← back to Whatsmystyle
initial scaffold — WhatsMyStyle v0.1 (placeholder name)
0e8ad677f936d71743f4e39037e48751a538e2fc · 2026-05-11 19:33:10 -0700 · Steve Abrams
The optometrist for your closet. Server on :9777.
- SQLite schema (users / items / duels / closet / connections / debates)
- Large-pill onboarding flow (11 questions, single-question-per-screen)
- Optometrist duel loop (random pair → A/B/skip → taste-vector update)
- 24-item seed catalog (public listings, hash-based stub embeddings)
- Closet photo upload + llava-13b vision worker
- Stripe FC / Gmail / camera-roll / social / location opt-in stubs
- Stores-near-me via Google Maps Places (gated on API key)
- Recommendations grid with sort + density slider (per standing rule)
- Local-LLM dream-team debate harness (qwen3+deepseek-r1+phi4)
- pm2 supervised; ecosystem.config.js + .deploy.conf wired
Files touched
A .deploy.confA .gitignoreA data/whatsmystyle.db-shmA data/whatsmystyle.db-walA docs/SPEC.mdA ecosystem.config.jsA package-lock.jsonA package.jsonA public/css/app.cssA public/index.htmlA public/js/app.jsA scripts/closet-vision.jsA scripts/debate.jsA scripts/seed-catalog.jsA server.js
Diff
commit 0e8ad677f936d71743f4e39037e48751a538e2fc
Author: Steve Abrams <steve@designerwallcoverings.com>
Date: Mon May 11 19:33:10 2026 -0700
initial scaffold — WhatsMyStyle v0.1 (placeholder name)
The optometrist for your closet. Server on :9777.
- SQLite schema (users / items / duels / closet / connections / debates)
- Large-pill onboarding flow (11 questions, single-question-per-screen)
- Optometrist duel loop (random pair → A/B/skip → taste-vector update)
- 24-item seed catalog (public listings, hash-based stub embeddings)
- Closet photo upload + llava-13b vision worker
- Stripe FC / Gmail / camera-roll / social / location opt-in stubs
- Stores-near-me via Google Maps Places (gated on API key)
- Recommendations grid with sort + density slider (per standing rule)
- Local-LLM dream-team debate harness (qwen3+deepseek-r1+phi4)
- pm2 supervised; ecosystem.config.js + .deploy.conf wired
---
.deploy.conf | 3 +
.gitignore | 12 +
data/whatsmystyle.db-shm | Bin 0 -> 32768 bytes
data/whatsmystyle.db-wal | Bin 0 -> 90672 bytes
docs/SPEC.md | 74 +++
ecosystem.config.js | 16 +
package-lock.json | 1542 ++++++++++++++++++++++++++++++++++++++++++++++
package.json | 19 +
public/css/app.css | 139 +++++
public/index.html | 148 +++++
public/js/app.js | 309 ++++++++++
scripts/closet-vision.js | 68 ++
scripts/debate.js | 86 +++
scripts/seed-catalog.js | 101 +++
server.js | 345 +++++++++++
15 files changed, 2862 insertions(+)
diff --git a/.deploy.conf b/.deploy.conf
new file mode 100644
index 0000000..471e58d
--- /dev/null
+++ b/.deploy.conf
@@ -0,0 +1,3 @@
+PROJECT_NAME=whatsmystyle
+DEPLOY_PATH=/root/Projects/whatsmystyle
+HEALTH_URL=http://127.0.0.1:9777/api/health
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..b8caf38
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,12 @@
+node_modules/
+.env
+.env.*
+tmp/
+*.log
+.DS_Store
+dist/
+build/
+.next/
+data/*.db
+data/*.db-journal
+data/uploads/
diff --git a/data/whatsmystyle.db-shm b/data/whatsmystyle.db-shm
new file mode 100644
index 0000000..a6d8b8d
Binary files /dev/null and b/data/whatsmystyle.db-shm differ
diff --git a/data/whatsmystyle.db-wal b/data/whatsmystyle.db-wal
new file mode 100644
index 0000000..eeae526
Binary files /dev/null and b/data/whatsmystyle.db-wal differ
diff --git a/docs/SPEC.md b/docs/SPEC.md
new file mode 100644
index 0000000..92b23e8
--- /dev/null
+++ b/docs/SPEC.md
@@ -0,0 +1,74 @@
+# WhatsMyStyle
+
+**One-line:** AI personal stylist that learns your real taste — like an optometrist asks "better A or B?" — and shops resale + retail for you.
+
+## Tagline candidates (placeholder name = WhatsMyStyle)
+- "Better A — or B?"
+- "Your closet, decoded."
+- "Stylist in your pocket. Honesty in your closet."
+
+## The optometrist loop (core mechanic)
+Instead of asking "what's your style?", we show you pairs and you click.
+After ~30 pairs the model has a usable embedding of your taste.
+After ~100 pairs we can predict YES/NO on any new item with >85% accuracy.
+We keep refining forever — every save, skip, buy, and return tunes the lens.
+
+## Onboarding — single-question, large-pill UX
+One question per screen. Each answer is a huge tappable pill.
+Order, with rationale:
+
+1. **Are you shopping for yourself?** (yes / for someone else / both)
+2. **Your gender expression for clothes** (women's / men's / unisex / fluid)
+3. **Height** (autofill from previous-session if exists, else slider)
+4. **Body shape** (illustrated pills — not weight; weight is invasive)
+5. **Hair color + length** (8 illustrated pills)
+6. **Age band** (under 25 / 25-34 / 35-44 / 45-54 / 55-64 / 65+)
+7. **Skin undertone** (warm / cool / neutral — with swatches)
+8. **City** (autofill from geolocation w/ permission)
+9. **Budget per piece** (slider: $20 / $50 / $150 / $500 / $1500+ / no cap)
+10. **Sustainability priority** (high / nice-to-have / don't care)
+11. **The ask** — "Can I look at:"
+ - **Your bank receipts** (Stripe Financial Connections — read-only)
+ - **Gmail order confirmations** (read-only)
+ - **Your camera roll** (selected albums only)
+ - **Your social photos** (manual upload — never scrape)
+ - **Your location for stores near me** (Google Maps)
+
+Each integration is OPT-IN with a single toggle. Skipping any of them is FINE — we fall back to optometrist-loop only.
+
+## The closet
+- Upload photo of your closet → llava:13b extracts garment bounding boxes
+- Each garment becomes a record: {category, color, pattern, material_guess, vendor_guess}
+- Receipts (Stripe FC + Gmail) match to garments by amount + vendor + date
+- Camera roll photos of you wearing items → tagged automatically
+
+## The stylist
+- Catalog ingested from RealReal, Poshmark (read-only public listings — never authed scraping)
+- Local LLM ranks new arrivals against your taste embedding nightly
+- Google Maps shows physical stores within 5mi that carry brands you've liked
+- "Try in store" mode — pin items, get walking route through 3 stores
+
+## Dream-team debate gates
+Every significant design / spec decision is debated by the dream team (claude-codex-kimi or codex-3way) before commit. Findings logged to `data/debates/`.
+
+## Tech stack
+- Node 20 + Express
+- SQLite (better-sqlite3) — single-user app, no need for PG
+- Local-LLM-first: llava:13b for vision, qwen3:14b for text via Ollama
+- Vanilla frontend (no SPA framework) — fast, accessible, large-pill UX
+- pm2 process supervision on Mac2 :9777
+
+## Compliance
+- Stripe Financial Connections is the ONLY bank-receipt method. Never plaid scrapers, never bank login forms.
+- Gmail OAuth scope = `gmail.readonly` ONLY, never modify.
+- Social images = USER UPLOAD ONLY, never scrape IG/FB/TikTok.
+- Location requested at the moment it's needed, not at onboarding.
+- All taste data stored locally in SQLite. No cloud sync until Steve approves.
+
+## Out of scope (v0.1)
+- No payments / no checkout — we link out to brand / resale site
+- No social features
+- No email blasts / push notifications
+
+## Port
+:9777
diff --git a/ecosystem.config.js b/ecosystem.config.js
new file mode 100644
index 0000000..ae18281
--- /dev/null
+++ b/ecosystem.config.js
@@ -0,0 +1,16 @@
+module.exports = {
+ apps: [{
+ name: 'whatsmystyle',
+ script: 'server.js',
+ cwd: __dirname,
+ env: {
+ NODE_ENV: 'production',
+ PORT: 9777,
+ },
+ autorestart: true,
+ max_memory_restart: '500M',
+ out_file: './tmp/out.log',
+ error_file: './tmp/err.log',
+ merge_logs: true,
+ }],
+};
diff --git a/package-lock.json b/package-lock.json
new file mode 100644
index 0000000..bdcec62
--- /dev/null
+++ b/package-lock.json
@@ -0,0 +1,1542 @@
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diff --git a/package.json b/package.json
new file mode 100644
index 0000000..03ef25c
--- /dev/null
+++ b/package.json
@@ -0,0 +1,19 @@
+{
+ "name": "whatsmystyle",
+ "version": "0.1.0",
+ "description": "AI personal-stylist that learns your taste like an optometrist — better A or B? — by mining receipts, photos, gmail, social, and surveying your actual closet.",
+ "main": "server.js",
+ "scripts": {
+ "start": "node server.js",
+ "dev": "node server.js"
+ },
+ "dependencies": {
+ "express": "^4.19.2",
+ "express-session": "^1.18.0",
+ "cookie-parser": "^1.4.6",
+ "better-sqlite3": "^11.3.0",
+ "multer": "^1.4.5-lts.1",
+ "node-fetch": "^2.7.0",
+ "dotenv": "^16.4.5"
+ }
+}
diff --git a/public/css/app.css b/public/css/app.css
new file mode 100644
index 0000000..9243aac
--- /dev/null
+++ b/public/css/app.css
@@ -0,0 +1,139 @@
+/* WhatsMyStyle — large-pill, optometrist-inspired UI
+ Design notes:
+ - High-contrast, generous touch targets (every pill ≥ 56px tall)
+ - One question / one decision per screen
+ - Cards float — no boxes-in-boxes
+*/
+:root {
+ --ink: #0b0b0c;
+ --ink-2: #2a2a2e;
+ --paper: #fafaf7;
+ --paper-2: #f1efea;
+ --accent: #c0392b;
+ --accent-2: #e3725b;
+ --ok: #1e6f4b;
+ --line: rgba(0,0,0,.08);
+ --shadow: 0 8px 24px rgba(0,0,0,.08);
+ --radius: 22px;
+ --max: 1180px;
+ --font-display: 'Cormorant Garamond', 'Playfair Display', Georgia, serif;
+ --font-body: -apple-system, BlinkMacSystemFont, 'Inter', 'SF Pro Text', Helvetica, Arial, sans-serif;
+}
+* { box-sizing: border-box; }
+html, body { margin: 0; padding: 0; background: var(--paper); color: var(--ink); font-family: var(--font-body); -webkit-font-smoothing: antialiased; }
+button { font: inherit; cursor: pointer; }
+a { color: inherit; }
+
+/* topbar */
+.topbar {
+ position: sticky; top: 0; z-index: 50;
+ display: flex; align-items: center; justify-content: space-between;
+ padding: 16px 24px;
+ background: var(--paper); border-bottom: 1px solid var(--line);
+}
+.logo {
+ font-family: var(--font-display); font-weight: 600; font-size: 22px;
+ background: none; border: 0; padding: 0; color: var(--ink);
+ letter-spacing: .5px;
+}
+.logo .bullet { margin: 0 6px; color: var(--accent); }
+.logo em { font-style: italic; font-weight: 400; opacity: .55; font-size: 14px; }
+.hamburger {
+ width: 44px; height: 44px; display: inline-flex; flex-direction: column;
+ align-items: center; justify-content: center; gap: 4px;
+ background: transparent; border: 1px solid var(--line); border-radius: 12px;
+}
+.hamburger span { display: block; width: 18px; height: 2px; background: var(--ink); }
+
+.menu {
+ position: fixed; top: 64px; right: 16px; z-index: 49;
+ background: var(--paper); border: 1px solid var(--line); border-radius: 14px;
+ display: flex; flex-direction: column; min-width: 220px; box-shadow: var(--shadow);
+ overflow: hidden;
+}
+.menu a { padding: 14px 18px; text-decoration: none; border-bottom: 1px solid var(--line); }
+.menu a:last-child { border-bottom: 0; }
+.menu a:hover { background: var(--paper-2); }
+
+/* screens */
+main { max-width: var(--max); margin: 0 auto; padding: 28px 22px 80px; }
+.screen { animation: fade .25s ease-out; }
+@keyframes fade { from { opacity: 0; transform: translateY(4px) } to { opacity: 1; transform: none } }
+
+h2 { font-family: var(--font-display); font-weight: 600; font-size: 36px; margin: 16px 0 8px; letter-spacing: .3px; }
+.muted { color: #777; }
+
+/* onboarding */
+.progress { height: 4px; background: var(--paper-2); border-radius: 8px; margin-bottom: 24px; overflow: hidden; }
+.bar { height: 100%; background: var(--accent); width: 0%; transition: width .35s ease; }
+#onb-q { font-family: var(--font-display); font-size: clamp(28px, 5vw, 48px); line-height: 1.15; margin: 22px 0 30px; }
+.pills { display: grid; gap: 14px; grid-template-columns: repeat(auto-fit, minmax(220px, 1fr)); }
+.pill {
+ background: var(--paper);
+ border: 1.5px solid var(--ink); color: var(--ink);
+ padding: 22px 26px; border-radius: 999px;
+ font-size: 18px; font-weight: 500;
+ text-align: left;
+ transition: transform .12s ease, background .12s, color .12s;
+ min-height: 64px;
+}
+.pill:hover, .pill:focus-visible { background: var(--ink); color: var(--paper); transform: translateY(-1px); outline: 0; }
+.pill.illus { display: flex; align-items: center; gap: 14px; }
+.pill .swatch { width: 28px; height: 28px; border-radius: 999px; box-shadow: inset 0 0 0 1px rgba(0,0,0,.1); }
+.onb-foot { display: flex; justify-content: space-between; margin-top: 36px; gap: 12px; }
+.ghost { background: transparent; border: 1px solid var(--line); border-radius: 999px; padding: 12px 22px; color: var(--ink-2); }
+.ghost.wide { width: 100%; padding: 18px; font-size: 16px; }
+
+/* duel */
+.duel-question { font-family: var(--font-display); font-size: clamp(26px, 4vw, 40px); text-align: center; margin: 12px 0 24px; }
+.duel { display: grid; grid-template-columns: 1fr auto 1fr; gap: 18px; align-items: stretch; }
+.card {
+ background: var(--paper); border: 1px solid var(--line); border-radius: var(--radius);
+ padding: 0; overflow: hidden; text-align: left; position: relative;
+ transition: transform .15s, box-shadow .15s, border-color .15s;
+ display: flex; flex-direction: column;
+}
+.card:hover { transform: translateY(-3px); box-shadow: var(--shadow); border-color: var(--ink); }
+.card img { width: 100%; aspect-ratio: 3/4; object-fit: cover; background: var(--paper-2); }
+.card .meta { padding: 16px 18px 20px; }
+.card .title { font-weight: 600; }
+.card .brand { color: #777; font-size: 14px; margin-top: 4px; }
+.card .price { margin-top: 8px; font-variant-numeric: tabular-nums; }
+.pick-tag {
+ position: absolute; top: 12px; left: 12px;
+ width: 36px; height: 36px; border-radius: 999px;
+ background: var(--ink); color: var(--paper);
+ display: grid; place-items: center; font-weight: 700;
+}
+.vs { display: grid; place-items: center; font-family: var(--font-display); font-size: 28px; opacity: .5; }
+.duel-actions { margin: 18px 0; }
+.taste-meter { display: flex; align-items: center; gap: 12px; margin-top: 16px; color: #777; font-size: 14px; }
+.taste-meter .meter { flex: 1; height: 6px; background: var(--paper-2); border-radius: 6px; overflow: hidden; }
+.taste-meter .meter-fill { height: 100%; background: var(--ok); width: 0%; transition: width .4s ease; }
+
+@media (max-width: 760px) {
+ .duel { grid-template-columns: 1fr; }
+ .vs { padding: 4px 0; }
+}
+
+/* recommendations grid */
+.grid-controls { display: flex; gap: 18px; align-items: center; flex-wrap: wrap; }
+.grid-controls label { display: inline-flex; gap: 8px; align-items: center; color: #555; font-size: 14px; }
+.grid-controls select, .grid-controls input { font: inherit; }
+.recs-controls { display: flex; justify-content: space-between; align-items: end; flex-wrap: wrap; gap: 16px; margin-bottom: 14px; }
+.grid { display: grid; gap: 14px; margin-top: 16px; grid-template-columns: repeat(auto-fill, minmax(var(--card-min, 220px), 1fr)); }
+.grid .card img { aspect-ratio: 3/4; }
+
+/* connections */
+.connect-list { display: grid; gap: 12px; margin: 18px 0; }
+.conn {
+ text-align: left; background: var(--paper); border: 1px solid var(--line); border-radius: 16px;
+ padding: 18px 20px; cursor: pointer;
+ transition: border-color .15s, background .15s;
+}
+.conn:hover { border-color: var(--ink); background: var(--paper-2); }
+.conn strong { display: block; font-size: 17px; }
+.conn small { color: #777; }
+
+/* utils */
+[hidden] { display: none !important; }
diff --git a/public/index.html b/public/index.html
new file mode 100644
index 0000000..a7d921b
--- /dev/null
+++ b/public/index.html
@@ -0,0 +1,148 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<meta name="viewport" content="width=device-width, initial-scale=1, viewport-fit=cover">
+<title>WhatsMyStyle — Better A or B?</title>
+<meta name="description" content="The optometrist for your closet. Show me two outfits, I'll tell you what's you.">
+<link rel="stylesheet" href="/css/app.css">
+</head>
+<body>
+<header class="topbar">
+ <button class="logo" aria-label="Home">WhatsMyStyle<span class="bullet">·</span><em>placeholder</em></button>
+ <button class="hamburger" aria-label="Menu" onclick="toggleMenu()">
+ <span></span><span></span><span></span>
+ </button>
+</header>
+
+<nav id="menu" class="menu" hidden>
+ <a href="#" data-screen="home">Duel</a>
+ <a href="#" data-screen="closet">My Closet</a>
+ <a href="#" data-screen="recs">For You</a>
+ <a href="#" data-screen="stores">Stores Near Me</a>
+ <a href="#" data-screen="connect">Connections</a>
+ <a href="#" data-screen="onboard">Re-onboard</a>
+</nav>
+
+<main id="app">
+
+ <!-- Onboarding (one question, large pills) -->
+ <section id="onboard" class="screen" hidden>
+ <div class="progress"><div class="bar" id="onb-bar"></div></div>
+ <div id="onb-q"></div>
+ <div class="pills" id="onb-pills"></div>
+ <div class="onb-foot">
+ <button class="ghost" onclick="onbBack()">← Back</button>
+ <button class="ghost" onclick="onbSkip()">Skip</button>
+ </div>
+ </section>
+
+ <!-- Duel (the optometrist loop) -->
+ <section id="home" class="screen" hidden>
+ <div class="duel-question" id="duel-q">Loading your duel…</div>
+ <div class="duel">
+ <button class="card" data-pick="A" onclick="pickDuel('A')">
+ <img id="img-a" alt="">
+ <div class="meta">
+ <div class="title" id="t-a"></div>
+ <div class="brand" id="b-a"></div>
+ <div class="price" id="p-a"></div>
+ </div>
+ <div class="pick-tag">A</div>
+ </button>
+ <div class="vs">vs</div>
+ <button class="card" data-pick="B" onclick="pickDuel('B')">
+ <img id="img-b" alt="">
+ <div class="meta">
+ <div class="title" id="t-b"></div>
+ <div class="brand" id="b-b"></div>
+ <div class="price" id="p-b"></div>
+ </div>
+ <div class="pick-tag">B</div>
+ </button>
+ </div>
+ <div class="duel-actions">
+ <button class="ghost wide" onclick="pickDuel('skip')">Neither — show me something else</button>
+ </div>
+ <div class="taste-meter">
+ <span>Taste lens sharpening:</span>
+ <div class="meter"><div class="meter-fill" id="taste-fill"></div></div>
+ <span id="taste-pct">0%</span>
+ </div>
+ </section>
+
+ <!-- Closet -->
+ <section id="closet" class="screen" hidden>
+ <h2>My Closet</h2>
+ <p class="muted">Upload a photo of your closet — we'll catalogue each piece automatically.</p>
+ <form id="closet-form">
+ <input type="file" name="photo" accept="image/*" capture="environment">
+ <button type="submit">Upload</button>
+ </form>
+ <div id="closet-grid" class="grid"></div>
+ </section>
+
+ <!-- Recommendations -->
+ <section id="recs" class="screen" hidden>
+ <div class="recs-controls">
+ <h2>For You</h2>
+ <div class="grid-controls">
+ <label>Sort
+ <select id="sort">
+ <option value="taste">Best Match</option>
+ <option value="price_asc">Price ↑</option>
+ <option value="price_desc">Price ↓</option>
+ <option value="brand">Brand A–Z</option>
+ <option value="title">Title A–Z</option>
+ </select>
+ </label>
+ <label>Density
+ <input id="density" type="range" min="120" max="320" value="220">
+ </label>
+ </div>
+ </div>
+ <div id="recs-grid" class="grid"></div>
+ </section>
+
+ <!-- Stores -->
+ <section id="stores" class="screen" hidden>
+ <h2>Stores Near Me</h2>
+ <p class="muted">Turn on location to see real stores carrying brands you've liked.</p>
+ <button onclick="requestLocation()">Enable location</button>
+ <div id="stores-list"></div>
+ </section>
+
+ <!-- Connections -->
+ <section id="connect" class="screen" hidden>
+ <h2>Let me see…</h2>
+ <p class="muted">Each one is OPT-IN. Skip any of them — the optometrist loop alone works fine.</p>
+ <div class="connect-list">
+ <button class="conn" data-kind="stripe_fc">
+ <strong>Your bank receipts</strong>
+ <small>Stripe Financial Connections — read-only. We match clothing purchases.</small>
+ </button>
+ <button class="conn" data-kind="gmail">
+ <strong>Gmail order confirmations</strong>
+ <small>Read-only. We parse shipping confirmations from Nordstrom, Net-a-Porter, etc.</small>
+ </button>
+ <button class="conn" data-kind="camera_roll">
+ <strong>Camera roll</strong>
+ <small>Only the albums you pick. We see what you actually wear.</small>
+ </button>
+ <button class="conn" data-kind="social">
+ <strong>Social photos</strong>
+ <small>You upload them manually. We never scrape.</small>
+ </button>
+ <button class="conn" data-kind="location">
+ <strong>Location</strong>
+ <small>Used for Stores Near Me only — never sold, never stored long-term.</small>
+ </button>
+ </div>
+ <div id="connect-state" class="muted"></div>
+ </section>
+
+</main>
+
+<script src="/js/app.js"></script>
+</body>
+</html>
diff --git a/public/js/app.js b/public/js/app.js
new file mode 100644
index 0000000..ac1498a
--- /dev/null
+++ b/public/js/app.js
@@ -0,0 +1,309 @@
+// WhatsMyStyle frontend
+// Single-page app with large-pill onboarding + optometrist duel loop.
+
+const $ = (sel, root = document) => root.querySelector(sel);
+const $$ = (sel, root = document) => Array.from(root.querySelectorAll(sel));
+
+function show(id) {
+ $$('.screen').forEach(s => s.hidden = true);
+ const el = document.getElementById(id);
+ if (el) el.hidden = false;
+}
+function toggleMenu() {
+ const m = $('#menu');
+ m.hidden = !m.hidden;
+}
+$$('.menu a').forEach(a => a.addEventListener('click', e => {
+ e.preventDefault();
+ const id = a.dataset.screen;
+ $('#menu').hidden = true;
+ route(id);
+}));
+
+// ---------- Onboarding -----------------------------------------------------
+const onbQuestions = [
+ { key: 'shopping_for', q: 'Who are you shopping for?',
+ pills: [['Myself','self'],['Someone else','other'],['Both','both']] },
+ { key: 'gender_expr', q: 'What section of the store feels right?',
+ pills: [["Women's",'women'],["Men's",'men'],['Unisex','unisex'],['Fluid — show me everything','fluid']] },
+ { key: 'height_cm', q: 'How tall are you?', kind: 'slider',
+ min: 140, max: 210, default: 170, unit: 'cm' },
+ { key: 'body_shape', q: 'Which silhouette feels closest?',
+ pills: [
+ ['Rectangle','rectangle'],['Hourglass','hourglass'],['Pear','pear'],
+ ['Apple','apple'],['Inverted triangle','inv-triangle'],['Athletic','athletic'],
+ ['Skip — I find this question annoying','skip']
+ ]},
+ { key: 'hair', q: 'Your hair, right now?',
+ pills: [
+ ['Black, short','black-short'],['Black, long','black-long'],
+ ['Brown, short','brown-short'],['Brown, long','brown-long'],
+ ['Blonde, short','blonde-short'],['Blonde, long','blonde-long'],
+ ['Red','red'],['Gray / silver','gray'],
+ ['Shaved / very short','shaved'],['Other','other'],
+ ]},
+ { key: 'age_band', q: 'Age band — for fit + cut only, never displayed.',
+ pills: [['Under 25','u25'],['25–34','25-34'],['35–44','35-44'],['45–54','45-54'],['55–64','55-64'],['65+','65p']] },
+ { key: 'undertone', q: 'Your skin undertone?',
+ pills: [
+ ['Warm — gold jewelry suits me','warm'],
+ ['Cool — silver jewelry suits me','cool'],
+ ['Neutral — both work','neutral'],
+ ['No idea — show me both','unknown'],
+ ]},
+ { key: 'city', q: 'Where are you shopping from?', kind: 'city' },
+ { key: 'budget_band', q: 'Comfortable price per piece?',
+ pills: [
+ ['Under $20','u20'],['$20–50','20-50'],['$50–150','50-150'],
+ ['$150–500','150-500'],['$500–1500','500-1500'],['$1500+','1500p'],
+ ['No cap','nocap'],
+ ]},
+ { key: 'sustainability', q: 'How much should sustainability matter?',
+ pills: [['Top priority','top'],['Nice to have','nice'],["Doesn't matter to me",'no']] },
+ { key: '_connect', q: 'Want me to learn faster? (You can skip any of these.)', kind: 'connect' },
+];
+let onbI = 0;
+const onbAnswers = {};
+
+function onbRender() {
+ const total = onbQuestions.length;
+ $('#onb-bar').style.width = `${Math.round((onbI / total) * 100)}%`;
+ const q = onbQuestions[onbI];
+ if (!q) return finishOnboarding();
+ $('#onb-q').textContent = q.q;
+ const pills = $('#onb-pills');
+ pills.innerHTML = '';
+ if (q.pills) {
+ q.pills.forEach(([label, val]) => {
+ const b = document.createElement('button');
+ b.className = 'pill';
+ b.textContent = label;
+ b.onclick = () => { onbAnswers[q.key] = val; onbNext(); };
+ pills.appendChild(b);
+ });
+ } else if (q.kind === 'slider') {
+ const wrap = document.createElement('div');
+ wrap.style.cssText = 'display:flex;gap:14px;align-items:center;width:100%;';
+ const out = document.createElement('div');
+ out.style.cssText = 'font-family: var(--font-display); font-size:42px; min-width:120px;';
+ const r = document.createElement('input');
+ r.type = 'range'; r.min = q.min; r.max = q.max; r.value = q.default;
+ r.style.cssText = 'flex:1;height:6px;';
+ out.textContent = `${q.default} ${q.unit}`;
+ r.oninput = () => { out.textContent = `${r.value} ${q.unit}`; };
+ const ok = document.createElement('button');
+ ok.className = 'pill'; ok.textContent = "That's me →";
+ ok.onclick = () => { onbAnswers[q.key] = Number(r.value); onbNext(); };
+ wrap.append(out, r);
+ pills.append(wrap, ok);
+ } else if (q.kind === 'city') {
+ const wrap = document.createElement('div');
+ wrap.style.cssText = 'display:flex;gap:10px;flex-direction:column;width:100%;';
+ const inp = document.createElement('input');
+ inp.placeholder = 'City, State';
+ inp.style.cssText = 'padding:18px;border:1.5px solid var(--ink);border-radius:14px;font-size:18px;';
+ const auto = document.createElement('button');
+ auto.className = 'pill';
+ auto.textContent = '📍 Use my location';
+ auto.onclick = () => {
+ navigator.geolocation?.getCurrentPosition(p => {
+ onbAnswers.lat = p.coords.latitude;
+ onbAnswers.lng = p.coords.longitude;
+ inp.value = `(${p.coords.latitude.toFixed(2)}, ${p.coords.longitude.toFixed(2)})`;
+ }, () => alert('Location denied. You can type a city instead.'));
+ };
+ const ok = document.createElement('button');
+ ok.className = 'pill';
+ ok.textContent = 'Continue →';
+ ok.onclick = () => { onbAnswers.city = inp.value || null; onbNext(); };
+ wrap.append(auto, inp, ok);
+ pills.append(wrap);
+ } else if (q.kind === 'connect') {
+ const kinds = [
+ ['Stripe — bank receipts (read-only)', 'stripe_fc'],
+ ['Gmail — order confirmations (read-only)', 'gmail'],
+ ['Camera roll — selected albums only', 'camera_roll'],
+ ['Social photos — manual upload', 'social'],
+ ['Location — for Stores Near Me', 'location'],
+ ];
+ kinds.forEach(([label, kind]) => {
+ const b = document.createElement('button');
+ b.className = 'pill illus';
+ b.innerHTML = `<span class="swatch" style="background:linear-gradient(135deg,#c0392b,#e3725b)"></span>${label}`;
+ b.onclick = async () => {
+ b.textContent = '✓ ' + label;
+ b.disabled = true;
+ await fetch(`/api/connect/${kind}`, { method: 'POST', headers: { 'content-type': 'application/json' }, body: '{}' });
+ };
+ pills.appendChild(b);
+ });
+ const done = document.createElement('button');
+ done.className = 'pill';
+ done.textContent = "I'm done — show me the duels →";
+ done.onclick = () => onbNext();
+ pills.appendChild(done);
+ }
+}
+
+function onbNext() { onbI++; onbRender(); }
+function onbBack() { if (onbI > 0) { onbI--; onbRender(); } }
+function onbSkip() { onbNext(); }
+
+async function finishOnboarding() {
+ // map onbAnswers → user fields
+ const payload = {
+ gender_expr: onbAnswers.gender_expr,
+ age_band: onbAnswers.age_band,
+ height_cm: onbAnswers.height_cm,
+ body_shape: onbAnswers.body_shape,
+ hair: onbAnswers.hair,
+ undertone: onbAnswers.undertone,
+ city: onbAnswers.city,
+ lat: onbAnswers.lat,
+ lng: onbAnswers.lng,
+ budget_band: onbAnswers.budget_band,
+ sustainability: onbAnswers.sustainability,
+ };
+ await fetch('/api/onboard', { method: 'POST', headers: { 'content-type': 'application/json' }, body: JSON.stringify(payload) });
+ route('home');
+}
+
+// ---------- Duel -----------------------------------------------------------
+let currentDuel = null;
+let duelsAnswered = 0;
+
+async function loadDuel() {
+ const r = await fetch('/api/duel');
+ const j = await r.json();
+ if (j.need_seed || !j.a) {
+ $('#duel-q').innerHTML = 'No catalog yet — <a href="#" onclick="seedCatalog()">tap to seed sample items</a>.';
+ return;
+ }
+ currentDuel = j;
+ $('#duel-q').textContent = j.question;
+ paintCard('a', j.a);
+ paintCard('b', j.b);
+}
+
+function paintCard(side, item) {
+ const img = $(`#img-${side}`);
+ img.src = item.image_url || `/img/placeholder-${item.category || 'top'}.svg`;
+ img.alt = item.title;
+ $(`#t-${side}`).textContent = item.title;
+ $(`#b-${side}`).textContent = item.brand || '';
+ $(`#p-${side}`).textContent = item.price_cents ? `$${(item.price_cents/100).toFixed(0)}` : '';
+}
+
+async function pickDuel(choice) {
+ if (!currentDuel) return;
+ await fetch('/api/duel', {
+ method: 'POST',
+ headers: { 'content-type': 'application/json' },
+ body: JSON.stringify({ duel_id: currentDuel.duel_id, picked: choice })
+ });
+ duelsAnswered++;
+ const pct = Math.min(100, Math.round((duelsAnswered / 30) * 100));
+ $('#taste-fill').style.width = pct + '%';
+ $('#taste-pct').textContent = pct + '%';
+ loadDuel();
+}
+
+window.addEventListener('keydown', e => {
+ if ($('#home').hidden) return;
+ if (e.key === 'ArrowLeft' || e.key.toLowerCase() === 'a') pickDuel('A');
+ if (e.key === 'ArrowRight' || e.key.toLowerCase() === 'b') pickDuel('B');
+ if (e.key === ' ' || e.key.toLowerCase() === 's') { e.preventDefault(); pickDuel('skip'); }
+});
+
+async function seedCatalog() {
+ $('#duel-q').textContent = 'Seeding sample catalog…';
+ await fetch('/api/admin/seed', { method: 'POST' }).catch(() => {});
+ loadDuel();
+}
+
+// ---------- Closet ---------------------------------------------------------
+$('#closet-form').addEventListener('submit', async e => {
+ e.preventDefault();
+ const fd = new FormData(e.target);
+ const r = await fetch('/api/closet/photo', { method: 'POST', body: fd });
+ if (r.ok) loadCloset();
+});
+async function loadCloset() {
+ const r = await fetch('/api/closet').then(r => r.json());
+ const g = $('#closet-grid');
+ g.innerHTML = '';
+ (r.items || []).forEach(it => {
+ const c = document.createElement('div');
+ c.className = 'card';
+ c.innerHTML = `<img src="/api/closet/photo/${it.id}" alt=""><div class="meta"><div class="title">${it.category || 'analyzing…'}</div><div class="brand">${it.color || ''}</div></div>`;
+ g.appendChild(c);
+ });
+}
+
+// ---------- Recommendations -----------------------------------------------
+async function loadRecs() {
+ const sort = localStorage.getItem('wms.sort') || 'taste';
+ const minPx = localStorage.getItem('wms.density') || 220;
+ $('#sort').value = sort;
+ $('#density').value = minPx;
+ const r = await fetch('/api/recommend?limit=60').then(r => r.json());
+ let items = r.items || [];
+ if (sort === 'price_asc') items.sort((a, b) => (a.price_cents || 0) - (b.price_cents || 0));
+ else if (sort === 'price_desc') items.sort((a, b) => (b.price_cents || 0) - (a.price_cents || 0));
+ else if (sort === 'brand') items.sort((a, b) => (a.brand || '').localeCompare(b.brand || ''));
+ else if (sort === 'title') items.sort((a, b) => (a.title || '').localeCompare(b.title || ''));
+ const g = $('#recs-grid');
+ g.style.setProperty('--card-min', minPx + 'px');
+ g.innerHTML = '';
+ items.forEach(it => {
+ const a = document.createElement('a');
+ a.className = 'card';
+ a.href = it.product_url || '#';
+ a.target = '_blank';
+ a.rel = 'noopener';
+ a.innerHTML = `<img src="${it.image_url || ''}" alt=""><div class="meta"><div class="title">${it.title}</div><div class="brand">${it.brand || ''}</div><div class="price">${it.price_cents ? '$' + (it.price_cents/100).toFixed(0) : ''}</div></div>`;
+ g.appendChild(a);
+ });
+}
+$('#sort').addEventListener('change', e => { localStorage.setItem('wms.sort', e.target.value); loadRecs(); });
+$('#density').addEventListener('input', e => { localStorage.setItem('wms.density', e.target.value); loadRecs(); });
+
+// ---------- Stores ---------------------------------------------------------
+async function requestLocation() {
+ navigator.geolocation?.getCurrentPosition(async p => {
+ const r = await fetch(`/api/stores?lat=${p.coords.latitude}&lng=${p.coords.longitude}`).then(r => r.json()).catch(() => ({stores: []}));
+ const list = $('#stores-list');
+ list.innerHTML = '';
+ (r.stores || []).forEach(s => {
+ const d = document.createElement('div');
+ d.className = 'conn';
+ d.innerHTML = `<strong>${s.name}</strong><small>${s.address || ''} · ${s.distance_mi?.toFixed?.(1) || ''}mi</small>`;
+ list.appendChild(d);
+ });
+ if (!r.stores?.length) list.innerHTML = '<p class="muted">No stores indexed yet — like a few brands first.</p>';
+ }, () => alert('Location denied.'));
+}
+
+// ---------- Connections ---------------------------------------------------
+$$('.conn').forEach(b => b.addEventListener('click', async () => {
+ const kind = b.dataset.kind;
+ await fetch(`/api/connect/${kind}`, { method: 'POST', headers: { 'content-type': 'application/json' }, body: '{}' });
+ const cs = await fetch('/api/connect').then(r => r.json());
+ $('#connect-state').textContent = JSON.stringify(cs.connections, null, 2);
+}));
+
+// ---------- Router ---------------------------------------------------------
+function route(name) {
+ show(name);
+ if (name === 'home') loadDuel();
+ if (name === 'closet') loadCloset();
+ if (name === 'recs') loadRecs();
+ if (name === 'connect') fetch('/api/connect').then(r => r.json()).then(c => $('#connect-state').textContent = JSON.stringify(c.connections, null, 2));
+}
+
+// ---------- Boot -----------------------------------------------------------
+(async function boot() {
+ const me = await fetch('/api/me').then(r => r.json());
+ if (!me.onboarded) { show('onboard'); onbRender(); }
+ else route('home');
+})();
diff --git a/scripts/closet-vision.js b/scripts/closet-vision.js
new file mode 100644
index 0000000..323ecd5
--- /dev/null
+++ b/scripts/closet-vision.js
@@ -0,0 +1,68 @@
+/**
+ * Closet vision worker — scans data/closet for un-parsed photos and pipes
+ * each to Ollama llava:13b to extract garment bounding boxes + category +
+ * color guesses. Updates the closet row in-place.
+ *
+ * Run on demand: node scripts/closet-vision.js
+ * Or via launchd every 5 min (added in a later tick).
+ */
+const Database = require('better-sqlite3');
+const path = require('path');
+const fs = require('fs');
+const fetch = require('node-fetch');
+
+const OLLAMA = process.env.OLLAMA_URL || 'http://127.0.0.1:11434';
+const MODEL = process.env.OLLAMA_VISION_MODEL || 'llava:13b';
+
+async function visionDescribe(imagePath) {
+ const buf = fs.readFileSync(imagePath);
+ const b64 = buf.toString('base64');
+ const prompt = `You see a photograph of a closet, a single garment, or an outfit.
+Return STRICT JSON only with this shape:
+{"items":[{"category":"top|bottom|dress|outerwear|shoes|bag|accessory","color":"...","pattern":"solid|stripe|floral|plaid|...","material_guess":"cotton|silk|wool|denim|leather|other","vendor_guess":"unknown|<brand>","bbox":{"x":0,"y":0,"w":1,"h":1}}]}
+If you see ONE garment, return one item. If you see a closet, return up to 12 items.
+No prose. JSON only.`;
+ const r = await fetch(`${OLLAMA}/api/generate`, {
+ method: 'POST',
+ headers: { 'content-type': 'application/json' },
+ body: JSON.stringify({ model: MODEL, prompt, images: [b64], stream: false, options: { temperature: 0.2 } }),
+ });
+ const j = await r.json();
+ const raw = j.response || '';
+ const m = raw.match(/\{[\s\S]*\}/);
+ if (!m) return { items: [] };
+ try { return JSON.parse(m[0]); } catch { return { items: [], _raw: raw }; }
+}
+
+async function processOne(db, row) {
+ if (!row.photo_path || !fs.existsSync(row.photo_path)) return;
+ console.log(`[vision] ${row.id} ${row.photo_path}`);
+ const out = await visionDescribe(row.photo_path);
+ const items = (out.items || []).slice(0, 12);
+ if (!items.length) return;
+ // Update the parent row with first item's broad attrs
+ const first = items[0];
+ db.prepare(`UPDATE closet SET category=?, color=?, pattern=?, material_guess=?, vendor_guess=?, bbox=?, source_meta=? WHERE id=?`)
+ .run(first.category, first.color, first.pattern, first.material_guess, first.vendor_guess,
+ JSON.stringify(first.bbox || {}), JSON.stringify({ count: items.length }), row.id);
+ // Append additional items as new closet rows linked to same photo
+ const ins = db.prepare(`INSERT INTO closet (user_id, photo_path, category, color, pattern, material_guess, vendor_guess, bbox, acquired_via, source_meta)
+ VALUES (?, ?, ?, ?, ?, ?, ?, ?, 'photo', ?)`);
+ for (let i = 1; i < items.length; i++) {
+ const it = items[i];
+ ins.run(row.user_id, row.photo_path, it.category, it.color, it.pattern, it.material_guess, it.vendor_guess,
+ JSON.stringify(it.bbox || {}), JSON.stringify({ from_photo: row.id, idx: i }));
+ }
+}
+
+async function main() {
+ const dbPath = path.join(__dirname, '..', 'data', 'whatsmystyle.db');
+ const db = new Database(dbPath);
+ const rows = db.prepare(`SELECT * FROM closet WHERE category IS NULL AND photo_path IS NOT NULL LIMIT 25`).all();
+ console.log(`[vision] ${rows.length} pending`);
+ for (const r of rows) {
+ try { await processOne(db, r); } catch (e) { console.error('[vision] err', r.id, e.message); }
+ }
+}
+
+if (require.main === module) main().catch(e => { console.error(e); process.exit(1); });
diff --git a/scripts/debate.js b/scripts/debate.js
new file mode 100644
index 0000000..6616d35
--- /dev/null
+++ b/scripts/debate.js
@@ -0,0 +1,86 @@
+/**
+ * Dream-team debate harness — wraps the local Ollama panel for design decisions.
+ *
+ * Usage:
+ * node scripts/debate.js "topic" "context blob"
+ *
+ * Fires three local LLMs (qwen3:14b, deepseek-r1:14b, phi4:14b) and asks each
+ * to defend a position, then writes the panel + a synthesized verdict to the
+ * SQLite `debates` table.
+ *
+ * Why local-only: Steve's yolo-overnight rule forbids metered LLM cost.
+ * The CCK / claude-codex relays are reserved for the morning review.
+ */
+const Database = require('better-sqlite3');
+const path = require('path');
+const fetch = require('node-fetch');
+
+const OLLAMA = process.env.OLLAMA_URL || 'http://127.0.0.1:11434';
+const PANEL = [
+ { role: 'DEFENDER', model: process.env.PANEL_DEFENDER || 'qwen3:14b' },
+ { role: 'PROSECUTOR',model: process.env.PANEL_PROSECUTOR|| 'deepseek-r1:14b' },
+ { role: 'PRAGMATIST',model: process.env.PANEL_PRAGMATIST|| 'phi4:14b' },
+];
+
+async function ask(model, system, user) {
+ try {
+ const r = await fetch(`${OLLAMA}/api/chat`, {
+ method: 'POST',
+ headers: { 'content-type': 'application/json' },
+ body: JSON.stringify({
+ model,
+ stream: false,
+ messages: [
+ { role: 'system', content: system },
+ { role: 'user', content: user },
+ ],
+ options: { temperature: 0.6 },
+ }),
+ });
+ if (!r.ok) return { error: `HTTP ${r.status}` };
+ const j = await r.json();
+ return { content: j.message?.content || j.response || '' };
+ } catch (e) {
+ return { error: e.message };
+ }
+}
+
+async function debate(topic, context) {
+ const transcripts = [];
+ for (const p of PANEL) {
+ const sys = `You are the ${p.role} in a design debate about WhatsMyStyle, an AI personal-stylist app.
+Be concise (≤ 8 bullets). Identify risks the other two panelists will miss.
+End with one line: VERDICT: <ship|hold|modify> — <one sentence>.`;
+ const usr = `TOPIC: ${topic}\n\nCONTEXT:\n${context}`;
+ const out = await ask(p.model, sys, usr);
+ transcripts.push({ role: p.role, model: p.model, output: out.content || `[${out.error}]` });
+ }
+ // synth
+ const synth = await ask(PANEL[0].model,
+ `You are the synthesizer. Read three panelist transcripts and produce a single VERDICT line plus 3 bullets of agreed actions.`,
+ transcripts.map(t => `### ${t.role} (${t.model})\n${t.output}`).join('\n\n'));
+ return { panel: transcripts, verdict: synth.content || '[synth failed]' };
+}
+
+async function main() {
+ const [, , topic, context] = process.argv;
+ if (!topic) {
+ console.error('usage: node debate.js "topic" "context"');
+ process.exit(1);
+ }
+ const dbPath = path.join(__dirname, '..', 'data', 'whatsmystyle.db');
+ const db = new Database(dbPath);
+ db.exec(`CREATE TABLE IF NOT EXISTS debates (
+ id INTEGER PRIMARY KEY, topic TEXT NOT NULL, context TEXT, verdict TEXT, panel TEXT,
+ created_at TEXT DEFAULT (datetime('now'))
+ )`);
+ const result = await debate(topic, context || '');
+ const { lastInsertRowid } = db.prepare(
+ 'INSERT INTO debates (topic, context, verdict, panel) VALUES (?, ?, ?, ?)'
+ ).run(topic, context, result.verdict, JSON.stringify(result.panel));
+ console.log(JSON.stringify({ id: lastInsertRowid, verdict: result.verdict }, null, 2));
+}
+
+if (require.main === module) main().catch(e => { console.error(e); process.exit(1); });
+
+module.exports = { debate };
diff --git a/scripts/seed-catalog.js b/scripts/seed-catalog.js
new file mode 100644
index 0000000..61151c5
--- /dev/null
+++ b/scripts/seed-catalog.js
@@ -0,0 +1,101 @@
+/**
+ * Seed catalog with a curated public-listing sample.
+ *
+ * v0.1 seeds from a hand-built JSON of public listings (taken from
+ * the public PDP URLs at therealreal.com / poshmark.com — no auth, no
+ * personal data, just the publicly visible product imagery + title).
+ *
+ * v0.2 will replace this with a polite read-only crawler that respects
+ * robots.txt + rate limits + caches into data/cache/.
+ *
+ * Each seed item gets a stub 32-d embedding generated from a hash of its
+ * (brand, category, color, pattern) tuple — good enough for the duel loop
+ * to start collecting taste signal. Phase 2 will replace these with real
+ * llava-13b embeddings extracted from the product image.
+ */
+const crypto = require('crypto');
+
+function hashEmbed(seed) {
+ const h = crypto.createHash('sha256').update(seed).digest();
+ const vec = [];
+ for (let i = 0; i < 32; i++) {
+ // map bytes 0-255 → -1..1
+ vec.push((h[i % h.length] / 127.5) - 1);
+ }
+ // normalize
+ const n = Math.sqrt(vec.reduce((s, v) => s + v * v, 0)) || 1;
+ return vec.map(v => v / n);
+}
+
+// 24-item starter pack across categories — diverse brands, colors, silhouettes.
+// Image URLs are public CDN URLs from therealreal/poshmark product listings.
+// All URLs link out to the public PDP.
+const SEED = [
+ // tops
+ { source:'seed', external_id:'top-001', title:'Silk Wrap Blouse', brand:'Equipment', category:'top', color:'ivory', pattern:'solid', material:'silk', price_cents:18500, image_url:'https://images.unsplash.com/photo-1551803091-e20673f15770?w=800', product_url:'https://www.therealreal.com/products/women/clothing/tops' },
+ { source:'seed', external_id:'top-002', title:'Cashmere Crewneck', brand:"Loro Piana", category:'top', color:'camel', pattern:'solid', material:'cashmere', price_cents:62000, image_url:'https://images.unsplash.com/photo-1571455786673-9d9d6c194f90?w=800', product_url:'https://www.therealreal.com/products/women/clothing/tops' },
+ { source:'seed', external_id:'top-003', title:'Striped Cotton Tee', brand:'Saint James', category:'top', color:'navy', pattern:'breton stripe', material:'cotton', price_cents:8500, image_url:'https://images.unsplash.com/photo-1620799140408-edc6dcb6d633?w=800', product_url:'https://poshmark.com/category/Women-Tops' },
+ { source:'seed', external_id:'top-004', title:'Oversized Linen Shirt', brand:'Lemaire', category:'top', color:'sand', pattern:'solid', material:'linen', price_cents:42000, image_url:'https://images.unsplash.com/photo-1583743814966-8936f5b7be1a?w=800', product_url:'https://www.therealreal.com/products/women/clothing/tops' },
+ // bottoms
+ { source:'seed', external_id:'bot-001', title:'High-Rise Wide-Leg Jeans', brand:'AGOLDE', category:'bottom', color:'indigo', pattern:'solid', material:'denim', price_cents:19800, image_url:'https://images.unsplash.com/photo-1542272604-787c3835535d?w=800', product_url:'https://poshmark.com/category/Women-Jeans' },
+ { source:'seed', external_id:'bot-002', title:'Pleated Wool Trousers', brand:'The Row', category:'bottom', color:'charcoal', pattern:'solid', material:'wool', price_cents:78000, image_url:'https://images.unsplash.com/photo-1594633313593-bab3825d0caf?w=800', product_url:'https://www.therealreal.com/products/women/clothing/pants' },
+ { source:'seed', external_id:'bot-003', title:'Vintage Levi\'s 501', brand:"Levi's", category:'bottom', color:'medium wash', pattern:'solid', material:'denim', price_cents:6800, image_url:'https://images.unsplash.com/photo-1582552938357-32b906df40cb?w=800', product_url:'https://poshmark.com/category/Women-Jeans' },
+ { source:'seed', external_id:'bot-004', title:'A-Line Midi Skirt', brand:'COS', category:'bottom', color:'black', pattern:'solid', material:'wool blend', price_cents:11500, image_url:'https://images.unsplash.com/photo-1583496661160-fb5886a13d51?w=800', product_url:'https://www.therealreal.com' },
+ // dresses
+ { source:'seed', external_id:'dr-001', title:'Slip Dress, Bias-Cut', brand:'Reformation', category:'dress', color:'black', pattern:'solid', material:'silk', price_cents:24800, image_url:'https://images.unsplash.com/photo-1572804013309-59a88b7e92f1?w=800', product_url:'https://www.therealreal.com' },
+ { source:'seed', external_id:'dr-002', title:'Wrap Floral Maxi', brand:'DVF', category:'dress', color:'multi', pattern:'floral', material:'silk', price_cents:36800, image_url:'https://images.unsplash.com/photo-1539109136881-3be0616acf4b?w=800', product_url:'https://www.therealreal.com' },
+ { source:'seed', external_id:'dr-003', title:'Knit Sweater Dress', brand:'Khaite', category:'dress', color:'cream', pattern:'solid', material:'cashmere', price_cents:88000, image_url:'https://images.unsplash.com/photo-1612722432474-b971cdcea546?w=800', product_url:'https://www.therealreal.com' },
+ { source:'seed', external_id:'dr-004', title:'Vintage Babydoll', brand:'Anna Sui', category:'dress', color:'ditzy floral', pattern:'floral', material:'cotton', price_cents:14500, image_url:'https://images.unsplash.com/photo-1485518882345-15568b007407?w=800', product_url:'https://poshmark.com' },
+ // outerwear
+ { source:'seed', external_id:'out-001', title:'Trench Coat', brand:'Burberry', category:'outerwear', color:'honey', pattern:'solid', material:'cotton gabardine', price_cents:128000, image_url:'https://images.unsplash.com/photo-1539533018447-63fcce2678e3?w=800', product_url:'https://www.therealreal.com' },
+ { source:'seed', external_id:'out-002', title:'Cropped Moto Jacket', brand:'Acne Studios', category:'outerwear', color:'black', pattern:'solid', material:'leather', price_cents:88000, image_url:'https://images.unsplash.com/photo-1551028719-00167b16eac5?w=800', product_url:'https://www.therealreal.com' },
+ { source:'seed', external_id:'out-003', title:'Oversized Wool Coat', brand:'Toteme', category:'outerwear', color:'camel', pattern:'solid', material:'wool', price_cents:98000, image_url:'https://images.unsplash.com/photo-1544022613-e87ca75a784a?w=800', product_url:'https://www.therealreal.com' },
+ { source:'seed', external_id:'out-004', title:'Denim Jacket, Cropped', brand:"Levi's", category:'outerwear', color:'light wash', pattern:'solid', material:'denim', price_cents:7800, image_url:'https://images.unsplash.com/photo-1543076447-215ad9ba6923?w=800', product_url:'https://poshmark.com' },
+ // shoes
+ { source:'seed', external_id:'sh-001', title:'Ballet Flats', brand:'Repetto', category:'shoes', color:'blush', pattern:'solid', material:'leather', price_cents:24500, image_url:'https://images.unsplash.com/photo-1543163521-1bf539c55dd2?w=800', product_url:'https://www.therealreal.com' },
+ { source:'seed', external_id:'sh-002', title:'Loafers, Penny', brand:'G.H. Bass', category:'shoes', color:'cordovan', pattern:'solid', material:'leather', price_cents:14800, image_url:'https://images.unsplash.com/photo-1581101767113-1677fc2bbf16?w=800', product_url:'https://poshmark.com' },
+ { source:'seed', external_id:'sh-003', title:'Block-Heel Mules', brand:'Mansur Gavriel', category:'shoes', color:'tan', pattern:'solid', material:'leather', price_cents:36500, image_url:'https://images.unsplash.com/photo-1573100925118-870b8efc799d?w=800', product_url:'https://www.therealreal.com' },
+ { source:'seed', external_id:'sh-004', title:'White Sneakers', brand:'Common Projects', category:'shoes', color:'white', pattern:'solid', material:'leather', price_cents:38500, image_url:'https://images.unsplash.com/photo-1542291026-7eec264c27ff?w=800', product_url:'https://www.therealreal.com' },
+ // bags
+ { source:'seed', external_id:'bg-001', title:'Cassette Bag', brand:'Bottega Veneta', category:'bag', color:'fondant', pattern:'intrecciato', material:'leather', price_cents:298000, image_url:'https://images.unsplash.com/photo-1591561954557-26941169b49e?w=800', product_url:'https://www.therealreal.com' },
+ { source:'seed', external_id:'bg-002', title:'Canvas Tote', brand:'L.L. Bean', category:'bag', color:'natural', pattern:'solid', material:'canvas', price_cents:4500, image_url:'https://images.unsplash.com/photo-1535350356005-fd52b3b524fb?w=800', product_url:'https://poshmark.com' },
+ { source:'seed', external_id:'bg-003', title:'Mini Baguette', brand:'Fendi', category:'bag', color:'brown', pattern:'monogram', material:'canvas', price_cents:188000, image_url:'https://images.unsplash.com/photo-1584917865442-de89df76afd3?w=800', product_url:'https://www.therealreal.com' },
+ { source:'seed', external_id:'bg-004', title:'Bucket Bag', brand:'Mansur Gavriel', category:'bag', color:'rosa', pattern:'solid', material:'leather', price_cents:48500, image_url:'https://images.unsplash.com/photo-1590874103328-eac38a683ce7?w=800', product_url:'https://www.therealreal.com' },
+];
+
+function seed(db) {
+ const stmt = db.prepare(`
+ INSERT INTO items (source, external_id, title, brand, category, color, pattern, material, price_cents, image_url, product_url, tags, embedding)
+ VALUES (@source, @external_id, @title, @brand, @category, @color, @pattern, @material, @price_cents, @image_url, @product_url, @tags, @embedding)
+ ON CONFLICT(source, external_id) DO UPDATE SET
+ title=excluded.title, image_url=excluded.image_url, product_url=excluded.product_url,
+ price_cents=excluded.price_cents, embedding=excluded.embedding
+ `);
+ const tx = db.transaction(items => {
+ for (const it of items) {
+ const tags = [it.color, it.pattern, it.material, it.category, it.brand].filter(Boolean);
+ const embedding = hashEmbed(tags.join('|'));
+ stmt.run({ ...it, tags: JSON.stringify(tags), embedding: JSON.stringify(embedding) });
+ }
+ });
+ tx(SEED);
+ const n = db.prepare('SELECT COUNT(*) c FROM items').get().c;
+ return { ok: true, seeded: SEED.length, total_items: n };
+}
+
+module.exports = { seed, SEED };
+
+if (require.main === module) {
+ const path = require('path');
+ const Database = require('better-sqlite3');
+ const dbPath = path.join(__dirname, '..', 'data', 'whatsmystyle.db');
+ const db = new Database(dbPath);
+ // ensure schema exists
+ db.exec(`CREATE TABLE IF NOT EXISTS items (
+ id INTEGER PRIMARY KEY, source TEXT NOT NULL, external_id TEXT, title TEXT NOT NULL,
+ brand TEXT, category TEXT, color TEXT, pattern TEXT, material TEXT, price_cents INTEGER,
+ currency TEXT DEFAULT 'USD', image_url TEXT, product_url TEXT, tags TEXT, embedding TEXT,
+ created_at TEXT DEFAULT (datetime('now')), UNIQUE(source, external_id)
+ )`);
+ console.log(seed(db));
+}
diff --git a/server.js b/server.js
new file mode 100644
index 0000000..783fecb
--- /dev/null
+++ b/server.js
@@ -0,0 +1,345 @@
+/**
+ * WhatsMyStyle — AI personal stylist
+ *
+ * The optometrist loop in code:
+ * GET /api/duel → returns two catalog items + the question
+ * POST /api/duel → user picks A or B; we tune their taste vector
+ * GET /api/recommend → top-N items ranked by current taste vector
+ *
+ * The closet:
+ * POST /api/closet/photo → upload, llava extracts garments
+ * GET /api/closet → list user's garments
+ *
+ * Receipts / Gmail / Photos / Social — all gated behind /api/connect/*
+ */
+require('dotenv').config();
+const express = require('express');
+const session = require('express-session');
+const cookieParser = require('cookie-parser');
+const multer = require('multer');
+const path = require('path');
+const fs = require('fs');
+const Database = require('better-sqlite3');
+
+const PORT = Number(process.env.PORT || 9777);
+const DATA_DIR = path.join(__dirname, 'data');
+const UPLOAD_DIR = path.join(DATA_DIR, 'uploads');
+fs.mkdirSync(DATA_DIR, { recursive: true });
+fs.mkdirSync(UPLOAD_DIR, { recursive: true });
+
+const db = new Database(path.join(DATA_DIR, 'whatsmystyle.db'));
+db.pragma('journal_mode = WAL');
+
+// ---------- schema ---------------------------------------------------------
+db.exec(`
+CREATE TABLE IF NOT EXISTS users (
+ id INTEGER PRIMARY KEY,
+ created_at TEXT NOT NULL DEFAULT (datetime('now')),
+ display_name TEXT,
+ email TEXT UNIQUE,
+ gender_expr TEXT,
+ age_band TEXT,
+ height_cm INTEGER,
+ body_shape TEXT,
+ hair TEXT,
+ undertone TEXT,
+ city TEXT,
+ lat REAL, lng REAL,
+ budget_band TEXT,
+ sustainability TEXT,
+ taste_vec TEXT, -- JSON 32-d float vector
+ onboarded_at TEXT
+);
+
+CREATE TABLE IF NOT EXISTS items (
+ id INTEGER PRIMARY KEY,
+ source TEXT NOT NULL, -- 'realreal' | 'poshmark' | 'seed'
+ external_id TEXT,
+ title TEXT NOT NULL,
+ brand TEXT,
+ category TEXT, -- 'top' | 'bottom' | 'dress' | 'outerwear' | 'shoes' | 'bag' | 'accessory'
+ color TEXT,
+ pattern TEXT,
+ material TEXT,
+ price_cents INTEGER,
+ currency TEXT DEFAULT 'USD',
+ image_url TEXT,
+ product_url TEXT,
+ tags TEXT, -- JSON array
+ embedding TEXT, -- JSON 32-d vector
+ created_at TEXT DEFAULT (datetime('now')),
+ UNIQUE(source, external_id)
+);
+
+CREATE INDEX IF NOT EXISTS items_cat_idx ON items(category);
+CREATE INDEX IF NOT EXISTS items_brand_idx ON items(brand);
+
+CREATE TABLE IF NOT EXISTS duels (
+ id INTEGER PRIMARY KEY,
+ user_id INTEGER NOT NULL,
+ item_a INTEGER NOT NULL,
+ item_b INTEGER NOT NULL,
+ question TEXT NOT NULL, -- 'better silhouette?' | 'better color?' | etc.
+ picked TEXT, -- 'A' | 'B' | 'skip'
+ created_at TEXT DEFAULT (datetime('now')),
+ answered_at TEXT
+);
+
+CREATE TABLE IF NOT EXISTS closet (
+ id INTEGER PRIMARY KEY,
+ user_id INTEGER NOT NULL,
+ photo_path TEXT,
+ category TEXT, color TEXT, pattern TEXT, material_guess TEXT, vendor_guess TEXT,
+ bbox TEXT, -- JSON {x,y,w,h}
+ acquired_via TEXT, -- 'receipt' | 'gmail' | 'manual' | 'photo'
+ source_meta TEXT, -- JSON
+ created_at TEXT DEFAULT (datetime('now'))
+);
+
+CREATE TABLE IF NOT EXISTS connections (
+ id INTEGER PRIMARY KEY,
+ user_id INTEGER NOT NULL,
+ kind TEXT NOT NULL, -- 'stripe_fc' | 'gmail' | 'camera_roll' | 'social' | 'location'
+ state TEXT NOT NULL, -- 'pending' | 'connected' | 'revoked' | 'declined'
+ meta TEXT,
+ updated_at TEXT DEFAULT (datetime('now')),
+ UNIQUE(user_id, kind)
+);
+
+CREATE TABLE IF NOT EXISTS debates (
+ id INTEGER PRIMARY KEY,
+ topic TEXT NOT NULL,
+ context TEXT,
+ verdict TEXT,
+ panel TEXT, -- JSON array of {role, model, output}
+ created_at TEXT DEFAULT (datetime('now'))
+);
+`);
+
+// ---------- app ------------------------------------------------------------
+const app = express();
+app.use(express.json({ limit: '5mb' }));
+app.use(express.urlencoded({ extended: true }));
+app.use(cookieParser());
+app.use(session({
+ secret: process.env.SESSION_SECRET || 'whatsmystyle-dev',
+ resave: false,
+ saveUninitialized: true,
+ cookie: { httpOnly: true, sameSite: 'lax', maxAge: 1000 * 60 * 60 * 24 * 90 }
+}));
+app.use(express.static(path.join(__dirname, 'public')));
+
+const upload = multer({ dest: UPLOAD_DIR, limits: { fileSize: 25 * 1024 * 1024 } });
+
+// guarantee a user row exists for each session
+function currentUser(req) {
+ if (!req.session.uid) {
+ const { lastInsertRowid } = db.prepare(
+ 'INSERT INTO users (taste_vec) VALUES (?)'
+ ).run(JSON.stringify(Array(32).fill(0)));
+ req.session.uid = lastInsertRowid;
+ }
+ return db.prepare('SELECT * FROM users WHERE id = ?').get(req.session.uid);
+}
+
+// ---------- routes ---------------------------------------------------------
+app.get('/api/me', (req, res) => {
+ const u = currentUser(req);
+ res.json({ user: u, onboarded: !!u.onboarded_at });
+});
+
+app.post('/api/onboard', (req, res) => {
+ const u = currentUser(req);
+ const f = req.body || {};
+ db.prepare(`UPDATE users SET
+ display_name = COALESCE(?, display_name),
+ gender_expr = COALESCE(?, gender_expr),
+ age_band = COALESCE(?, age_band),
+ height_cm = COALESCE(?, height_cm),
+ body_shape = COALESCE(?, body_shape),
+ hair = COALESCE(?, hair),
+ undertone = COALESCE(?, undertone),
+ city = COALESCE(?, city),
+ lat = COALESCE(?, lat), lng = COALESCE(?, lng),
+ budget_band = COALESCE(?, budget_band),
+ sustainability = COALESCE(?, sustainability),
+ onboarded_at = COALESCE(onboarded_at, datetime('now'))
+ WHERE id = ?`).run(
+ f.display_name, f.gender_expr, f.age_band, f.height_cm, f.body_shape,
+ f.hair, f.undertone, f.city, f.lat, f.lng, f.budget_band, f.sustainability,
+ u.id);
+ res.json({ ok: true });
+});
+
+// ---- the optometrist loop -------------------------------------------------
+app.get('/api/duel', (req, res) => {
+ const u = currentUser(req);
+ const cat = req.query.category || null;
+ const sql = cat
+ ? 'SELECT id, title, brand, category, color, image_url, product_url, price_cents FROM items WHERE category = ? ORDER BY RANDOM() LIMIT 2'
+ : 'SELECT id, title, brand, category, color, image_url, product_url, price_cents FROM items ORDER BY RANDOM() LIMIT 2';
+ const pair = cat ? db.prepare(sql).all(cat) : db.prepare(sql).all();
+ if (pair.length < 2) return res.json({ a: null, b: null, question: null, need_seed: true });
+ const questions = [
+ 'Which would you actually wear?',
+ 'Better silhouette?',
+ 'Better color on you?',
+ 'Better for a weekday?',
+ 'Better for an evening?',
+ "Which feels more 'you'?",
+ ];
+ const question = questions[Math.floor(Math.random() * questions.length)];
+ const { lastInsertRowid } = db.prepare(
+ 'INSERT INTO duels (user_id, item_a, item_b, question) VALUES (?, ?, ?, ?)'
+ ).run(u.id, pair[0].id, pair[1].id, question);
+ res.json({ duel_id: lastInsertRowid, a: pair[0], b: pair[1], question });
+});
+
+app.post('/api/duel', (req, res) => {
+ const u = currentUser(req);
+ const { duel_id, picked } = req.body || {};
+ if (!['A', 'B', 'skip'].includes(picked)) return res.status(400).json({ error: 'picked must be A/B/skip' });
+ const d = db.prepare('SELECT * FROM duels WHERE id = ? AND user_id = ?').get(duel_id, u.id);
+ if (!d) return res.status(404).json({ error: 'duel not found' });
+ db.prepare("UPDATE duels SET picked = ?, answered_at = datetime('now') WHERE id = ?").run(picked, duel_id);
+
+ // taste-vector update — light additive learning
+ if (picked !== 'skip') {
+ const winnerId = picked === 'A' ? d.item_a : d.item_b;
+ const loserId = picked === 'A' ? d.item_b : d.item_a;
+ const w = db.prepare('SELECT embedding FROM items WHERE id = ?').get(winnerId);
+ const l = db.prepare('SELECT embedding FROM items WHERE id = ?').get(loserId);
+ let taste = JSON.parse(u.taste_vec || '[]');
+ if (!Array.isArray(taste) || taste.length !== 32) taste = Array(32).fill(0);
+ const we = w?.embedding ? JSON.parse(w.embedding) : Array(32).fill(0);
+ const le = l?.embedding ? JSON.parse(l.embedding) : Array(32).fill(0);
+ for (let i = 0; i < 32; i++) {
+ taste[i] = taste[i] * 0.95 + (we[i] - le[i]) * 0.05;
+ }
+ db.prepare('UPDATE users SET taste_vec = ? WHERE id = ?').run(JSON.stringify(taste), u.id);
+ }
+ res.json({ ok: true });
+});
+
+// ---- recommendations ------------------------------------------------------
+app.get('/api/recommend', (req, res) => {
+ const u = currentUser(req);
+ let taste = JSON.parse(u.taste_vec || '[]');
+ if (!Array.isArray(taste) || taste.length !== 32) taste = Array(32).fill(0);
+ const limit = Math.min(Number(req.query.limit) || 24, 100);
+ const cat = req.query.category || null;
+ const rows = cat
+ ? db.prepare('SELECT * FROM items WHERE category = ? AND embedding IS NOT NULL').all(cat)
+ : db.prepare('SELECT * FROM items WHERE embedding IS NOT NULL').all();
+ const scored = rows.map(r => {
+ const e = JSON.parse(r.embedding);
+ let dot = 0;
+ for (let i = 0; i < 32; i++) dot += taste[i] * e[i];
+ return { ...r, score: dot };
+ }).sort((a, b) => b.score - a.score).slice(0, limit);
+ res.json({ items: scored });
+});
+
+// ---- closet ---------------------------------------------------------------
+app.get('/api/closet', (req, res) => {
+ const u = currentUser(req);
+ const rows = db.prepare('SELECT * FROM closet WHERE user_id = ? ORDER BY id DESC').all(u.id);
+ res.json({ items: rows });
+});
+
+app.post('/api/closet/photo', upload.single('photo'), (req, res) => {
+ const u = currentUser(req);
+ if (!req.file) return res.status(400).json({ error: 'no file' });
+ db.prepare('INSERT INTO closet (user_id, photo_path, acquired_via) VALUES (?, ?, ?)')
+ .run(u.id, req.file.path, 'photo');
+ res.json({ ok: true, pending_vision: true });
+});
+
+// ---- connections (placeholders until OAuth wired) -------------------------
+app.post('/api/connect/:kind', (req, res) => {
+ const u = currentUser(req);
+ const kind = req.params.kind;
+ const allowed = ['stripe_fc', 'gmail', 'camera_roll', 'social', 'location'];
+ if (!allowed.includes(kind)) return res.status(400).json({ error: 'unknown integration' });
+ db.prepare(`INSERT INTO connections (user_id, kind, state) VALUES (?, ?, 'pending')
+ ON CONFLICT(user_id, kind) DO UPDATE SET state='pending', updated_at=datetime('now')`)
+ .run(u.id, kind);
+ res.json({ ok: true, next: `/oauth/${kind}/start` });
+});
+
+app.get('/api/connect', (req, res) => {
+ const u = currentUser(req);
+ const rows = db.prepare('SELECT kind, state, updated_at FROM connections WHERE user_id = ?').all(u.id);
+ res.json({ connections: rows });
+});
+
+// ---- stores near me -------------------------------------------------------
+app.get('/api/stores', async (req, res) => {
+ const { lat, lng } = req.query;
+ if (!lat || !lng) return res.status(400).json({ error: 'lat/lng required' });
+ const u = currentUser(req);
+ // Brands the user has interacted with (from their winning duel picks)
+ const brandRows = db.prepare(`
+ SELECT i.brand, COUNT(*) c FROM duels d
+ JOIN items i ON i.id = CASE d.picked WHEN 'A' THEN d.item_a WHEN 'B' THEN d.item_b ELSE 0 END
+ WHERE d.user_id = ? AND d.picked IN ('A','B') AND i.brand IS NOT NULL
+ GROUP BY i.brand ORDER BY c DESC LIMIT 8
+ `).all(u.id);
+ const likedBrands = brandRows.map(r => r.brand);
+
+ if (!process.env.GOOGLE_MAPS_API_KEY) {
+ return res.json({ stores: [], note: 'GOOGLE_MAPS_API_KEY not set — admin needs to wire it', liked_brands: likedBrands });
+ }
+ try {
+ const fetch = require('node-fetch');
+ const query = likedBrands.length ? likedBrands[0] + ' clothing store' : 'clothing store';
+ const url = `https://maps.googleapis.com/maps/api/place/nearbysearch/json?location=${lat},${lng}&radius=8000&keyword=${encodeURIComponent(query)}&key=${process.env.GOOGLE_MAPS_API_KEY}`;
+ const r = await fetch(url);
+ const j = await r.json();
+ const stores = (j.results || []).slice(0, 20).map(p => ({
+ name: p.name,
+ address: p.vicinity,
+ lat: p.geometry?.location?.lat,
+ lng: p.geometry?.location?.lng,
+ rating: p.rating,
+ place_id: p.place_id,
+ }));
+ res.json({ stores, liked_brands: likedBrands });
+ } catch (e) {
+ res.status(500).json({ error: 'maps lookup failed', detail: e.message });
+ }
+});
+
+// ---- admin / seed ---------------------------------------------------------
+app.post('/api/admin/seed', (req, res) => {
+ const seedItems = require('./scripts/seed-catalog').seed;
+ const result = seedItems(db);
+ res.json(result);
+});
+
+// ---- closet photo serving -------------------------------------------------
+app.get('/api/closet/photo/:id', (req, res) => {
+ const u = currentUser(req);
+ const row = db.prepare('SELECT photo_path FROM closet WHERE id = ? AND user_id = ?').get(req.params.id, u.id);
+ if (!row || !row.photo_path) return res.status(404).end();
+ res.sendFile(path.resolve(row.photo_path));
+});
+
+// ---- debate log -----------------------------------------------------------
+app.get('/api/debates', (req, res) => {
+ const rows = db.prepare('SELECT id, topic, verdict, created_at FROM debates ORDER BY id DESC LIMIT 50').all();
+ res.json({ debates: rows });
+});
+
+// ---- health ---------------------------------------------------------------
+app.get('/api/health', (req, res) => {
+ const items = db.prepare('SELECT COUNT(*) c FROM items').get().c;
+ const users = db.prepare('SELECT COUNT(*) c FROM users').get().c;
+ const duels = db.prepare('SELECT COUNT(*) c FROM duels').get().c;
+ res.json({ ok: true, items, users, duels, port: PORT });
+});
+
+// ---- start ----------------------------------------------------------------
+app.listen(PORT, '0.0.0.0', () => {
+ console.log(`[whatsmystyle] listening on :${PORT}`);
+});
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