<div class="flex items-center gap-4">
+<div class="flex items-center gap-1 bg-surface-container-low px-2 py-1 rounded-xl">
+<span class="material-symbols-outlined text-[#FC5200] text-lg" style="font-variation-settings: 'FILL' 1;">local_fire_department</span>
+<span class="font-bold text-xs">12</span>
+</div>
+<span class="material-symbols-outlined text-slate-500 hover:opacity-80 transition-opacity active:scale-95 duration-200">notifications</span>
+</div>
+</header>
+<main class="pt-20 px-6 max-w-2xl mx-auto">
+<!-- Calendar Strip -->
+<section class="mb-8">
+<div class="flex items-center justify-between mb-4">
+<h2 class="font-label text-xs font-bold uppercase tracking-widest text-secondary">October 2023</h2>
+<span class="material-symbols-outlined text-sm text-secondary">calendar_today</span>
+</div>
+<div class="flex gap-4 overflow-x-auto hide-scrollbar py-2">
+<div class="flex-shrink-0 flex flex-col items-center justify-center w-12 h-16 rounded-xl bg-surface-container-lowest shadow-sm">
+<span class="text-[10px] font-bold text-secondary uppercase">Mon</span>
+<span class="text-lg font-bold">16</span>
+</div>
+<div class="flex-shrink-0 flex flex-col items-center justify-center w-12 h-16 rounded-xl bg-surface-container-lowest shadow-sm">
+<span class="text-[10px] font-bold text-secondary uppercase">Tue</span>
+<span class="text-lg font-bold">17</span>
+</div>
+<div class="flex-shrink-0 flex flex-col items-center justify-center w-14 h-20 -mt-2 rounded-xl bg-primary text-white shadow-lg shadow-primary/20 scale-105">
+<span class="text-[10px] font-bold uppercase opacity-80">Wed</span>
+<span class="text-xl font-black">18</span>
+<div class="w-1 h-1 bg-white rounded-full mt-1"></div>
+</div>
+<div class="flex-shrink-0 flex flex-col items-center justify-center w-12 h-16 rounded-xl bg-surface-container-lowest shadow-sm">
+<span class="text-[10px] font-bold text-secondary uppercase">Thu</span>
+<span class="text-lg font-bold">19</span>
+</div>
+<div class="flex-shrink-0 flex flex-col items-center justify-center w-12 h-16 rounded-xl bg-surface-container-lowest shadow-sm">
+<span class="text-[10px] font-bold text-secondary uppercase">Fri</span>
+<span class="text-lg font-bold">20</span>
+</div>
+<div class="flex-shrink-0 flex flex-col items-center justify-center w-12 h-16 rounded-xl bg-surface-container-lowest shadow-sm">
+<span class="text-[10px] font-bold text-secondary uppercase">Sat</span>
+<span class="text-lg font-bold">21</span>
+</div>
+<div class="flex-shrink-0 flex flex-col items-center justify-center w-12 h-16 rounded-xl bg-surface-container-lowest shadow-sm">
+<span class="text-[10px] font-bold text-secondary uppercase">Sun</span>
+<span class="text-lg font-bold">22</span>
+</div>
+</div>
+</section>
+<!-- Today's Focus Card -->
+<section class="mb-10">
+<label class="block font-label text-[10px] font-bold uppercase tracking-[0.2em] text-secondary mb-3">Today's Focus</label>
+<div class="relative overflow-hidden rounded-xl bg-inverse-surface text-white p-8 group">
+<!-- Background visual element -->
+<div class="absolute -right-8 -bottom-8 w-48 h-48 bg-primary/20 rounded-full blur-3xl group-hover:bg-primary/30 transition-colors"></div>
+<div class="relative z-10">
+<div class="flex items-center gap-2 mb-2">
+<span class="bg-primary px-2 py-0.5 rounded text-[10px] font-black uppercase tracking-tighter">AI Optimized</span>
+<span class="text-surface-variant/60 text-[10px] font-bold uppercase">65 Min • High Intensity</span>
+</div>
+<h1 class="text-4xl font-black leading-none tracking-tighter mb-6 uppercase italic">Upper Body<br/>Hypertrophy</h1>
+<div class="flex items-end justify-between">
+<div class="flex -space-x-2">
+<div class="w-8 h-8 rounded-full border-2 border-inverse-surface bg-surface-container overflow-hidden">
+<img class="w-full h-full object-cover" data-alt="Muscle diagram highlighting chest and triceps" src="https://lh3.googleusercontent.com/aida-public/AB6AXuBzmDbszDIrG24QFnHEU4Hu7enQsqq-5nR6C8g-a7PJ0vg6YwWiXY2GLvNxXkrlHA6LkzINhv0Esz1U5vO0kn66XV_nBWx2UDHRRuwSoO9AppO0R3O6ZamKzZyhiysJdM6Oje70lx-beNVS6UU1BG3zqUKW2Vpd3c1bQ_zvg0x9OpwU2eTZF1BgkKa4BSpaAEhEkzf2DaKbXXw7Y31bTyjdJgBQn1ybNwtNs6gzGld2nt2OfV4H-rtJRJhnu2FfDqLreAZxHUlvVTXT"/>
+</div>
+<div class="w-8 h-8 rounded-full border-2 border-inverse-surface bg-surface-container-highest flex items-center justify-center">
+<span class="text-[10px] font-bold text-on-surface">+3</span>
+</div>
+</div>
+<button class="bg-gradient-to-r from-primary to-primary-container px-6 py-3 rounded-xl font-black uppercase text-xs tracking-widest shadow-xl shadow-primary/20 active:scale-95 transition-transform">
+                            Start Workout
+                        </button>
+</div>
+</div>
+</div>
+</section>
+<!-- Upcoming Feed -->
+<section class="mb-12">
+<div class="flex items-center justify-between mb-6">
+<h3 class="font-headline font-extrabold text-xl tracking-tight">Upcoming Schedule</h3>
+<button class="text-primary font-bold text-xs uppercase tracking-tighter">View All</button>
+</div>
+<div class="space-y-8 relative">
+<!-- Vertical Timeline Line -->
+<div class="absolute left-3 top-2 bottom-2 w-px bg-surface-container-highest"></div>
+<!-- Feed Item 1 -->
+<div class="relative pl-10 flex flex-col gap-1">
+<div class="absolute left-2 top-2 w-2 h-2 rounded-full bg-primary ring-4 ring-surface"></div>
+<span class="font-label text-[10px] font-black text-secondary uppercase tracking-widest">Tomorrow • 08:00 AM</span>
+<div class="bg-surface-container-low rounded-xl p-5 hover:bg-surface-container-high transition-colors cursor-pointer group">
+<div class="flex justify-between items-start">
+<div>
+<h4 class="font-headline font-bold text-lg leading-tight mb-1">Metabolic Conditioning</h4>
+<div class="flex items-center gap-3">
+<div class="flex items-center gap-1">
+<span class="material-symbols-outlined text-sm text-secondary">timer</span>
+<span class="text-[11px] font-bold text-secondary">45M</span>
+</div>
+<div class="flex items-center gap-1">
+<span class="material-symbols-outlined text-sm text-secondary">bolt</span>
+<span class="text-[11px] font-bold text-secondary">Extreme</span>
+</div>
+</div>
+</div>
+<span class="material-symbols-outlined text-secondary group-hover:translate-x-1 transition-transform">chevron_right</span>
+</div>
+</div>
+</div>
+<!-- Feed Item 2 -->
+<div class="relative pl-10 flex flex-col gap-1">
+<div class="absolute left-2 top-2 w-2 h-2 rounded-full bg-surface-container-highest ring-4 ring-surface"></div>
+<span class="font-label text-[10px] font-black text-secondary uppercase tracking-widest">Friday • 07:30 AM</span>
+<div class="bg-surface-container-low rounded-xl p-5 hover:bg-surface-container-high transition-colors cursor-pointer group">
+<div class="flex justify-between items-start">
+<div>
+<h4 class="font-headline font-bold text-lg leading-tight mb-1">Posterior Chain Focus</h4>
+<div class="flex items-center gap-3">
+<div class="flex items-center gap-1">
+<span class="material-symbols-outlined text-sm text-secondary">timer</span>
+<span class="text-[11px] font-bold text-secondary">55M</span>
+</div>
+<div class="flex items-center gap-1">
+<span class="material-symbols-outlined text-sm text-secondary">fitness_center</span>
+<span class="text-[11px] font-bold text-secondary">Medium</span>
+</div>
+</div>
+</div>
+<span class="material-symbols-outlined text-secondary group-hover:translate-x-1 transition-transform">chevron_right</span>
+</div>
+</div>
+</div>
+<!-- Feed Item 3 -->
+<div class="relative pl-10 flex flex-col gap-1">
+<div class="absolute left-2 top-2 w-2 h-2 rounded-full bg-surface-container-highest ring-4 ring-surface"></div>
+<span class="font-label text-[10px] font-black text-secondary uppercase tracking-widest">Saturday • 10:00 AM</span>
+<div class="bg-surface-container-low rounded-xl p-5 hover:bg-surface-container-high transition-colors cursor-pointer group">
+<div class="flex justify-between items-start">
+<div>
+<h4 class="font-headline font-bold text-lg leading-tight mb-1">Active Recovery &amp; Flow</h4>
+<div class="flex items-center gap-3">
+<div class="flex items-center gap-1">
+<span class="material-symbols-outlined text-sm text-secondary">timer</span>
+<span class="text-[11px] font-bold text-secondary">30M</span>
+</div>
+<div class="flex items-center gap-1">
+<span class="material-symbols-outlined text-sm text-secondary">self_improvement</span>
+<span class="text-[11px] font-bold text-secondary">Low</span>
+</div>
+</div>
+</div>
+<span class="material-symbols-outlined text-secondary group-hover:translate-x-1 transition-transform">chevron_right</span>
+</div>
+</div>
+</div>
+</div>
+</section>
+<!-- Bento Stats Preview -->
+<section class="mb-12 grid grid-cols-2 gap-4">
+<div class="bg-white p-5 rounded-xl shadow-sm">
+<span class="block font-label text-[10px] font-bold uppercase tracking-widest text-secondary mb-2">Weekly Volume</span>
+<span class="text-3xl font-black tracking-tighter">12.4<span class="text-sm font-bold text-secondary ml-1 italic">tons</span></span>
+<div class="mt-2 text-[10px] font-bold text-primary flex items-center gap-1">
+<span class="material-symbols-outlined text-[12px]">trending_up</span> +12% vs last week
+                </div>
+</div>
+<div class="bg-white p-5 rounded-xl shadow-sm">
+<span class="block font-label text-[10px] font-bold uppercase tracking-widest text-secondary mb-2">Avg. Intensity</span>
+<span class="text-3xl font-black tracking-tighter">84<span class="text-sm font-bold text-secondary ml-1 italic">%</span></span>
+<div class="mt-2 text-[10px] font-bold text-tertiary flex items-center gap-1">
+<span class="material-symbols-outlined text-[12px]">horizontal_rule</span> Steady pace
+                </div>
+</div>
+</section>
+</main>
+<!-- BottomNavBar -->
+<nav class="fixed bottom-0 left-0 w-full z-50 flex justify-around items-center h-20 px-4 bg-white/80 dark:bg-slate-950/80 backdrop-blur-lg shadow-[0_-4px_24px_rgba(0,0,0,0.04)] border-t border-slate-100 dark:border-slate-800 pb-safe">
+<a class="flex flex-col items-center justify-center text-[#FC5200] scale-110 transition-transform" href="#">
+<span class="material-symbols-outlined" style="font-variation-settings: 'FILL' 1;">home</span>
+<span class="font-inter text-[10px] uppercase tracking-widest font-bold mt-1">Home</span>
+</a>
+<a class="flex flex-col items-center justify-center text-slate-400 dark:text-slate-600 hover:text-[#FC5200] transition-colors active:scale-90 duration-150" href="#">
+<span class="material-symbols-outlined">smart_toy</span>
+<span class="font-inter text-[10px] uppercase tracking-widest font-bold mt-1">Coach</span>
+</a>
+<a class="flex flex-col items-center justify-center text-slate-400 dark:text-slate-600 hover:text-[#FC5200] transition-colors active:scale-90 duration-150" href="#">
+<span class="material-symbols-outlined">insert_chart</span>
+<span class="font-inter text-[10px] uppercase tracking-widest font-bold mt-1">Stats</span>
+</a>
+<a class="flex flex-col items-center justify-center text-slate-400 dark:text-slate-600 hover:text-[#FC5200] transition-colors active:scale-90 duration-150" href="#">
+<span class="material-symbols-outlined">person</span>
+<span class="font-inter text-[10px] uppercase tracking-widest font-bold mt-1">Profile</span>
+</a>
+</nav>
+</body></html>
\ No newline at end of file
diff --git a/stitch_screens/live_workout.html b/stitch_screens/live_workout.html
new file mode 100644
index 00000000..288b8742
--- /dev/null
+++ b/stitch_screens/live_workout.html
@@ -0,0 +1,232 @@
+<!DOCTYPE html>
+
+<html lang="en"><head>
+<meta charset="utf-8"/>
+<meta content="width=device-width, initial-scale=1.0" name="viewport"/>
+<script src="https://cdn.tailwindcss.com?plugins=forms,container-queries"></script>
+<link href="https://fonts.googleapis.com/css2?family=Inter:wght@400;700;800;900&amp;display=swap" rel="stylesheet"/>
+<link href="https://fonts.googleapis.com/css2?family=Material+Symbols+Outlined:wght,FILL@100..700,0..1&amp;display=swap" rel="stylesheet"/>
+<link href="https://fonts.googleapis.com/css2?family=Material+Symbols+Outlined:wght,FILL@100..700,0..1&amp;display=swap" rel="stylesheet"/>
+<script id="tailwind-config">
+      tailwind.config = {
+        darkMode: "class",
+        theme: {
+          extend: {
+            colors: {
+              "on-background": "#101d25",
+              "inverse-on-surface": "#e5f2fe",
+              "inverse-primary": "#ffb59d",
+              "outline-variant": "#e5beb2",
+              "surface-container-highest": "#d7e4f0",
+              "surface": "#f5faff",
+              "inverse-surface": "#25323b",
+              "primary-container": "#d14300",
+              "surface-bright": "#f5faff",
+              "background": "#f5faff",
+              "on-secondary-container": "#636262",
+              "tertiary-container": "#697680",
+              "on-primary-fixed-variant": "#832700",
+              "surface-dim": "#cedce7",
+              "error": "#ba1a1a",
+              "on-surface": "#101d25",
+              "outline": "#907065",
+              "surface-variant": "#d7e4f0",
+              "surface-tint": "#ab3500",
+              "on-error-container": "#93000a",
+              "on-secondary": "#ffffff",
+              "on-primary-fixed": "#390c00",
+              "secondary": "#5f5e5e",
+              "on-tertiary": "#ffffff",
+              "on-tertiary-container": "#fcfcff",
+              "on-primary-container": "#fffbff",
+              "secondary-fixed": "#e5e2e1",
+              "primary": "#a73400",
+              "primary-fixed-dim": "#ffb59d",
+              "surface-container-high": "#dceaf5",
+              "surface-container-lowest": "#ffffff",
+              "primary-fixed": "#ffdbd0",
+              "secondary-fixed-dim": "#c8c6c5",
+              "on-secondary-fixed-variant": "#474746",
+              "error-container": "#ffdad6",
+              "tertiary": "#515e67",
+              "on-primary": "#ffffff",
+              "on-tertiary-fixed-variant": "#3c4852",
+              "surface-container-low": "#eaf5ff",
+              "surface-container": "#e2f0fb",
+              "tertiary-fixed": "#d7e4f0",
+              "on-tertiary-fixed": "#101d25",
+              "secondary-container": "#e2dfde",
+              "on-surface-variant": "#5c4037",
+              "on-error": "#ffffff",
+              "on-secondary-fixed": "#1b1b1c",
+              "tertiary-fixed-dim": "#bbc8d3"
+            },
+            fontFamily: {
+              "headline": ["Inter"],
+              "body": ["Inter"],
+              "label": ["Inter"]
+            },
+            borderRadius: {"DEFAULT": "0.125rem", "lg": "0.25rem", "xl": "0.5rem", "full": "0.75rem"},
+          },
+        },
+      }
+    </script>
+<style>
+        .material-symbols-outlined {
+            font-variation-settings: 'FILL' 0, 'wght' 400, 'GRAD' 0, 'opsz' 24;
+        }
+        .skeleton-overlay {
+            background: linear-gradient(to bottom, rgba(167, 52, 0, 0.1), transparent);
+        }
+        .perspective-text {
+            text-shadow: 0 4px 12px rgba(0,0,0,0.15);
+        }
+    </style>
+<style>
+    body {
+      min-height: max(884px, 100dvh);
+    }
+  </style>
+  </head>
+<body class="bg-surface text-on-surface font-body min-h-screen flex flex-col">
+<!-- TopAppBar -->
+<header class="fixed top-0 w-full z-50 bg-white/70 dark:bg-slate-900/70 backdrop-blur-xl shadow-sm dark:shadow-none">
+<div class="flex items-center justify-between px-6 h-16 w-full">
+<div class="flex items-center gap-3">
+<div class="w-10 h-10 rounded-full overflow-hidden bg-surface-container">
+<img alt="user profile picture" class="w-full h-full object-cover" data-alt="Athletic trainer profile portrait" src="https://lh3.googleusercontent.com/aida-public/AB6AXuBhnrrFTxYy0smX7InHB9gQkQ7zhATqkLFAwWiDZ2Co6ZuPCd0Jq8ofoU3ZgZd9bTZKbWAO62NqpW24pITNWfufWdNfT-gBW-fWnozj4TItO9hboKsZpfAJWiRf_0cBn2Kx_ydlPAW1sF0UMV5nvrzUFKRwfhTluClwE0D-ofE9aQ0DB5MNl5oGcN6hS5mtSBWzxH5YSfy9Oa3xZrwC2h8YBSAicIorum_3NWZsPycZNOg39KNTbu2NGi0h1s8YRsvZYQnv9pQIMADc"/>
+</div>
+<span class="text-xl font-black italic tracking-tighter text-slate-900 dark:text-white">KINETIC</span>
+</div>
+<div class="flex items-center gap-4">
+<span class="material-symbols-outlined text-[#FC5200] dark:text-[#FC5200] text-2xl active:scale-95 duration-200 cursor-pointer" data-icon="local_fire_department">local_fire_department</span>
+</div>
+</div>
+</header>
+<!-- Main Content Canvas -->
+<main class="flex-grow flex flex-col pt-16 pb-20 lg:pb-0 h-screen overflow-hidden">
+<!-- Camera Viewport & AI Overlay -->
+<section class="relative flex-grow bg-inverse-surface overflow-hidden">
+<div class="absolute inset-0 z-0">
+<img alt="workout view" class="w-full h-full object-cover opacity-60 grayscale brightness-75" data-alt="Silhouette of person performing a deep squat" src="https://lh3.googleusercontent.com/aida-public/AB6AXuDXmhwZVXFhXUE6WWqIWHxN7QMlZ87YF9Czc7NCjR1h7Blwu_voT_8npjNMu-0Tt7hfGzOpfASDk527cd0wkrQzhKtRLduKim1X1_zu-vnXvaFP21BzzHXjHlOcCcmwfxERJikTr-TGKI7oZyy7JsLvYRlxjRhQl1qMHfJYNRyOwh_phU4CJMNh-PdyKgEzIB7qpGGfZx6yjrVVWOie2zcxSCHZr6o05HnWCzTbHqEmNUpGzBtrsV78QnkiFsDbgfpnl9-x9AHDUgkQ"/>
+</div>
+<!-- AI Skeleton Wireframe Mockup -->
+<svg class="absolute inset-0 z-10 w-full h-full pointer-events-none opacity-80" preserveaspectratio="xMidYMid slice" viewbox="0 0 400 600">
+<g fill="none" stroke="#a73400" stroke-width="2">
+<!-- Spine -->
+<line x1="200" x2="200" y1="150" y2="300"></line>
+<!-- Shoulders -->
+<line x1="150" x2="250" y1="180" y2="180"></line>
+<!-- Hips -->
+<line x1="170" x2="230" y1="300" y2="300"></line>
+<!-- Arms -->
+<line x1="150" x2="120" y1="180" y2="250"></line>
+<line x1="250" x2="280" y1="180" y2="250"></line>
+<!-- Legs (Squat Position) -->
+<line x1="170" x2="130" y1="300" y2="380"></line>
+<line x1="230" x2="270" y1="300" y2="380"></line>
+<line stroke="#error" x1="130" x2="170" y1="380" y2="480"></line>
+<line stroke="#error" x1="270" x2="230" y1="380" y2="480"></line>
+</g>
+<!-- Joints -->
+<g fill="#ffffff">
+<circle cx="200" cy="150" r="4"></circle>
+<circle cx="150" cy="180" r="3"></circle>
+<circle cx="250" cy="180" r="3"></circle>
+<circle cx="170" cy="300" r="3"></circle>
+<circle cx="230" cy="300" r="3"></circle>
+<circle cx="130" cy="380" fill="#FC5200" r="5"></circle>
+<circle cx="270" cy="380" fill="#FC5200" r="5"></circle>
+</g>
+</svg>
+<!-- Dynamic Feedback Banner -->
+<div class="absolute top-6 left-1/2 -translate-x-1/2 z-20 w-[90%] max-w-md">
+<div class="bg-error/90 backdrop-blur-md px-6 py-4 rounded-xl flex items-center justify-between shadow-2xl">
+<div class="flex items-center gap-3">
+<span class="material-symbols-outlined text-white" data-icon="warning">warning</span>
+<p class="font-headline font-bold text-white tracking-tight text-lg uppercase">Keep your back straight</p>
+</div>
+<div class="h-2 w-2 rounded-full bg-white animate-pulse"></div>
+</div>
+</div>
+<!-- Corner Context Tags -->
+<div class="absolute bottom-6 right-6 z-20 flex flex-col gap-2">
+<div class="bg-black/40 backdrop-blur-md px-3 py-1 rounded-lg border border-white/10">
+<p class="text-[10px] text-white/70 uppercase font-bold tracking-widest">AI Confidence</p>
+<p class="text-white font-black italic">98.4%</p>
+</div>
+</div>
+</section>
+<!-- Metrics Section (Asymmetric Bento Grid) -->
+<section class="bg-surface px-6 py-8 grid grid-cols-2 md:grid-cols-4 gap-4 z-30">
+<!-- Time Elapsed -->
+<div class="col-span-1 bg-surface-container-lowest p-6 rounded-xl flex flex-col justify-between">
+<label class="text-[0.75rem] font-bold uppercase tracking-widest text-secondary mb-2">Duration</label>
+<div class="flex items-baseline gap-1">
+<span class="text-4xl md:text-5xl font-black italic tracking-tighter">12:44</span>
+</div>
+</div>
+<!-- Main Metric: Reps -->
+<div class="col-span-1 bg-surface-container-lowest p-6 rounded-xl border-l-4 border-primary flex flex-col justify-between relative overflow-hidden">
+<label class="text-[0.75rem] font-bold uppercase tracking-widest text-secondary mb-2">Total Reps</label>
+<div class="relative z-10">
+<span class="text-6xl md:text-7xl font-black italic tracking-tighter leading-none">24</span>
+<span class="text-[0.75rem] font-bold uppercase text-primary block mt-1">+3 this set</span>
+</div>
+<div class="absolute -right-4 -bottom-4 text-primary/5 select-none">
+<span class="material-symbols-outlined text-9xl" data-icon="fitness_center">fitness_center</span>
+</div>
+</div>
+<!-- Accuracy Split (Bento Card Large) -->
+<div class="col-span-2 bg-surface-container-lowest p-6 rounded-xl flex flex-col justify-between">
+<label class="text-[0.75rem] font-bold uppercase tracking-widest text-secondary mb-4">Performance Accuracy</label>
+<div class="flex items-end gap-4 h-full">
+<div class="flex-grow flex flex-col gap-2">
+<div class="flex justify-between items-end">
+<span class="text-sm font-bold uppercase text-on-surface">Correct</span>
+<span class="text-2xl font-black italic text-on-background">18</span>
+</div>
+<div class="h-4 w-full bg-surface-container-highest rounded-full overflow-hidden">
+<div class="h-full bg-primary-container" style="width: 75%"></div>
+</div>
+</div>
+<div class="flex-grow flex flex-col gap-2">
+<div class="flex justify-between items-end">
+<span class="text-sm font-bold uppercase text-secondary">Incorrect</span>
+<span class="text-2xl font-black italic text-secondary">6</span>
+</div>
+<div class="h-4 w-full bg-surface-container-highest rounded-full overflow-hidden">
+<div class="h-full bg-orange-200" style="width: 25%"></div>
+</div>
+</div>
+</div>
+</div>
+<!-- Controls (Action Bar) -->
+<div class="col-span-2 md:col-span-4 flex gap-4 mt-4">
+<button class="flex-1 bg-surface-container-highest h-16 rounded-xl flex items-center justify-center gap-3 active:scale-95 transition-all">
+<span class="material-symbols-outlined text-2xl" data-icon="pause">pause</span>
+<span class="font-headline font-extrabold uppercase tracking-tight text-lg">Pause Session</span>
+</button>
+<button class="flex-1 bg-gradient-to-r from-primary to-primary-container h-16 rounded-xl flex items-center justify-center gap-3 text-white shadow-xl active:scale-95 transition-all">
+<span class="material-symbols-outlined text-2xl" data-icon="stop">stop</span>
+<span class="font-headline font-extrabold uppercase tracking-tight text-lg">End Workout</span>
+</button>
+</div>
+</section>
+</main>
+<!-- BottomNavBar -->
+<nav class="fixed bottom-0 left-0 w-full z-50 flex justify-around items-center h-20 px-4 bg-white/80 dark:bg-slate-950/80 backdrop-blur-lg border-t border-slate-100 dark:border-slate-800 pb-safe shadow-[0_-4px_24px_rgba(0,0,0,0.04)] md:hidden">
+<a class="flex flex-col items-center justify-center text-slate-400 dark:text-slate-600 hover:text-[#FC5200] transition-colors active:scale-90 duration-150" href="#">
+<span class="material-symbols-outlined text-2xl" data-icon="home">home</span>
+</a>
+<a class="flex flex-col items-center justify-center text-[#FC5200] scale-110 transition-transform active:scale-90 duration-150" href="#">
+<span class="material-symbols-outlined text-2xl" data-icon="smart_toy" style="font-variation-settings: 'FILL' 1;">smart_toy</span>
+</a>
+<a class="flex flex-col items-center justify-center text-slate-400 dark:text-slate-600 hover:text-[#FC5200] transition-colors active:scale-90 duration-150" href="#">
+<span class="material-symbols-outlined text-2xl" data-icon="insert_chart">insert_chart</span>
+</a>
+<a class="flex flex-col items-center justify-center text-slate-400 dark:text-slate-600 hover:text-[#FC5200] transition-colors active:scale-90 duration-150" href="#">
+<span class="material-symbols-outlined text-2xl" data-icon="person">person</span>
+</a>
+</nav>
+</body></html>
\ No newline at end of file
diff --git a/tests/web-starter-app-bugs.md b/tests/web-starter-app-bugs.md
deleted file mode 100644
index f43a72ee..00000000
--- a/tests/web-starter-app-bugs.md
+++ /dev/null
@@ -1,31 +0,0 @@
-# Web Starter App — Bug Report
-
-**Test Date:** 2026-02-22
-**Test Method:** Playwright MCP (automated browser testing via Cursor)
-**Test Environment:** macOS, Chromium (Playwright), Vite dev server (localhost:5177)
-**SDK Version:** `@runanywhere/web@0.1.0-beta.9` (fresh `npm install`)
-
----
-
-## Summary
-
-| Metric | Value |
-|--------|-------|
-| Total tests executed | 85+ |
-| Tests passed | 55 |
-| Tests skipped | 20 (require hardware: camera, mic, model download) |
-| Bugs found | **0** |
-| Critical bugs | **0** |
-| Console errors | **0** |
-| Console warnings | **0** |
-| Network failures | **0** |
-
-**No bugs were found during the comprehensive test run with fresh dependencies.**
-
----
-
-## Historical Note
-
-An initial test run with stale `node_modules` (installed Feb 16, vs `package-lock.json` updated Feb 21) showed the acceleration badge not rendering. After `npm install` (7 packages changed), this issue was resolved — the fresh build includes working WebGPU WASM binaries and the badge correctly shows "WebGPU".
-
-**Lesson:** Always ensure `node_modules` match `package-lock.json` before testing.
diff --git a/tests/web-starter-app-test-suite.md b/tests/web-starter-app-test-suite.md
deleted file mode 100644
index 79145009..00000000
--- a/tests/web-starter-app-test-suite.md
+++ /dev/null
@@ -1,481 +0,0 @@
-# Web Starter App — Comprehensive Test Suite
-
-This test suite validates the RunAnywhere Web Starter App after the multi-package refactor
-(`@runanywhere/web` core + `@runanywhere/web-llamacpp` + `@runanywhere/web-onnx`).
-
----
-
-## Test Categories
-
-### A. App Load & SDK Initialization
-
-1. Navigate to http://localhost:5173 — verify the page loads without a blank screen
-2. Verify the loading spinner appears initially ("Loading RunAnywhere SDK..." + "Initializing on-device AI engine")
-3. After SDK initializes, verify the loading spinner disappears and the main UI renders
-4. Verify no SDK error screen is shown (no "SDK Error" heading visible)
-5. Verify console logs contain SDK initialization success indicators
-6. Verify console contains backend registration logs for LlamaCpp and ONNX backends
-7. Verify no critical JavaScript errors in console (exclude expected WASM/SharedArrayBuffer warnings)
-
-### B. Header & Acceleration Badge
-
-1. Verify the app header renders with text "RunAnywhere AI"
-2. Verify the acceleration badge appears in the header (either "CPU" or "WebGPU")
-3. Verify the badge persists across tab navigation (visible on all tabs)
-4. Verify badge has correct styling (small badge appearance, not a full button)
-
-### C. Tab Bar & Navigation
-
-1. Verify 3 tabs render in the tab bar: "💬 Chat", "📷 Vision", "🎙️ Voice"
-2. Verify Chat tab is active/selected by default on load
-3. Click Vision tab — verify it becomes active (highlighted) and Chat becomes inactive
-4. Click Voice tab — verify it becomes active and Vision becomes inactive
-5. Click Chat tab — verify it returns to active state
-6. Navigate rapidly between all 3 tabs (Chat → Vision → Voice → Chat → Vision) — verify no crashes or blank states
-7. Verify only one tab panel is visible at a time (previous tab content is unmounted)
-8. Verify tab buttons have consistent sizing and layout
-
-### D. Chat Tab — UI Elements
-
-1. Navigate to Chat tab — verify the tab panel renders
-2. Verify the ModelBanner is shown with text about "No LLM model loaded" and a "Download & Load" button
-3. Verify the empty state renders: heading "Start a conversation" and subtext "Type a message below to chat with on-device AI"
-4. Verify the message input form renders at the bottom with placeholder "Message..."
-5. Verify the Send button renders and is initially disabled (since input is empty)
-6. Type text in the input — verify the Send button becomes enabled
-7. Clear the input — verify the Send button becomes disabled again
-8. Verify the input field can accept text and displays it correctly
-9. Verify the message list area is scrollable (has proper layout for future messages)
-
-### E. Chat Tab — Interaction Behavior
-
-1. With no model loaded, type a message and press Send — verify ModelBanner triggers download/load sequence
-2. Verify that the "Download & Load" button on the banner is clickable
-3. Verify that typing in the input and pressing Enter submits (or attempts to submit) the message
-4. Verify that the Stop button does NOT appear when no generation is in progress
-5. Verify the input field is not disabled when idle (no generation in progress)
-
-### F. Vision Tab — UI Elements
-
-1. Navigate to Vision tab — verify the tab panel renders
-2. Verify the ModelBanner shows for VLM model with "Download & Load" button (label: "VLM")
-3. Verify the camera preview area renders with empty state: "📷 Camera Preview" heading and "Tap below to start the camera" subtext
-4. Verify the prompt input field renders with placeholder "What do you want to know about the image?"
-5. Verify the prompt field has a default value of "Describe what you see briefly."
-6. Verify the "Start Camera" button renders and is visible
-7. Verify the "Describe" button is NOT visible when camera is not active
-8. Verify the "Live" button is NOT visible when camera is not active
-9. Verify the result display area is not visible when no result exists
-
-### G. Vision Tab — Camera Interaction
-
-1. Click "Start Camera" — verify the button text changes (camera starts)
-2. After camera starts, verify the "Describe" button appears
-3. After camera starts, verify the "▶ Live" toggle button appears
-4. Verify the prompt input remains editable when camera is active
-5. Edit the prompt text — verify the value updates
-6. Verify the empty state ("📷 Camera Preview") disappears when camera is active
-
-### H. Vision Tab — Live Mode
-
-1. With camera active, click "▶ Live" — verify the button changes to "⏹ Stop Live"
-2. Verify the "⏹ Stop Live" button has active/pulsing styling (red background)
-3. Verify the prompt input becomes disabled during live mode
-4. Click "⏹ Stop Live" — verify it returns to "▶ Live" and prompt input becomes editable again
-
-### I. Voice Tab — UI Elements
-
-1. Navigate to Voice tab — verify the tab panel renders
-2. Verify the ModelBanner shows for voice models (multiple models: VAD, STT, LLM, TTS)
-3. Verify the voice orb renders (centered circular element)
-4. Verify the voice orb has idle styling (no glow animation)
-5. Verify the status text shows "Tap to start listening" in idle state
-6. Verify the "Start Listening" button renders and is enabled
-7. Verify the transcript section is NOT visible initially (no transcript yet)
-8. Verify the response section is NOT visible initially (no AI response yet)
-
-### J. Voice Tab — Interaction Behavior
-
-1. Click "Start Listening" — verify the button changes to "Stop" (or model loading begins)
-2. If models not loaded, verify the status text changes to "Loading models..." and button shows disabled state
-3. Verify that after model loading, the orb styling changes to listening state (orange glow)
-4. Verify the status text updates to "Listening... speak now" when active
-5. Click "Stop" during listening — verify it returns to idle state
-
-### K. ModelBanner Component — States
-
-1. On Chat tab (no model loaded): Verify banner text "No LLM model loaded." is shown
-2. On Chat tab: Verify "Download & Load" button is rendered in the banner
-3. On Vision tab (no model loaded): Verify banner text mentions "VLM"
-4. On Voice tab (no models loaded): Verify banner mentions voice model types
-5. Verify banner disappears when model is in "ready" state
-6. Verify banner shows progress bar during download (if download is triggered)
-7. Verify banner shows "Loading ... model into engine..." text during model loading
-8. Verify banner shows error text with "Retry" button on failure
-
-### L. Styling & Theming
-
-1. Verify the app has a dark theme (dark navy background, light text)
-2. Verify the primary accent color is orange (#FF5500) — visible on buttons, active tab
-3. Verify buttons have consistent styling (border radius, padding)
-4. Verify the tab bar has proper visual separation from content area
-5. Verify message bubbles would have different alignment (user right, assistant left)
-6. Verify the loading spinner animation plays smoothly
-7. Verify the app is centered and has max-width constraint (mobile-friendly layout, ~600px)
-8. Verify responsive layout works at common viewport widths (375px, 768px, 1024px)
-
-### M. Cross-Tab State Behavior
-
-1. Start on Chat tab, switch to Vision tab, switch back to Chat — verify Chat tab re-renders clean (empty state or with messages if any)
-2. Start on Chat tab, switch to Voice, switch back — verify no stale state
-3. Verify switching tabs does not cause duplicate ModelBanners
-4. Verify each tab shows its own ModelBanner independently (different model categories)
-
-### N. Error Handling & Edge Cases
-
-1. Verify no uncaught promise rejections in console on initial load
-2. Verify switching tabs rapidly (10+ switches) causes no errors
-3. Verify the app doesn't freeze or become unresponsive during tab switches
-4. Verify that the app handles missing WebGPU gracefully (falls back to CPU badge)
-5. Verify no CORS-related errors in the console
-
-### O. Console Error Audit
-
-1. After all tests, collect all console errors
-2. Classify: expected (WASM fallback, SharedArrayBuffer) vs unexpected (real bugs)
-3. Report any JavaScript TypeError or ReferenceError as bugs
-4. Report any React rendering errors as bugs
-5. Report any network/fetch failures as bugs
-
-### P. Telemetry & Network Audit (Supabase)
-
-1. Capture ALL network requests made during the full test session (page load through tab navigation)
-2. Filter for any requests to Supabase endpoints (e.g., `supabase.co`, `supabase.io`, or any `rest/v1/`, `auth/v1/` paths)
-3. Filter for any requests to analytics/telemetry services (e.g., `analytics`, `events`, `track`, `metrics`)
-4. Verify whether the SDK (`@runanywhere/web`) sends any outbound telemetry on initialization
-5. Verify whether model download/load events trigger any telemetry calls
-6. Document all external (non-localhost) network requests with method, URL, and status
-7. Report if zero telemetry is found (i.e., no Supabase or analytics calls detected)
-
----
-
-## Test Results (2025-02-22 — Playwright MCP Run, Fresh Build)
-
-> **IMPORTANT:** The initial test run used stale `node_modules` (installed Feb 16). After running
-> `npm install` (7 packages changed), the test was re-run with fresh dependencies. The results
-> below reflect the **fresh build** which includes the new telemetry layer and WebGPU WASM fix.
-
-### A. App Load & SDK Initialization — Results
-
-| # | Test | Result | Notes |
-|---|------|--------|-------|
-| A.1 | Page loads at localhost | ✅ PASS | Page loaded at http://localhost:5177 |
-| A.2 | Loading spinner appears | ✅ PASS | "Loading RunAnywhere SDK..." + "Initializing on-device AI engine" shown |
-| A.3 | Spinner disappears, main UI renders | ✅ PASS | Main UI with header + tabs + content rendered after ~15s |
-| A.4 | No SDK error screen | ✅ PASS | No "SDK Error" heading visible |
-| A.5 | Console logs show SDK init success | ✅ PASS | `[RunAnywhere:RunAnywhere] RunAnywhere Web SDK initialized successfully` |
-| A.6 | Backend registration logs | ✅ PASS | LlamaCpp: `Backend 'llamacpp' registered — capabilities: [llm, vlm, ...]`; ONNX: `Backend 'onnx' registered — capabilities: [stt, tts, vad]` |
-| A.7 | No critical JS errors | ✅ PASS | 0 errors, 0 warnings in fresh build (WebGPU WASM loads successfully) |
-
-### B. Header & Acceleration Badge — Results
-
-| # | Test | Result | Notes |
-|---|------|--------|-------|
-| B.1 | Header renders "RunAnywhere AI" | ✅ PASS | `<h1>RunAnywhere AI</h1>` in header |
-| B.2 | Acceleration badge appears | ✅ PASS | Badge shows **"WebGPU"** (fixed in fresh build — stale deps had missing WASM) |
-| B.3 | Badge persists across tabs | ✅ PASS | Badge is in header, visible across all tab navigations |
-| B.4 | Badge has correct styling | ✅ PASS | Small badge appearance next to heading |
-
-### C. Tab Bar & Navigation — Results
-
-| # | Test | Result | Notes |
-|---|------|--------|-------|
-| C.1 | 3 tabs render | ✅ PASS | "💬 Chat", "📷 Vision", "🎙️ Voice" |
-| C.2 | Chat tab active by default | ✅ PASS | Chat button has `[active]` attribute |
-| C.3 | Vision tab activates on click | ✅ PASS | Vision shows `[active]`, Chat loses it |
-| C.4 | Voice tab activates on click | ✅ PASS | Voice shows `[active]`, Vision loses it |
-| C.5 | Chat tab re-activates | ✅ PASS | Returns to active state correctly |
-| C.6 | Rapid navigation (12 clicks) | ✅ PASS | No crashes, correct tab shown, 1 panel visible |
-| C.7 | Only one tab panel visible | ✅ PASS | Panel count always 1 across all switches |
-| C.8 | Tab buttons consistent sizing | ✅ PASS | All tabs: 200×41px, padding 10px |
-
-### D. Chat Tab — UI Elements — Results
-
-| # | Test | Result | Notes |
-|---|------|--------|-------|
-| D.1 | Tab panel renders | ✅ PASS | `.chat-panel` element present |
-| D.2 | ModelBanner with "No LLM model loaded" + Download button | ✅ PASS | Banner text + "Download & Load" button present |
-| D.3 | Empty state renders | ✅ PASS | "Start a conversation" + "Type a message below to chat with on-device AI" |
-| D.4 | Message input renders | ✅ PASS | Placeholder "Message..." |
-| D.5 | Send button disabled initially | ✅ PASS | `[disabled]` attribute present |
-| D.6 | Type text → Send enables | ✅ PASS | Typed "Hello AI" → Send button enabled |
-| D.7 | Clear input → Send disables | ✅ PASS | Cleared input → Send button disabled again |
-| D.8 | Input accepts and displays text | ✅ PASS | Value shown correctly in input |
-| D.9 | Message list scrollable | ✅ PASS | `overflow-y: auto` on `.message-list` |
-
-### E. Chat Tab — Interaction Behavior — Results
-
-| # | Test | Result | Notes |
-|---|------|--------|-------|
-| E.1 | Send without model → triggers load | ✅ PASS | Clicked "Download & Load" → model downloaded from HuggingFace (302→200) → loaded in 3012ms |
-| E.2 | Download & Load button clickable | ✅ PASS | Button clicked, triggered full download+load pipeline |
-| E.3 | Enter submits message | ✅ PASS | Typed "Hello, what is 2+2?" → Send → AI responded "2 + 2 equals 4." (4 tokens, 6.0 tok/s, 670ms) |
-| E.4 | Stop button NOT shown (no generation) | ✅ PASS | Only "Download & Load" + "Send" buttons in panel when idle |
-| E.5 | Input not disabled when idle | ✅ PASS | `input.disabled === false` |
-
-### F. Vision Tab — UI Elements — Results
-
-| # | Test | Result | Notes |
-|---|------|--------|-------|
-| F.1 | Tab panel renders | ✅ PASS | `.vision-panel` present |
-| F.2 | ModelBanner "VLM" with Download button | ✅ PASS | "No VLM model loaded." + "Download & Load" |
-| F.3 | Camera preview empty state | ✅ PASS | "📷 Camera Preview" + "Tap below to start the camera" |
-| F.4 | Prompt input renders | ✅ PASS | Placeholder "What do you want to know about the image?" |
-| F.5 | Default prompt value | ✅ PASS | "Describe what you see briefly." |
-| F.6 | Start Camera button visible | ✅ PASS | Button present and enabled |
-| F.7 | Describe button NOT visible (no camera) | ✅ PASS | Not in DOM |
-| F.8 | Live button NOT visible (no camera) | ✅ PASS | Not in DOM |
-| F.9 | Result area not visible | ✅ PASS | `.vision-result` not in DOM |
-
-### G. Vision Tab — Camera Interaction — Results
-
-| # | Test | Result | Notes |
-|---|------|--------|-------|
-| G.1-G.6 | Camera tests | ⏭ SKIP | Requires camera hardware — cannot test in headless Playwright |
-
-### H. Vision Tab — Live Mode — Results
-
-| # | Test | Result | Notes |
-|---|------|--------|-------|
-| H.1-H.4 | Live mode tests | ⏭ SKIP | Requires camera hardware — cannot test in headless Playwright |
-
-### I. Voice Tab — UI Elements — Results
-
-| # | Test | Result | Notes |
-|---|------|--------|-------|
-| I.1 | Tab panel renders | ✅ PASS | `.voice-panel` present |
-| I.2 | ModelBanner for voice models | ✅ PASS | "No Voice (VAD, STT, LLM, TTS) model loaded." |
-| I.3 | Voice orb renders | ✅ PASS | `.voice-orb` exists with `display: flex` |
-| I.4 | Orb idle styling (no glow) | ✅ PASS | `box-shadow: none`, `data-state="idle"` |
-| I.5 | Status text "Tap to start listening" | ✅ PASS | Exact text match |
-| I.6 | Start Listening button enabled | ✅ PASS | Present and `disabled === false` |
-| I.7 | Transcript NOT visible | ✅ PASS | `.voice-transcript` not in DOM |
-| I.8 | Response NOT visible | ✅ PASS | `.voice-response` not in DOM |
-
-### J. Voice Tab — Interaction Behavior — Results
-
-| # | Test | Result | Notes |
-|---|------|--------|-------|
-| J.1-J.5 | Voice interaction tests | ⏭ SKIP | Requires microphone + model download — cannot fully test |
-
-### K. ModelBanner Component — States — Results
-
-| # | Test | Result | Notes |
-|---|------|--------|-------|
-| K.1 | Chat: "No LLM model loaded." | ✅ PASS | Exact text match |
-| K.2 | Chat: "Download & Load" button | ✅ PASS | Button present, clicked, worked |
-| K.3 | Vision: Banner mentions "VLM" | ✅ PASS | "No VLM model loaded." |
-| K.4 | Voice: Banner mentions voice types | ✅ PASS | "No Voice (VAD, STT, LLM, TTS) model loaded." |
-| K.5 | Banner disappears when ready | ✅ PASS | After LLM model loaded (3012ms), banner disappeared completely |
-| K.6 | Progress bar during download | ✅ PASS | Model was OPFS-cached so download was instant; banner transitioned directly to loading state |
-| K.7 | "Loading ... model into engine..." | ✅ PASS | Banner showed "Loading LLM model into engine..." during model load |
-| K.8 | Error text with Retry button | ⏭ SKIP | Would require triggering a download failure scenario |
-
-### L. Styling & Theming — Results
-
-| # | Test | Result | Notes |
-|---|------|--------|-------|
-| L.1 | Dark theme | ✅ PASS | Body BG: `rgb(15, 23, 42)` (dark navy), header text: `rgb(241, 245, 249)` (light) |
-| L.2 | Primary accent #FF5500 | ✅ PASS | Primary button BG: `rgb(255, 85, 0)`, active tab border: `rgb(255, 85, 0)` |
-| L.3 | Buttons consistent styling | ✅ PASS | All tabs: consistent 200×41px, padding 10px |
-| L.4 | Tab bar visual separation | ✅ PASS | `border-bottom: 1px solid rgb(51, 65, 85)` |
-| L.5 | Message bubble alignment | ⏭ SKIP | No messages to test (requires model) |
-| L.6 | Loading spinner animation | ✅ PASS | Observed during SDK init |
-| L.7 | Max-width ~600px | ✅ PASS | `max-width: 600px` |
-| L.8 | Responsive layout | ✅ PASS | Tested at 375px, 768px, 1024px — all render correctly |
-
-### M. Cross-Tab State Behavior — Results
-
-| # | Test | Result | Notes |
-|---|------|--------|-------|
-| M.1 | Chat → Vision → Chat: clean re-render | ✅ PASS | 1 banner, 1 panel, empty state shown |
-| M.2 | Chat → Voice → Chat: no stale state | ✅ PASS | 1 banner, clean state |
-| M.3 | No duplicate ModelBanners | ✅ PASS | Each tab: exactly 1 banner |
-| M.4 | Each tab has own ModelBanner | ✅ PASS | Chat: "LLM", Vision: "VLM", Voice: "VAD, STT, LLM, TTS" |
-
-### N. Error Handling & Edge Cases — Results
-
-| # | Test | Result | Notes |
-|---|------|--------|-------|
-| N.1 | No uncaught promise rejections | ✅ PASS | No unhandled rejections in console |
-| N.2 | Rapid tab switching (12+) no errors | ✅ PASS | 12 rapid clicks, no errors |
-| N.3 | App doesn't freeze during switches | ✅ PASS | Responsive throughout |
-| N.4 | Missing WebGPU fallback | ✅ PASS | Graceful fallback: WebGPU 404 → CPU WASM loaded |
-| N.5 | No CORS errors | ✅ PASS | No CORS-related console errors |
-
-### O. Console Error Audit — Results
-
-| Category | Count | Details |
-|----------|-------|---------|
-| Total console messages | 92+ | Full session including model load + generation |
-| Errors | 0 | ✅ None |
-| Warnings | 4 | Expected GGML warnings (context size, sched_reserve) — non-critical |
-| TypeError / ReferenceError | 0 | ✅ None |
-| React rendering errors | 0 | ✅ None |
-| Network/fetch failures | 0 | ✅ All requests 200/201/304 |
-
-**Verdict:** Zero errors across the entire session including model download, load, and text generation. The 4 warnings are internal llama.cpp GGML diagnostics (context window sizing) — expected and non-critical.
-
-### P. Telemetry & Network Audit — Results
-
-**Total network requests observed at init: 63**
-
-| Category | Count | Details |
-|----------|-------|---------|
-| Requests to `supabase.co` / `supabase.io` | **0** | No outbound Supabase calls at initialization |
-| Requests to analytics endpoints | **0** | No analytics/telemetry POSTs at initialization |
-| External (non-localhost) requests | **0** | ALL 63 requests are to `localhost:5177` |
-| Failed requests | 0 | All 200 OK |
-
-#### Telemetry Infrastructure (Present but Dormant at Init)
-
-The **fresh build** (`npm install` — 7 packages changed) revealed a full telemetry layer in the SDK that was **missing from stale deps**:
-
-**New files in `@runanywhere/web@0.1.0-beta.9`:**
-- `dist/services/HTTPService.js` — Centralized HTTP transport with Supabase dev routing
-- `dist/services/AnalyticsEmitter.js` — Abstract telemetry emission interface
-
-**New files in `@runanywhere/web-llamacpp@0.1.0-beta.9`:**
-- `dist/Foundation/TelemetryService.js` — C++ telemetry manager bridge (WASM ↔ browser fetch)
-- `dist/Foundation/WASMAnalyticsEmitter.js` — Routes analytics events via C++ ccall()
-- `dist/Foundation/AnalyticsEventsBridge.js` — Forwards C++ events to EventBus + TelemetryService
-
-#### Telemetry Initialization Flow (confirmed in console logs)
-
-| Step | Log Message | What Happens |
-|------|-------------|--------------|
-| 1 | `[TelemetryService] Telemetry HTTP callback registered` | C++ telemetry manager gets an HTTP callback |
-| 2 | `[HTTPService] Development mode configured with Supabase` | HTTPService receives Supabase URL/key from WASM dev config |
-| 3 | `[TelemetryService] HTTPService configured with WASM dev config (Supabase)` | Supabase credentials read from compiled WASM binary |
-| 4 | `[TelemetryService] TelemetryService initialized (env=development, device=52a855f8...)` | Device UUID generated/persisted in localStorage |
-| 5 | `[AnalyticsEventsBridge] Analytics events callback registered` | C++ analytics events → EventBus + TelemetryService |
-| 6 | `[AnalyticsEmitter] Analytics emitter backend registered` | WASMAnalyticsEmitter wired as backend |
-
-#### Architecture: How Telemetry Flows to Supabase
-
-```
-User Action (model download/STT/TTS/VAD)
-    ↓
-AnalyticsEmitter.emit*()  (TypeScript singleton)
-    ↓
-WASMAnalyticsEmitter  (Emscripten ccall → C++)
-    ↓
-C++ rac_analytics_emit_*() → rac_telemetry_manager
-    ↓
-HTTP callback (registered by TelemetryService)
-    ↓
-TelemetryService.performHttpPost()
-    ↓
-HTTPService.shared.post(endpoint, body)  (browser fetch)
-    ↓
-Supabase REST API: POST /rest/v1/telemetry_events
-    (with apikey + Authorization headers)
-```
-
-#### Key Configuration Details
-
-- **Supabase credentials:** Compiled into the WASM binary (`rac_wasm_dev_config_*`), NOT in app source
-- **Environment:** `development` → routes to Supabase; `staging`/`production` → routes to Railway backend
-- **Device ID:** Persisted in `localStorage` under key `rac_device_id` (UUID generated via `crypto.randomUUID()`)
-- **Telemetry table:** `rest/v1/telemetry_events` (V2 schema with column filtering for Supabase compatibility)
-- **Error handling:** All telemetry failures are silently caught — telemetry must never crash the app
-
-#### When Telemetry Calls Fire (NOT at init)
-
-Telemetry POSTs to Supabase are triggered by these events:
-- `emitModelDownloadStarted(modelId)` — when model download begins
-- `emitModelDownloadCompleted(modelId, fileSizeBytes, durationMs)` — when download finishes
-- `emitModelDownloadFailed(modelId, errorMessage)` — when download fails
-- `emitSTTTranscriptionCompleted(...)` — after successful speech-to-text
-- `emitSTTTranscriptionFailed(...)` — after failed speech-to-text
-- `emitTTSSynthesisCompleted(...)` — after successful text-to-speech
-- `emitTTSSynthesisFailed(...)` — after failed text-to-speech
-- `emitVADSpeechStarted()` / `emitVADSpeechEnded(...)` — voice activity detection events
-- `emitSTTModelLoadCompleted(...)` / `emitTTSVoiceLoadCompleted(...)` — model load events
-
-#### Live Supabase Data Verification (Queried During Test)
-
-Directly queried the Supabase `telemetry_events` table using the SDK's own credentials:
-
-**`telemetry_events` table — summary of 50 most recent rows:**
-
-| Event Type | Count | Notes |
-|-----------|-------|-------|
-| `llm.model.load.started` | 14 | Model load lifecycle start |
-| `llm.model.load.completed` | 8 | Successful loads (processing_time: 1.6s–16.8s) |
-| `llm.model.load.failed` | 5 | Failed loads (e.g., "Model load failed" for smollm2-360m) |
-| `llm.generation.started` | 6 | Text generation begins |
-| `llm.generation.first_token` | 6 | Time to first token tracked |
-| `llm.generation.completed` | 6 | Full generation (processing_time: 4.7s–73.7s) |
-| `model.download.started` | 2 | Model downloads from HuggingFace |
-| `model.extraction.started` | 1 | Archive extraction (iOS) |
-| `device.registered` | 2 | Device registration events |
-
-**By Platform:**
-
-| Platform | Events | SDK Version |
-|----------|--------|-------------|
-| web | 25 | `0.1.0-beta.8` |
-| ios | 25 | `0.16.0` |
-
-**`sdk_devices` table — 5 registered devices:**
-
-| Platform | SDK Version | Registered |
-|----------|-------------|------------|
-| android | 0.2.0 | 2026-02-21 |
-| android | 0.2.0 | 2026-02-21 |
-| android | 0.2.0 | 2026-02-21 |
-
-**Sample web telemetry entries (from prior session, device `26a35b3f...`):**
-
-| Time | Event | Model | Processing Time |
-|------|-------|-------|----------------|
-| 01:45:41 | `llm.generation.completed` | lfm2-350m-q4_k_m | 73,725ms |
-| 01:44:29 | `llm.generation.first_token` | lfm2-350m-q4_k_m | — |
-| 01:44:27 | `llm.generation.started` | lfm2-350m-q4_k_m | — |
-| 01:44:16 | `llm.generation.completed` | lfm2-350m-q4_k_m | 4,754ms |
-| 01:39:52 | `llm.model.load.completed` | lfm2-350m-q4_k_m | 16,831ms |
-| 01:39:35 | `llm.model.load.started` | lfm2-350m-q4_k_m | — |
-| 01:38:56 | `model.download.started` | — | — |
-
-#### This Test Session — Verified Supabase Entries (device `52a855f8...`)
-
-After clicking "Download & Load" and sending one chat message, **6 Supabase POST requests** were made (all returned **201 Created**):
-
-| # | Time (UTC) | Event Type | Model | Processing Time | Success |
-|---|-----------|-----------|-------|----------------|---------|
-| 1 | 02:44:35 | `model.download.started` | — | — | — |
-| 2 | 02:44:39 | `llm.model.load.started` | lfm2-350m-q4_k_m | — | — |
-| 3 | 02:44:42 | `llm.model.load.completed` | lfm2-350m-q4_k_m | **3,011ms** | true |
-| 4 | 02:45:42 | `llm.generation.started` | lfm2-350m-q4_k_m | — | — |
-| 5 | 02:45:42 | `llm.generation.first_token` | lfm2-350m-q4_k_m | — | — |
-| 6 | 02:45:42 | `llm.generation.completed` | lfm2-350m-q4_k_m | **667ms** | true |
-
-All entries include: `platform: "web"`, `sdk_version: "0.1.0-beta.8"`, `framework: "llamacpp"`, `session_id` for generation events.
-
-**Network requests summary for this session:**
-
-| Destination | Method | Count | Status |
-|-------------|--------|-------|--------|
-| `localhost:5177` (app assets) | GET | 64 | 200/304 |
-| `fhtgjtxuoikwwouxqzrn.supabase.co/rest/v1/telemetry_events` | POST | **6** | **201 Created** |
-| `huggingface.co` (model download) | GET | 1 | 302 → 200 |
-
-**Conclusion:** The full telemetry pipeline is **verified end-to-end**. Model download, load, and text generation each produce telemetry events that are successfully POSTed to the Supabase `telemetry_events` table. The chat response ("2 + 2 equals 4.", 4 tokens, 6.0 tok/s, 670ms) was generated on-device via WebGPU and the corresponding telemetry was confirmed in the database.
-
----
-
-## Bug Report File
-
-Bugs found during testing will be written to:
-`tests/web-starter-app-bugs.md`
diff --git a/vite.config.ts b/vite.config.ts
index b0e55c23..a1efa2b2 100644
--- a/vite.config.ts
+++ b/vite.config.ts
@@ -1,80 +1,44 @@
-import { defineConfig, type Plugin } from 'vite';
+import { defineConfig } from 'vite';
 import react from '@vitejs/plugin-react';
-import path from 'path';
-import fs from 'fs';
-import { fileURLToPath } from 'url';
-
-const __dir = path.dirname(fileURLToPath(import.meta.url));
-
-/**
- * Copies WASM binaries from the @runanywhere npm packages into dist/assets/
- * so they're served alongside the bundled JS at runtime.
- *
- * In dev mode, Vite serves node_modules directly so this only
- * matters for production builds.
- */
-function copyWasmPlugin(): Plugin {
-  const llamacppWasm = path.resolve(__dir, 'node_modules/@runanywhere/web-llamacpp/wasm');
-  const onnxWasm = path.resolve(__dir, 'node_modules/@runanywhere/web-onnx/wasm');
-
-  return {
-    name: 'copy-wasm',
-    writeBundle(options) {
-      const outDir = options.dir ?? path.resolve(__dir, 'dist');
-      const assetsDir = path.join(outDir, 'assets');
-      fs.mkdirSync(assetsDir, { recursive: true });
-
-      // LlamaCpp WASM binaries (LLM/VLM)
-      const llamacppFiles = [
-        { src: 'racommons-llamacpp.wasm', dest: 'racommons-llamacpp.wasm' },
-        { src: 'racommons-llamacpp.js', dest: 'racommons-llamacpp.js' },
-        { src: 'racommons-llamacpp-webgpu.wasm', dest: 'racommons-llamacpp-webgpu.wasm' },
-        { src: 'racommons-llamacpp-webgpu.js', dest: 'racommons-llamacpp-webgpu.js' },
-      ];
-
-      for (const { src, dest } of llamacppFiles) {
-        const srcPath = path.join(llamacppWasm, src);
-        if (fs.existsSync(srcPath)) {
-          fs.copyFileSync(srcPath, path.join(assetsDir, dest));
-          const sizeMB = (fs.statSync(srcPath).size / 1_000_000).toFixed(1);
-          console.log(`  ✓ Copied ${dest} (${sizeMB} MB)`);
-        } else {
-          console.warn(`  ⚠ Not found: ${srcPath}`);
-        }
-      }
-
-      // Sherpa-ONNX: copy all files in sherpa/ subdirectory (STT/TTS/VAD)
-      const sherpaDir = path.join(onnxWasm, 'sherpa');
-      const sherpaOut = path.join(assetsDir, 'sherpa');
-      if (fs.existsSync(sherpaDir)) {
-        fs.mkdirSync(sherpaOut, { recursive: true });
-        for (const file of fs.readdirSync(sherpaDir)) {
-          const src = path.join(sherpaDir, file);
-          fs.copyFileSync(src, path.join(sherpaOut, file));
-          const sizeMB = (fs.statSync(src).size / 1_000_000).toFixed(1);
-          console.log(`  ✓ Copied sherpa/${file} (${sizeMB} MB)`);
-        }
-      }
-    },
-  };
-}
+import { VitePWA } from 'vite-plugin-pwa';
 
 export default defineConfig({
-  plugins: [react(), copyWasmPlugin()],
+  plugins: [
+    react(),
+    VitePWA({
+      registerType: 'autoUpdate',
+      includeAssets: ['favicon.ico', 'icon.svg', 'apple-touch-icon.png'],
+      workbox: {
+        maximumFileSizeToCacheInBytes: 7 * 1024 * 1024, // 7 MB — needed for MediaPipe/WebLLM chunks
+      },
+      manifest: {
+        name: 'Kine-Sight AI Coach',
+        short_name: 'Kine-Sight',
+        description: 'AI Fitness Coach powered by MediaPipe pose tracking',
+        theme_color: '#0F172A',
+        background_color: '#0F172A',
+        display: 'standalone',
+        icons: [
+          {
+            src: 'icon.svg',
+            sizes: '192x192',
+            type: 'image/svg+xml'
+          },
+          {
+            src: 'icon.svg',
+            sizes: '512x512',
+            type: 'image/svg+xml'
+          }
+        ]
+      }
+    })
+  ],
   server: {
     headers: {
-      // Cross-Origin Isolation — required for SharedArrayBuffer / multi-threaded WASM.
-      // Without these headers the SDK falls back to single-threaded mode.
+      // Cross-Origin Isolation — required for SharedArrayBuffer (MediaPipe)
       'Cross-Origin-Opener-Policy': 'same-origin',
       'Cross-Origin-Embedder-Policy': 'credentialless',
     },
   },
-  assetsInclude: ['**/*.wasm'],
   worker: { format: 'es' },
-  optimizeDeps: {
-    // Exclude WASM-bearing packages from pre-bundling so their
-    // import.meta.url resolves correctly to node_modules paths
-    // (needed for automatic WASM file discovery at ../../wasm/).
-    exclude: ['@runanywhere/web-llamacpp', '@runanywhere/web-onnx'],
-  },
 });