diff --git a/package-lock.json b/package-lock.json
new file mode 100644
index 0000000..5c31304
--- /dev/null
+++ b/package-lock.json
@@ -0,0 +1,1987 @@
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+      "integrity": "sha512-34R7HTnG0XIJcBSn5XhDd7nNFPRcXYRZrBB2O2jdKqYODldSzBAqzsWoZYYvduky73toYS/ESqxPvkDf/F0XMg==",
+      "license": "(MIT OR CC0-1.0)",
+      "optional": true,
+      "engines": {
+        "node": ">=10"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
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+    "node_modules/shebang-command": {
+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/shebang-command/-/shebang-command-2.0.0.tgz",
+      "integrity": "sha512-kHxr2zZpYtdmrN1qDjrrX/Z1rR1kG8Dx+gkpK1G4eXmvXswmcE1hTWBWYUzlraYw1/yZp6YuDY77YtvbN0dmDA==",
+      "dev": true,
+      "license": "MIT",
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+    },
+    "node_modules/shebang-regex": {
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+      "license": "MIT",
+      "engines": {
+        "node": ">=8"
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+    },
+    "node_modules/sprintf-js": {
+      "version": "1.1.3",
+      "resolved": "https://registry.npmjs.org/sprintf-js/-/sprintf-js-1.1.3.tgz",
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+      "license": "BSD-3-Clause",
+      "optional": true
+    },
+    "node_modules/strip-ansi": {
+      "version": "6.0.1",
+      "resolved": "https://registry.npmjs.org/strip-ansi/-/strip-ansi-6.0.1.tgz",
+      "integrity": "sha512-Y38VPSHcqkFrCpFnQ9vuSXmquuv5oXOKpGeT6aGrr3o3Gc9AlVa6JBfUSOCnbxGGZF+/0ooI7KrPuUSztUdU5A==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "ansi-regex": "^5.0.1"
+      },
+      "engines": {
+        "node": ">=8"
+      }
+    },
+    "node_modules/strip-json-comments": {
+      "version": "3.1.1",
+      "resolved": "https://registry.npmjs.org/strip-json-comments/-/strip-json-comments-3.1.1.tgz",
+      "integrity": "sha512-6fPc+R4ihwqP6N/aIv2f1gMH8lOVtWQHoqC4yK6oSDVVocumAsfCqjkXnqiYMhmMwS/mEHLp7Vehlt3ql6lEig==",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=8"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
+    },
+    "node_modules/sumchecker": {
+      "version": "3.0.1",
+      "resolved": "https://registry.npmjs.org/sumchecker/-/sumchecker-3.0.1.tgz",
+      "integrity": "sha512-MvjXzkz/BOfyVDkG0oFOtBxHX2u3gKbMHIF/dXblZsgD3BWOFLmHovIpZY7BykJdAjcqRCBi1WYBNdEC9yI7vg==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "debug": "^4.1.0"
+      },
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+        "node": ">= 8.0"
+      }
+    },
+    "node_modules/supports-color": {
+      "version": "7.2.0",
+      "resolved": "https://registry.npmjs.org/supports-color/-/supports-color-7.2.0.tgz",
+      "integrity": "sha512-qpCAvRl9stuOHveKsn7HncJRvv501qIacKzQlO/+Lwxc9+0q2wLyv4Dfvt80/DPn2pqOBsJdDiogXGR9+OvwRw==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "has-flag": "^4.0.0"
+      },
+      "engines": {
+        "node": ">=8"
+      }
+    },
+    "node_modules/text-table": {
+      "version": "0.2.0",
+      "resolved": "https://registry.npmjs.org/text-table/-/text-table-0.2.0.tgz",
+      "integrity": "sha512-N+8UisAXDGk8PFXP4HAzVR9nbfmVJ3zYLAWiTIoqC5v5isinhr+r5uaO8+7r3BMfuNIufIsA7RdpVgacC2cSpw==",
+      "dev": true,
+      "license": "MIT"
+    },
+    "node_modules/type-check": {
+      "version": "0.4.0",
+      "resolved": "https://registry.npmjs.org/type-check/-/type-check-0.4.0.tgz",
+      "integrity": "sha512-XleUoc9uwGXqjWwXaUTZAmzMcFZ5858QA2vvx1Ur5xIcixXIP+8LnFDgRplU30us6teqdlskFfu+ae4K79Ooew==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "prelude-ls": "^1.2.1"
+      },
+      "engines": {
+        "node": ">= 0.8.0"
+      }
+    },
+    "node_modules/type-fest": {
+      "version": "0.20.2",
+      "resolved": "https://registry.npmjs.org/type-fest/-/type-fest-0.20.2.tgz",
+      "integrity": "sha512-Ne+eE4r0/iWnpAxD852z3A+N0Bt5RN//NjJwRd2VFHEmrywxf5vsZlh4R6lixl6B+wz/8d+maTSAkN1FIkI3LQ==",
+      "dev": true,
+      "license": "(MIT OR CC0-1.0)",
+      "engines": {
+        "node": ">=10"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
+    },
+    "node_modules/undici-types": {
+      "version": "5.26.5",
+      "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-5.26.5.tgz",
+      "integrity": "sha512-JlCMO+ehdEIKqlFxk6IfVoAUVmgz7cU7zD/h9XZ0qzeosSHmUJVOzSQvvYSYWXkFXC+IfLKSIffhv0sVZup6pA==",
+      "license": "MIT"
+    },
+    "node_modules/universalify": {
+      "version": "0.1.2",
+      "resolved": "https://registry.npmjs.org/universalify/-/universalify-0.1.2.tgz",
+      "integrity": "sha512-rBJeI5CXAlmy1pV+617WB9J63U6XcazHHF2f2dbJix4XzpUF0RS3Zbj0FGIOCAva5P/d/GBOYaACQ1w+0azUkg==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 4.0.0"
+      }
+    },
+    "node_modules/uri-js": {
+      "version": "4.4.1",
+      "resolved": "https://registry.npmjs.org/uri-js/-/uri-js-4.4.1.tgz",
+      "integrity": "sha512-7rKUyy33Q1yc98pQ1DAmLtwX109F7TIfWlW1Ydo8Wl1ii1SeHieeh0HHfPeL2fMXK6z0s8ecKs9frCuLJvndBg==",
+      "dev": true,
+      "license": "BSD-2-Clause",
+      "dependencies": {
+        "punycode": "^2.1.0"
+      }
+    },
+    "node_modules/which": {
+      "version": "2.0.2",
+      "resolved": "https://registry.npmjs.org/which/-/which-2.0.2.tgz",
+      "integrity": "sha512-BLI3Tl1TW3Pvl70l3yq3Y64i+awpwXqsGBYWkkqMtnbXgrMD+yj7rhW0kuEDxzJaYXGjEW5ogapKNMEKNMjibA==",
+      "dev": true,
+      "license": "ISC",
+      "dependencies": {
+        "isexe": "^2.0.0"
+      },
+      "bin": {
+        "node-which": "bin/node-which"
+      },
+      "engines": {
+        "node": ">= 8"
+      }
+    },
+    "node_modules/word-wrap": {
+      "version": "1.2.5",
+      "resolved": "https://registry.npmjs.org/word-wrap/-/word-wrap-1.2.5.tgz",
+      "integrity": "sha512-BN22B5eaMMI9UMtjrGd5g5eCYPpCPDUy0FJXbYsaT5zYxjFOckS53SQDE3pWkVoWpHXVb3BrYcEN4Twa55B5cA==",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=0.10.0"
+      }
+    },
+    "node_modules/wrappy": {
+      "version": "1.0.2",
+      "resolved": "https://registry.npmjs.org/wrappy/-/wrappy-1.0.2.tgz",
+      "integrity": "sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ==",
+      "license": "ISC"
+    },
+    "node_modules/yauzl": {
+      "version": "2.10.0",
+      "resolved": "https://registry.npmjs.org/yauzl/-/yauzl-2.10.0.tgz",
+      "integrity": "sha512-p4a9I6X6nu6IhoGmBqAcbJy1mlC4j27vEPZX9F4L4/vZT3Lyq1VkFHw/V/PUcB9Buo+DG3iHkT0x3Qya58zc3g==",
+      "license": "MIT",
+      "dependencies": {
+        "buffer-crc32": "~0.2.3",
+        "fd-slicer": "~1.1.0"
+      }
+    },
+    "node_modules/yocto-queue": {
+      "version": "0.1.0",
+      "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz",
+      "integrity": "sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=10"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
+    }
+  }
+}
diff --git a/package.json b/package.json
index 370d3fd..0d0eb0e 100644
--- a/package.json
+++ b/package.json
@@ -11,10 +11,10 @@
   "license": "MIT",
   "dependencies": {
     "electron": "^28.0.0",
-    "python-shell": "^5.0.1"
+    "python-shell": "5.0.0"
   },
   "devDependencies": {
     "eslint": "^8.55.0",
     "prettier": "^3.0.0"
   }
-}
\ No newline at end of file
+}
diff --git a/src/index.html b/src/index.html
index 66d3de6..342158b 100644
--- a/src/index.html
+++ b/src/index.html
@@ -1,104 +1,90 @@
-<!DOCTYPE html>
+<!doctype html>
 <html lang="en">
-  <head>
-    <meta charset="UTF-8" />
-    <meta http-equiv="X-UA-Compatible" content="IE=edge" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>PropFix – AI‑Assisted Photo Editor</title>
-    <style>
-      body {
-        font-family: Arial, sans-serif;
-        margin: 0;
-        padding: 0;
-        background-color: #f5f5f5;
-      }
-      header {
-        background-color: #243a73;
-        color: white;
-        padding: 1rem;
-        text-align: center;
-      }
-      #controls {
-        display: flex;
-        justify-content: center;
-        gap: 1rem;
-        margin-top: 1rem;
-      }
-      button {
-        padding: 0.5rem 1rem;
-        border: none;
-        background-color: #4c8ef5;
-        color: white;
-        border-radius: 4px;
-        cursor: pointer;
-      }
-      button:hover {
-        background-color: #3b6dc2;
-      }
-      #image-container {
-        display: flex;
-        justify-content: center;
-        margin-top: 2rem;
-      }
-      #image-container img {
-        max-width: 90%;
-        max-height: 60vh;
-        border: 1px solid #ccc;
-      }
-    </style>
-  </head>
-  <body>
-    <header>
-      <h1>PropFix</h1>
-      <p>AI‑assisted photo editing</p>
-    </header>
-    <div id="controls">
-      <button id="openBtn">Open Image</button>
-      <button id="enhanceBtn">Auto Enhance</button>
-      <button id="denoiseBtn">Denoise</button>
-      <button id="styleBtn">Style Transfer</button>
-    </div>
-    <div id="image-container">
-      <img id="preview" alt="Selected image will appear here" />
-    </div>
-    <script>
-      const openBtn = document.getElementById('openBtn');
-      const enhanceBtn = document.getElementById('enhanceBtn');
-      const denoiseBtn = document.getElementById('denoiseBtn');
-      const styleBtn = document.getElementById('styleBtn');
-      const preview = document.getElementById('preview');
+<head>
+  <meta charset="utf-8" />
+  <title>PropFix Photo Editor</title>
+  <meta http-equiv="Content-Security-Policy" content="default-src 'self'; img-src 'self' data: file:; style-src 'self' 'unsafe-inline'; script-src 'self'; connect-src http://127.0.0.1:5001;">
+  <meta name="viewport" content="width=device-width, initial-scale=1" />
+  <link rel="stylesheet" href="./styles.css" />
+</head>
+<body>
+  <div class="app">
+    <aside class="left">
+      <header class="left-header">
+        <h1>Controls</h1>
+        <div id="segmentsBanner" class="muted">No segments yet.</div>
+      </header>
 
-      let currentImagePath = null;
+      <section class="panel">
+        <div class="row compact">
+          <label for="searchSeg">Find segment</label>
+          <input id="searchSeg" type="text" placeholder="Search (e.g., arm, torso)" />
+        </div>
+        <div class="row compact">
+          <label for="strength">Effect amount</label>
+          <input id="strength" type="range" min="0" max="1" step="0.05" value="1" />
+          <span id="strengthVal">100%</span>
+        </div>
+      </section>
 
-      openBtn.addEventListener('click', async () => {
-        const files = await window.electron.openFiles();
-        if (files && files.length > 0) {
-          currentImagePath = files[0];
-          preview.src = `file://${currentImagePath}`;
-        }
-      });
+      <section class="panel">
+        <details open>
+          <summary>Body</summary>
+          <div id="group-body" class="group"></div>
+        </details>
+        <details>
+          <summary>Arms</summary>
+          <div id="group-arms" class="group"></div>
+        </details>
+        <details>
+          <summary>Legs</summary>
+          <div id="group-legs" class="group"></div>
+        </details>
+        <details>
+          <summary>Hands & Feet</summary>
+          <div id="group-extremities" class="group"></div>
+        </details>
+        <details>
+          <summary>Other</summary>
+          <div id="group-other" class="group"></div>
+        </details>
+      </section>
 
-      async function runCommand(cmd) {
-        if (!currentImagePath) {
-          alert('Please open an image first.');
-          return;
-        }
-        const result = await window.electron.processImage({
-          command: cmd,
-          image_path: currentImagePath,
-          params: {}
-        });
-        // Expect result to be a file path or base64 string
-        if (result) {
-          preview.src = result.startsWith('data:')
-            ? result
-            : `file://${result}`;
-        }
-      }
+      <section class="panel footer-buttons">
+        <button id="resetBtn" class="btn ghost">Reset All</button>
+        <button id="logsBtn" class="btn ghost">Logs</button>
+      </section>
 
-      enhanceBtn.addEventListener('click', () => runCommand('enhance'));
-      denoiseBtn.addEventListener('click', () => runCommand('denoise'));
-      styleBtn.addEventListener('click', () => runCommand('style'));
-    </script>
-  </body>
-</html>
\ No newline at end of file
+      <section id="logsPane" class="panel hidden">
+        <textarea id="logArea" readonly></textarea>
+      </section>
+    </aside>
+
+    <main class="right">
+      <header class="topbar">
+        <input id="inputPath" type="text" placeholder="Full path to input image (e.g., C:\path\to\alpha.png)" />
+        <div class="topbar-actions">
+          <button id="annotateBtn" class="btn primary">Annotate</button>
+          <div class="seg-count" id="segCount">–</div>
+          <div class="divider"></div>
+          <div class="zoom-controls">
+            <button class="btn ghost" id="fitBtn" title="Fit to window">Fit</button>
+            <button class="btn ghost" id="fillBtn" title="Fill width">Fill</button>
+            <button class="btn ghost" id="oneBtn" title="1:1">1:1</button>
+          </div>
+        </div>
+      </header>
+
+      <section class="canvas">
+        <div id="viewport" class="viewport fit">
+          <img id="previewImg" alt="preview" />
+        </div>
+      </section>
+
+      <footer id="statusBar" class="status">Idle.</footer>
+    </main>
+  </div>
+
+  <script src="./renderer.js"></script>
+</body>
+</html>
diff --git a/src/main.cjs b/src/main.cjs
new file mode 100644
index 0000000..78a0e21
--- /dev/null
+++ b/src/main.cjs
@@ -0,0 +1,42 @@
+const { app, BrowserWindow, dialog, ipcMain, Menu } = require('electron');
+const path = require('path');
+
+function createMenu(win) {
+  const template = [{
+    label: 'View',
+    submenu: [
+      { role: 'reload' }, { role: 'forceReload' }, { type: 'separator' },
+      { label: 'Toggle Developer Tools',
+        accelerator: process.platform === 'darwin' ? 'Alt+Command+I' : 'Ctrl+Shift+I',
+        click: () => win.webContents.toggleDevTools() }
+    ]
+  }];
+  Menu.setApplicationMenu(Menu.buildFromTemplate(template));
+}
+
+function createWindow() {
+  const win = new BrowserWindow({
+    width: 1200, height: 800,
+    webPreferences: { contextIsolation: true, nodeIntegration: false, preload: path.join(__dirname, 'preload.cjs'), sandbox: true, devTools: true },
+    title: 'PropFix Photo Editor'
+  });
+  createMenu(win);
+  win.loadFile(path.join(__dirname, 'index.html'));
+  win.webContents.openDevTools({ mode: 'detach' });
+}
+
+app.whenReady().then(() => {
+  ipcMain.handle('chooseExportPath', async (_evt, suggested) => {
+    const { canceled, filePath } = await dialog.showSaveDialog({
+      title: 'Export warped image',
+      defaultPath: suggested || 'output.png',
+      filters: [{ name: 'PNG Image', extensions: ['png'] }]
+    });
+    return canceled ? null : filePath;
+  });
+  createWindow();
+  app.on('activate', () => { if (BrowserWindow.getAllWindows().length === 0) createWindow(); });
+});
+app.on('window-all-closed', () => { if (process.platform !== 'darwin') app.quit(); });
+
+
diff --git a/src/main.js b/src/main.js
index d03efca..e2a076e 100644
--- a/src/main.js
+++ b/src/main.js
@@ -1,11 +1,11 @@
-const { app, BrowserWindow, ipcMain, dialog } = require('electron');
+const { app, BrowserWindow, ipcMain, dialog } = require('electron');
 const path = require('path');
 const { PythonShell } = require('python-shell');
 
 /**
  * Creates the main application window.  The window loads the renderer
  * (index.html) and sets up IPC handlers for communication with the
- * Python back‑end.  Electron’s `contextIsolation` and `preload` options
+ * Python back‑end.  Electron’s `contextIsolation` and `preload` options
  * are enabled to follow best practices for security.
  */
 function createWindow() {
@@ -59,12 +59,12 @@ ipcMain.handle('dialog:openFile', async () => {
 
 /**
  * IPC handler: perform an AI operation by sending a command to the
- * Python back‑end.  The handler spawns a Python process using
+ * Python back‑end.  The handler spawns a Python process using
  * `python-shell` and returns the result to the renderer.
  */
 ipcMain.handle('ai:process', async (_event, command) => {
   return new Promise((resolve, reject) => {
-    const pyshell = new PythonShell('python/image_processing.py');
+    const pyshell = new PythonShell(require('path').join(__dirname, '..', 'python', 'image_processing.py'));
     let resultData = '';
     pyshell.on('message', (message) => {
       resultData += message;
@@ -78,4 +78,4 @@ ipcMain.handle('ai:process', async (_event, command) => {
       }
     });
   });
-});
\ No newline at end of file
+});
diff --git a/src/package-lock.json b/src/package-lock.json
new file mode 100644
index 0000000..b3f42dd
--- /dev/null
+++ b/src/package-lock.json
@@ -0,0 +1,871 @@
+{
+  "name": "propfix-ui",
+  "version": "0.2.1",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
+    "": {
+      "name": "propfix-ui",
+      "version": "0.2.1",
+      "devDependencies": {
+        "electron": "^31.3.0"
+      }
+    },
+    "node_modules/@electron/get": {
+      "version": "2.0.3",
+      "resolved": "https://registry.npmjs.org/@electron/get/-/get-2.0.3.tgz",
+      "integrity": "sha512-Qkzpg2s9GnVV2I2BjRksUi43U5e6+zaQMcjoJy0C+C5oxaKl+fmckGDQFtRpZpZV0NQekuZZ+tGz7EA9TVnQtQ==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "debug": "^4.1.1",
+        "env-paths": "^2.2.0",
+        "fs-extra": "^8.1.0",
+        "got": "^11.8.5",
+        "progress": "^2.0.3",
+        "semver": "^6.2.0",
+        "sumchecker": "^3.0.1"
+      },
+      "engines": {
+        "node": ">=12"
+      },
+      "optionalDependencies": {
+        "global-agent": "^3.0.0"
+      }
+    },
+    "node_modules/@sindresorhus/is": {
+      "version": "4.6.0",
+      "resolved": "https://registry.npmjs.org/@sindresorhus/is/-/is-4.6.0.tgz",
+      "integrity": "sha512-t09vSN3MdfsyCHoFcTRCH/iUtG7OJ0CsjzB8cjAmKc/va/kIgeDI/TxsigdncE/4be734m0cvIYwNaV4i2XqAw==",
+      "dev": true,
+      "license": "MIT",
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+}
diff --git a/src/package.json b/src/package.json
new file mode 100644
index 0000000..a5fa064
--- /dev/null
+++ b/src/package.json
@@ -0,0 +1,11 @@
+{
+  "name": "propfix-ui",
+  "version": "0.2.1",
+  "private": true,
+  "main": "main.cjs",
+  "description": "Electron front-end for the proportion/warp photo editor",
+  "scripts": { "start": "electron .", "dev": "electron ." },
+  "devDependencies": { "electron": "^31.3.0" }
+}
+
+
diff --git a/src/preload.cjs b/src/preload.cjs
new file mode 100644
index 0000000..962deb6
--- /dev/null
+++ b/src/preload.cjs
@@ -0,0 +1,5 @@
+const { contextBridge, ipcRenderer } = require('electron');
+contextBridge.exposeInMainWorld('env', { serverURL: 'http://127.0.0.1:5001' });
+contextBridge.exposeInMainWorld('api', { chooseExportPath: (suggested) => ipcRenderer.invoke('chooseExportPath', suggested) });
+
+
diff --git a/src/renderer.js b/src/renderer.js
new file mode 100644
index 0000000..4c0f572
--- /dev/null
+++ b/src/renderer.js
@@ -0,0 +1,228 @@
+// ui/renderer.js
+document.addEventListener('DOMContentLoaded', () => {
+  const SERVER = "http://127.0.0.1:5001";
+
+  function q(id){ return document.getElementById(id); }
+  const els = {
+    inputPath: q("inputPath"),
+    annotateBtn: q("annotateBtn"),
+    resetBtn: q("resetBtn"),
+    logsBtn: q("logsBtn"),
+    logsPane: q("logsPane"),
+    logArea: q("logArea"),
+    segmentsBanner: q("segmentsBanner"),
+    segCount: q("segCount"),
+    searchSeg: q("searchSeg"),
+    strength: q("strength"),
+    strengthVal: q("strengthVal"),
+    groupBody: q("group-body"),
+    groupArms: q("group-arms"),
+    groupLegs: q("group-legs"),
+    groupExt: q("group-extremities"),
+    groupOther: q("group-other"),
+    fitBtn: q("fitBtn"),
+    fillBtn: q("fillBtn"),
+    oneBtn: q("oneBtn"),
+    viewport: q("viewport"),
+    previewImg: q("previewImg"),
+    statusBar: q("statusBar"),
+  };
+
+  const state = {
+    configPath: "configs/default.yaml",
+    inputPath: "",
+    // segments: array of {id,label}
+    segments: [],
+    controls: { geometry: {}, photo: {} },
+    strength: 1.0,
+    zoomMode: "fit",
+  };
+
+  function log(s){
+    const t=new Date().toLocaleTimeString();
+    if(els.logArea){ els.logArea.value+=`[${t}] ${s}\n`; els.logArea.scrollTop=els.logArea.scrollHeight; }
+    console.log(s);
+  }
+  function setStatus(s){ if(els.statusBar) els.statusBar.textContent=s; }
+  function debounce(f,m){ let h=null; return (...a)=>{ if(h) clearTimeout(h); h=setTimeout(()=>f(...a),m); }; }
+  function toFileURL(p){ if(!p) return ""; return `file:///${String(p).replace(/\\/g,"/")}`; }
+
+  async function postProcess(body){
+    const payload = JSON.stringify(body);
+    log(`POST ${SERVER}/process :: ${payload}`);
+    const r = await fetch(`${SERVER}/process`, { method:"POST", headers:{ "Content-Type":"application/json" }, body: payload });
+    const t = await r.text();
+    log(`JSON bytes=${t.length}`);
+    try { return JSON.parse(t); } catch { log(`[WARN] Non-JSON: ${t.slice(0,200)}...`); return {}; }
+  }
+
+  // --- Segment helpers ------------------------------------------------------
+  function toSegmentsArray(raw){
+    const arr = Array.isArray(raw) ? raw : [];
+    return arr.map((s, i) => {
+      if (typeof s === "string") return { id:s, label:niceLabel(s) };
+      if (s && typeof s === "object"){
+        const id = String(s.name || s.id || s.label || `seg${i}`);
+        const label = String(s.label || s.name || s.id || `seg${i}`);
+        return { id, label:niceLabel(label) };
+      }
+      return { id:`seg${i}`, label:`seg${i}` };
+    });
+  }
+  function niceLabel(s){
+    return s.replace(/_/g, " ").replace(/\b(l|r)\b/gi, m => m.toLowerCase()==="l"?"(L)":"(R)")
+            .replace(/\b\w/g, ch => ch.toUpperCase());
+  }
+
+  function ensureGeom(id){
+    if(!state.controls.geometry[id]) state.controls.geometry[id] = { sx:1.0, sy:1.0, rot_deg:0, tx:0, ty:0 };
+    return state.controls.geometry[id];
+  }
+
+  function applyStrengthControls(){
+    // Produce a deep copy of controls with amount scaling applied
+    const amt = state.strength;
+    const geo = {};
+    for(const [id, g] of Object.entries(state.controls.geometry)){
+      const sx = 1 + (Number(g.sx || 1) - 1) * amt;
+      const sy = 1 + (Number(g.sy || 1) - 1) * amt;
+      const rot_deg = Number(g.rot_deg || 0) * amt;
+      const tx = Number(g.tx || 0) * amt;
+      const ty = Number(g.ty || 0) * amt;
+      geo[id] = { sx, sy, rot_deg, tx, ty };
+    }
+    return { geometry: geo, photo: state.controls.photo || {} };
+  }
+
+  function sliderRow(segId, label, key, min, max, step, fmt, onChange){
+    const id = `${segId}-${key}`;
+    const wrap = document.createElement("div"); wrap.className = "slider";
+    const lab = document.createElement("label"); lab.htmlFor = id; lab.textContent = label;
+    const rng = document.createElement("input"); rng.type = "range"; rng.id = id; rng.min = String(min); rng.max = String(max); rng.step = String(step);
+    rng.value = String(onChange.get());
+    const val = document.createElement("div"); val.className = "val"; val.textContent = fmt(onChange.get());
+    rng.addEventListener("input", e => { const v = parseFloat(e.target.value); onChange.set(v); val.textContent = fmt(v); scheduleWarp(); });
+    wrap.append(lab, rng, val);
+    return wrap;
+  }
+
+  function segmentCard(seg){
+    const {id, label} = seg;
+    const card = document.createElement("div"); card.className = "segment-card";
+    const title = document.createElement("div"); title.className = "segment-title";
+    title.innerHTML = `<span>${label}</span>`;
+    const actions = document.createElement("div"); actions.className = "seg-actions";
+    const resetBtn = document.createElement("button"); resetBtn.className = "btn mini ghost"; resetBtn.textContent = "Reset";
+    resetBtn.addEventListener("click", () => { state.controls.geometry[id] = { sx:1, sy:1, rot_deg:0, tx:0, ty:0 }; buildUI(); scheduleWarp(); });
+    actions.append(resetBtn);
+    title.append(actions);
+    card.append(title);
+
+    const g = ensureGeom(id);
+    card.append(
+      sliderRow(id, "Scale X", "sx", 0.80, 1.20, 0.01, v=>v.toFixed(2), { get:()=>g.sx, set:v=>g.sx=v }),
+      sliderRow(id, "Scale Y", "sy", 0.80, 1.20, 0.01, v=>v.toFixed(2), { get:()=>g.sy, set:v=>g.sy=v }),
+      sliderRow(id, "Rotate°", "rot_deg", -15, 15, 1, v=>String(v), { get:()=>g.rot_deg, set:v=>g.rot_deg=v }),
+      sliderRow(id, "Offset X", "tx", -50, 50, 1, v=>String(v), { get:()=>g.tx, set:v=>g.tx=v }),
+      sliderRow(id, "Offset Y", "ty", -50, 50, 1, v=>String(v), { get:()=>g.ty, set:v=>g.ty=v }),
+    );
+    return card;
+  }
+
+  function groupOf(seg){
+    const id = seg.id.toLowerCase();
+    if (/(torso|hip|pelvis|body)/.test(id)) return "body";
+    if (/(head|neck)/.test(id)) return "body";
+    if (/(arm|forearm)/.test(id)) return "arms";
+    if (/(hand)/.test(id)) return "ext";
+    if (/(thigh|shin|calf|leg)/.test(id)) return "legs";
+    if (/(foot)/.test(id)) return "ext";
+    return "other";
+  }
+
+  function buildGroups(segments){
+    const q = els.searchSeg.value.trim().toLowerCase();
+    const filt = s => !q || s.id.toLowerCase().includes(q) || s.label.toLowerCase().includes(q);
+
+    const buckets = { body:[], arms:[], legs:[], ext:[], other:[] };
+    for(const s of segments){ if(!filt(s)) continue; buckets[groupOf(s)].push(s); }
+
+    const mount = (el, list) => { el.innerHTML=""; list.forEach(s=>el.appendChild(segmentCard(s))); };
+    mount(els.groupBody, buckets.body);
+    mount(els.groupArms, buckets.arms);
+    mount(els.groupLegs, buckets.legs);
+    mount(els.groupExt, buckets.ext);
+    mount(els.groupOther, buckets.other);
+  }
+
+  function buildUI(){
+    els.segmentsBanner.textContent = state.segments.length ? `Segments: ${state.segments.length}` : "No segments yet.";
+    els.segCount.textContent = state.segments.length ? `${state.segments.length}` : "–";
+    els.strengthVal.textContent = `${Math.round(state.strength*100)}%`;
+    buildGroups(state.segments);
+  }
+
+  // --- Operations -----------------------------------------------------------
+  const scheduleWarp = debounce(async ()=>{
+    if(!state.inputPath) return;
+    setStatus("Warping…");
+    const scaledControls = applyStrengthControls();
+    const body = {
+      config: state.configPath,
+      input: state.inputPath,
+      output: null,
+      mode: "warp",
+      controls: scaledControls
+    };
+    try{
+      const data = await postProcess(body);
+      const outAbs = data.output || "";
+      if(outAbs) els.previewImg.src = `${toFileURL(outAbs)}?ts=${Date.now()}`;
+      setStatus("Warp complete.");
+    }catch(e){
+      setStatus("Warp failed.");
+      log(`WARP ERROR: ${e}`);
+    }
+  }, 180);
+
+  async function classify(){
+    if(!state.inputPath){ setStatus("Select an input image first."); return; }
+    setStatus("Annotating…");
+    const body = { config: state.configPath, input: state.inputPath, output: null, mode: "classify" };
+    try{
+      const data = await postProcess(body);
+      const outAbs = data.output || "";
+      if(outAbs) els.previewImg.src = `${toFileURL(outAbs)}?ts=${Date.now()}`;
+      state.segments = toSegmentsArray(data.segments || data.used_segments);
+      // reset controls when new image
+      state.controls = { geometry:{}, photo:{} };
+      buildUI();
+      setStatus("Ready.");
+    }catch(e){
+      setStatus("Annotate failed.");
+      log(`ANNOTATE ERROR: ${e}`);
+    }
+  }
+
+  // --- Wiring ---------------------------------------------------------------
+  els.annotateBtn?.addEventListener("click", classify);
+  els.resetBtn?.addEventListener("click", ()=>{ state.controls={ geometry:{}, photo:{} }; buildUI(); setStatus("Controls reset."); scheduleWarp(); });
+  els.logsBtn?.addEventListener("click", ()=>{ els.logsPane.classList.toggle("hidden"); });
+  els.inputPath?.addEventListener("change",(e)=>{ state.inputPath=e.target.value.trim(); if(state.inputPath){ els.previewImg.src=toFileURL(state.inputPath); setStatus("Image loaded. Click Annotate."); } });
+  els.searchSeg?.addEventListener("input", ()=> buildUI());
+  els.strength?.addEventListener("input", (e)=>{ state.strength = parseFloat(e.target.value); els.strengthVal.textContent = `${Math.round(state.strength*100)}%`; scheduleWarp(); });
+
+  function setZoom(mode){
+    state.zoomMode = mode;
+    els.viewport.classList.remove("fit","fill","one");
+    els.viewport.classList.add(mode);
+  }
+  els.fitBtn?.addEventListener("click", ()=> setZoom("fit"));
+  els.fillBtn?.addEventListener("click", ()=> setZoom("fill"));
+  els.oneBtn?.addEventListener("click", ()=> setZoom("one"));
+
+  // Initialize
+  setZoom("fit");
+  if(els.inputPath && els.inputPath.value.trim()){ state.inputPath=els.inputPath.value.trim(); els.previewImg.src=toFileURL(state.inputPath); }
+  buildUI();
+});
diff --git a/src/styles.css b/src/styles.css
new file mode 100644
index 0000000..198177f
--- /dev/null
+++ b/src/styles.css
@@ -0,0 +1,79 @@
+
+:root {
+  --bg:#0B1020;
+  --bg2:#0E152B;
+  --panel:#0F1A33;
+  --row:#0C1630;
+  --border:#1f2937;
+  --fg:#E6E8EE;
+  --muted:#9CA3AF;
+  --accent:#4F8EF7;
+  --accent-2:#5AE3B6;
+  --warn:#F59E0B;
+}
+
+* { box-sizing:border-box; }
+html, body { height:100%; }
+body {
+  margin:0;
+  background:var(--bg);
+  color:var(--fg);
+  font: 14px/1.4 system-ui, -apple-system, Segoe UI, Roboto, Ubuntu, Cantarell, 'Noto Sans', sans-serif;
+}
+
+.app { display:grid; grid-template-columns:360px 1fr; height:100vh; }
+
+/* LEFT */
+.left { background:var(--bg2); border-right:1px solid var(--border); display:flex; flex-direction:column; overflow:hidden; }
+.left-header { padding:16px; border-bottom:1px solid var(--border); }
+.left-header h1 { margin:0 0 6px 0; font-size:13px; letter-spacing:.08em; text-transform:uppercase; color:#cbd5e1; }
+.muted { color:var(--muted); font-size:12px; }
+
+.panel { padding:12px 16px; border-bottom:1px solid var(--border); overflow:auto; }
+.panel.footer-buttons { display:flex; gap:8px; }
+.hidden { display:none; }
+
+.row { display:grid; grid-template-columns:auto 1fr auto; gap:10px; align-items:center; padding:10px; background:var(--row); border:1px solid #15213e; border-radius:10px; margin-bottom:8px; }
+.row.compact { padding:8px; }
+
+.group { display:flex; flex-direction:column; gap:10px; }
+details summary { cursor:pointer; list-style:none; padding:6px 4px; color:#cbd5e1; font-weight:600; }
+details summary::-webkit-details-marker { display:none; }
+details { border:1px solid #15213e; border-radius:10px; margin-bottom:10px; background:var(--panel); padding:6px 10px; }
+
+.segment-card { border:1px solid #1a2749; border-radius:12px; padding:10px; background:#0c142b; }
+.segment-title { font-weight:600; margin-bottom:6px; color:#e2e8f0; display:flex; align-items:center; justify-content:space-between; }
+.segment-title .seg-actions { display:flex; gap:8px; }
+.segment-title .seg-actions .mini { font-size:11px; padding:4px 6px; }
+
+.slider { display:grid; grid-template-columns:64px 1fr 42px; gap:8px; align-items:center; padding:6px; background:#0a1226; border-radius:8px; border:1px solid #172241; margin-top:6px; }
+.slider label { color:#cbd5e1; font-size:12px; }
+.slider input[type=range] { width:100%; }
+.slider .val { width:42px; text-align:right; color:#9fb2d0; font-variant-numeric: tabular-nums; }
+
+/* Buttons */
+.btn { background:#0b1222; color:var(--fg); border:1px solid var(--border); padding:8px 12px; border-radius:10px; cursor:pointer; }
+.btn.primary { background:linear-gradient(180deg, #3b82f6, #1d4ed8); border-color:#1d4ed8; }
+.btn.ghost { background:#0b1222; }
+.btn:disabled { opacity:.6; cursor:not-allowed; }
+.mini.btn { padding:4px 8px; border-radius:8px; }
+
+/* RIGHT */
+.right { display:flex; flex-direction:column; min-width:0; }
+.topbar { display:flex; gap:10px; align-items:center; padding:12px 16px; border-bottom:1px solid var(--border); background:var(--bg); position:sticky; top:0; z-index:2; }
+.topbar input[type=text] { flex:1; padding:10px 12px; background:#0b1222; color:var(--fg); border:1px solid var(--border); border-radius:10px; }
+.topbar .topbar-actions { display:flex; gap:8px; align-items:center; }
+.topbar .seg-count { color:#9fb2d0; font-size:12px; }
+.topbar .divider { width:1px; height:22px; background:#1e293b; }
+.zoom-controls .btn { padding:6px 10px; }
+
+.canvas { flex:1; background:#0b1222; display:flex; align-items:center; justify-content:center; min-height:0; }
+.viewport { width:100%; height:100%; display:flex; align-items:center; justify-content:center; overflow:hidden; }
+.viewport.fit img { width:100%; height:100%; object-fit:contain; }
+.viewport.fill img { width:100%; height:100%; object-fit:cover; }
+.viewport.one img { width:auto; height:auto; max-width:none; max-height:none; }
+
+.status { padding:8px 12px; border-top:1px solid var(--border); color:#9fb2d0; font-size:12px; }
+
+/* Logs */
+#logsPane textarea { width:100%; height:180px; background:#0b1222; color:var(--fg); border:1px solid var(--border); border-radius:10px; padding:8px; }