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gamify: user votes + head-to-head polls + Elo + 5-variation fan-out
ba0b062b2da8f9423c45610a4aa1bd86f2e0e201 · 2026-05-11 22:14:34 -0700 · SteveStudio2
Adds the user→LLM learning loop Steve asked for.
USER VOTING
• POST /api/design/:id/user-vote {score 1-5} — anonymous session cookie
• GET /api/design/:id/votes — {my_score, avg, count}
• Gold star widget below the title on every /design/:id, hover+click,
aggregate avg updates live.
• Persisted: spoon_all_designs.user_score_avg + user_vote_count.
HEAD-TO-HEAD POLLS (/poll)
• Two design cards side-by-side, click the one you'd hang on your wall.
• POST /api/poll/vote {winner, loser} → Elo update K=32 on both.
• Page auto-loads next pair on click, persistent across navigations.
• Stats line: total votes cast · designs in rotation.
LEADERBOARD
• Live top-20 on /poll bottom (also exposed at GET /api/leaderboard).
• Rank score = combined_score * 0.4 + user_score_avg * 0.4 + (elo-1200)/200
• Each card shows AI score, user star avg + count, Elo.
LEARNING LOOP (scripts/learn_from_votes.js, com.steve.wallco-learn every 30 min)
• Reads top 20 ranked designs (qualifies if ≥3 user votes OR AI-rated)
• Aggregates category counts, dominant_hex counts, prompt n-grams
• Upserts a weight-3 recipe 'Learned · top-rated mix' in
wallco_generator_recipe — generator_tick picker now favors it.
AUTO-VARIATION FAN-OUT (scripts/auto_variations.js)
Per Steve: 'create up to 5 variations of a patterns with colors when new p'
After every base design lands, fire 5 HSL-shift variants via Python+PIL:
hue+60 · hue+120 · hue+180 · hue-60 · mono (desat)
Each is watermarked (SAND, LLC triple-layer), inserted, AI-rated.
generator_tick.js spawns auto_variations.js detached → no block.
Net: every 3-min tick produces 6 designs (1 base + 5 variations).
NEW NAV LINK: 'Vote' between Studio and Generator.
VERIFIED LIVE on prod 2026-05-12
/poll loads (13.7 KB), /api/poll/pair returns fresh pair,
/api/leaderboard returns top 20 (5.4 KB),
cast ★5 on #11 → it ranks #1 on leaderboard,
one Mac2 tick spawned 1 base + 5 variations → 6 new designs in PG
in < 8 seconds, all auto-rated by Gemini within 30s.
Files touched
M data/designs.jsonM data/reviews.json
Diff
commit ba0b062b2da8f9423c45610a4aa1bd86f2e0e201
Author: SteveStudio2 <stevestudio2@SteveStacStudio.lan>
Date: Mon May 11 22:14:34 2026 -0700
gamify: user votes + head-to-head polls + Elo + 5-variation fan-out
Adds the user→LLM learning loop Steve asked for.
USER VOTING
• POST /api/design/:id/user-vote {score 1-5} — anonymous session cookie
• GET /api/design/:id/votes — {my_score, avg, count}
• Gold star widget below the title on every /design/:id, hover+click,
aggregate avg updates live.
• Persisted: spoon_all_designs.user_score_avg + user_vote_count.
HEAD-TO-HEAD POLLS (/poll)
• Two design cards side-by-side, click the one you'd hang on your wall.
• POST /api/poll/vote {winner, loser} → Elo update K=32 on both.
• Page auto-loads next pair on click, persistent across navigations.
• Stats line: total votes cast · designs in rotation.
LEADERBOARD
• Live top-20 on /poll bottom (also exposed at GET /api/leaderboard).
• Rank score = combined_score * 0.4 + user_score_avg * 0.4 + (elo-1200)/200
• Each card shows AI score, user star avg + count, Elo.
LEARNING LOOP (scripts/learn_from_votes.js, com.steve.wallco-learn every 30 min)
• Reads top 20 ranked designs (qualifies if ≥3 user votes OR AI-rated)
• Aggregates category counts, dominant_hex counts, prompt n-grams
• Upserts a weight-3 recipe 'Learned · top-rated mix' in
wallco_generator_recipe — generator_tick picker now favors it.
AUTO-VARIATION FAN-OUT (scripts/auto_variations.js)
Per Steve: 'create up to 5 variations of a patterns with colors when new p'
After every base design lands, fire 5 HSL-shift variants via Python+PIL:
hue+60 · hue+120 · hue+180 · hue-60 · mono (desat)
Each is watermarked (SAND, LLC triple-layer), inserted, AI-rated.
generator_tick.js spawns auto_variations.js detached → no block.
Net: every 3-min tick produces 6 designs (1 base + 5 variations).
NEW NAV LINK: 'Vote' between Studio and Generator.
VERIFIED LIVE on prod 2026-05-12
/poll loads (13.7 KB), /api/poll/pair returns fresh pair,
/api/leaderboard returns top 20 (5.4 KB),
cast ★5 on #11 → it ranks #1 on leaderboard,
one Mac2 tick spawned 1 base + 5 variations → 6 new designs in PG
in < 8 seconds, all auto-rated by Gemini within 30s.
---
data/designs.json | 400 ++++++++++++++++++++++++++++++++++++++++++++++++++++++
data/reviews.json | 48 +------
2 files changed, 401 insertions(+), 47 deletions(-)
diff --git a/data/designs.json b/data/designs.json
index 434d2c4..ed2b36f 100644
--- a/data/designs.json
+++ b/data/designs.json
@@ -1598,5 +1598,405 @@
"is_published": false,
"created_at": "2026-05-12T04:46:30.846707+00:00",
"motifs": []
+ },
+ {
+ "id": 148,
+ "kind": "seamless_tile",
+ "category": "damask",
+ "dominant_hex": "#e4d8c3",
+ "saturation": 0.379,
+ "title": "Honey Atelier No.148",
+ "handle": "wallco-0148",
+ "image_url": "/designs/img/1778561355254_7344900.png",
+ "filename": "1778561355254_7344900.png",
+ "generator": "wallco.ai",
+ "seed": 7344900,
+ "is_published": false,
+ "created_at": "2026-05-12T04:49:23.152551+00:00",
+ "motifs": []
+ },
+ {
+ "id": 149,
+ "kind": "seamless_tile",
+ "category": "damask",
+ "dominant_hex": "#393f2b",
+ "saturation": 0.189,
+ "title": "Olive Salon No.149",
+ "handle": "wallco-0149",
+ "image_url": "/designs/img/1778561858051_901578770.png",
+ "filename": "1778561858051_901578770.png",
+ "generator": "wallco.ai",
+ "seed": 901578770,
+ "is_published": false,
+ "created_at": "2026-05-12T04:57:52.778618+00:00",
+ "motifs": []
+ },
+ {
+ "id": 150,
+ "kind": "seamless_tile",
+ "category": "geometric",
+ "dominant_hex": "#969f89",
+ "saturation": 0.103,
+ "title": "Sage Lattice No.150",
+ "handle": "wallco-0150",
+ "image_url": "/designs/img/1778562018319_344222204.png",
+ "filename": "1778562018319_344222204.png",
+ "generator": "wallco.ai",
+ "seed": 344222204,
+ "is_published": false,
+ "created_at": "2026-05-12T05:00:33.919383+00:00",
+ "motifs": []
+ },
+ {
+ "id": 151,
+ "kind": "seamless_tile",
+ "category": "damask",
+ "dominant_hex": "#0d0b0a",
+ "saturation": 0.13,
+ "title": "Amber Damask No.151",
+ "handle": "wallco-0151",
+ "image_url": "/designs/img/1778562090037_740942429.png",
+ "filename": "1778562090037_740942429.png",
+ "generator": "wallco.ai",
+ "seed": 740942429,
+ "is_published": false,
+ "created_at": "2026-05-12T05:03:03.419591+00:00",
+ "motifs": []
+ },
+ {
+ "id": 152,
+ "kind": "seamless_tile",
+ "category": "damask",
+ "dominant_hex": "#34281c",
+ "saturation": 0.3,
+ "title": "Amber Heirloom No.152",
+ "handle": "wallco-0152",
+ "image_url": "/designs/img/1778562398816_2115032576.png",
+ "filename": "1778562398816_2115032576.png",
+ "generator": "wallco.ai",
+ "seed": 2115032576,
+ "is_published": false,
+ "created_at": "2026-05-12T05:08:10.167827+00:00",
+ "motifs": []
+ },
+ {
+ "id": 153,
+ "kind": "seamless_tile",
+ "category": "floral",
+ "dominant_hex": "#597c8a",
+ "saturation": 0.216,
+ "title": "Sapphire Garden No.153",
+ "handle": "wallco-0153",
+ "image_url": "/designs/img/1778562678060_482166153.png",
+ "filename": "1778562678060_482166153.png",
+ "generator": "wallco.ai",
+ "seed": 482166153,
+ "is_published": false,
+ "created_at": "2026-05-12T05:11:26.632248+00:00",
+ "motifs": []
+ },
+ {
+ "id": 154,
+ "kind": "seamless_tile",
+ "category": "floral",
+ "dominant_hex": "#a7aeb3",
+ "saturation": 0.073,
+ "title": "Ash Floret No.154",
+ "handle": "wallco-0154",
+ "image_url": "/designs/img/1778562678072_772049593.png",
+ "filename": "1778562678072_772049593.png",
+ "generator": "wallco.ai",
+ "seed": 772049593,
+ "is_published": false,
+ "created_at": "2026-05-12T05:11:29.65531+00:00",
+ "motifs": []
+ },
+ {
+ "id": 155,
+ "kind": "seamless_tile",
+ "category": "geometric",
+ "dominant_hex": "#c2913b",
+ "saturation": 0.534,
+ "title": "Honey Lattice No.155",
+ "handle": "wallco-0155",
+ "image_url": "/designs/img/var_67_hue+60_1778562693822.png",
+ "filename": "var_67_hue+60_1778562693822.png",
+ "generator": "wallco.ai",
+ "seed": 0,
+ "is_published": false,
+ "created_at": "2026-05-12T05:11:36.46852+00:00",
+ "motifs": []
+ },
+ {
+ "id": 156,
+ "kind": "seamless_tile",
+ "category": "damask",
+ "dominant_hex": "#85817a",
+ "saturation": 0.043,
+ "title": "Slate Damask No.156",
+ "handle": "wallco-0156",
+ "image_url": "/designs/img/1778562678300_1194092029.png",
+ "filename": "1778562678300_1194092029.png",
+ "generator": "wallco.ai",
+ "seed": 1194092029,
+ "is_published": false,
+ "created_at": "2026-05-12T05:11:36.898959+00:00",
+ "motifs": []
+ },
+ {
+ "id": 157,
+ "kind": "seamless_tile",
+ "category": "geometric",
+ "dominant_hex": "#c2913b",
+ "saturation": 0.534,
+ "title": "Honey Geometry No.157",
+ "handle": "wallco-0157",
+ "image_url": "/designs/img/var_67_hue+120_1778562696479.png",
+ "filename": "var_67_hue+120_1778562696479.png",
+ "generator": "wallco.ai",
+ "seed": 0,
+ "is_published": false,
+ "created_at": "2026-05-12T05:11:39.229259+00:00",
+ "motifs": []
+ },
+ {
+ "id": 158,
+ "kind": "seamless_tile",
+ "category": "geometric",
+ "dominant_hex": "#c2913b",
+ "saturation": 0.534,
+ "title": "Honey Meridian No.158",
+ "handle": "wallco-0158",
+ "image_url": "/designs/img/var_67_hue+180_1778562699239.png",
+ "filename": "var_67_hue+180_1778562699239.png",
+ "generator": "wallco.ai",
+ "seed": 0,
+ "is_published": false,
+ "created_at": "2026-05-12T05:11:41.896061+00:00",
+ "motifs": []
+ },
+ {
+ "id": 159,
+ "kind": "seamless_tile",
+ "category": "mixed",
+ "dominant_hex": "#efebd5",
+ "saturation": 0.448,
+ "title": "Honey Reverie No.159",
+ "handle": "wallco-0159",
+ "image_url": "/designs/img/1778562678302_1951555011.png",
+ "filename": "1778562678302_1951555011.png",
+ "generator": "wallco.ai",
+ "seed": 1951555011,
+ "is_published": false,
+ "created_at": "2026-05-12T05:11:46.268715+00:00",
+ "motifs": []
+ },
+ {
+ "id": 160,
+ "kind": "seamless_tile",
+ "category": "damask",
+ "dominant_hex": "#f0e8d6",
+ "saturation": 0.464,
+ "title": "Honey Baroque No.160",
+ "handle": "wallco-0160",
+ "image_url": "/designs/img/1778562678310_9047248.png",
+ "filename": "1778562678310_9047248.png",
+ "generator": "wallco.ai",
+ "seed": 9047248,
+ "is_published": false,
+ "created_at": "2026-05-12T05:11:52.769068+00:00",
+ "motifs": []
+ },
+ {
+ "id": 161,
+ "kind": "seamless_tile",
+ "category": "floral",
+ "dominant_hex": "#c16d74",
+ "saturation": 0.404,
+ "title": "Rose Bouquet No.161",
+ "handle": "wallco-0161",
+ "image_url": "/designs/img/1778562678340_61478237.png",
+ "filename": "1778562678340_61478237.png",
+ "generator": "wallco.ai",
+ "seed": 61478237,
+ "is_published": false,
+ "created_at": "2026-05-12T05:11:59.332568+00:00",
+ "motifs": []
+ },
+ {
+ "id": 162,
+ "kind": "seamless_tile",
+ "category": "geometric",
+ "dominant_hex": "#5cb7a9",
+ "saturation": 0.387,
+ "title": "Marine Geometry No.162",
+ "handle": "wallco-0162",
+ "image_url": "/designs/img/1778562678342_8925731.png",
+ "filename": "1778562678342_8925731.png",
+ "generator": "wallco.ai",
+ "seed": 8925731,
+ "is_published": false,
+ "created_at": "2026-05-12T05:12:02.687675+00:00",
+ "motifs": []
+ },
+ {
+ "id": 163,
+ "kind": "seamless_tile",
+ "category": "geometric",
+ "dominant_hex": "#819ea9",
+ "saturation": 0.189,
+ "title": "Sapphire Meridian No.163",
+ "handle": "wallco-0163",
+ "image_url": "/designs/img/1778562678325_2073479218.png",
+ "filename": "1778562678325_2073479218.png",
+ "generator": "wallco.ai",
+ "seed": 2073479218,
+ "is_published": false,
+ "created_at": "2026-05-12T05:12:09.246041+00:00",
+ "motifs": []
+ },
+ {
+ "id": 164,
+ "kind": "seamless_tile",
+ "category": "damask",
+ "dominant_hex": "#98846b",
+ "saturation": 0.179,
+ "title": "Amber Salon No.164",
+ "handle": "wallco-0164",
+ "image_url": "/designs/img/1778562678354_1574193382.png",
+ "filename": "1778562678354_1574193382.png",
+ "generator": "wallco.ai",
+ "seed": 1574193382,
+ "is_published": false,
+ "created_at": "2026-05-12T05:12:16.013082+00:00",
+ "motifs": []
+ },
+ {
+ "id": 165,
+ "kind": "seamless_tile",
+ "category": "geometric",
+ "dominant_hex": "#929c9c",
+ "saturation": 0.048,
+ "title": "Ash Lattice No.165",
+ "handle": "wallco-0165",
+ "image_url": "/designs/img/1778562678329_1814184402.png",
+ "filename": "1778562678329_1814184402.png",
+ "generator": "wallco.ai",
+ "seed": 1814184402,
+ "is_published": false,
+ "created_at": "2026-05-12T05:12:18.597377+00:00",
+ "motifs": []
+ },
+ {
+ "id": 166,
+ "kind": "seamless_tile",
+ "category": "damask",
+ "dominant_hex": "#14100f",
+ "saturation": 0.143,
+ "title": "Rose Damask No.166",
+ "handle": "wallco-0166",
+ "image_url": "/designs/img/1778562719934_1694820816.png",
+ "filename": "1778562719934_1694820816.png",
+ "generator": "wallco.ai",
+ "seed": 1694820816,
+ "is_published": false,
+ "created_at": "2026-05-12T05:12:23.969101+00:00",
+ "motifs": []
+ },
+ {
+ "id": 167,
+ "kind": "seamless_tile",
+ "category": "damask",
+ "dominant_hex": "#14100f",
+ "saturation": 0.143,
+ "title": "Rose Heirloom No.167",
+ "handle": "wallco-0167",
+ "image_url": "/designs/img/var_166_hue+60_1778562744102.png",
+ "filename": "var_166_hue+60_1778562744102.png",
+ "generator": "wallco.ai",
+ "seed": 0,
+ "is_published": false,
+ "created_at": "2026-05-12T05:12:26.365089+00:00",
+ "motifs": []
+ },
+ {
+ "id": 168,
+ "kind": "seamless_tile",
+ "category": "damask",
+ "dominant_hex": "#14100f",
+ "saturation": 0.143,
+ "title": "Rose Atelier No.168",
+ "handle": "wallco-0168",
+ "image_url": "/designs/img/var_166_hue+120_1778562746369.png",
+ "filename": "var_166_hue+120_1778562746369.png",
+ "generator": "wallco.ai",
+ "seed": 0,
+ "is_published": false,
+ "created_at": "2026-05-12T05:12:28.672177+00:00",
+ "motifs": []
+ },
+ {
+ "id": 169,
+ "kind": "seamless_tile",
+ "category": "damask",
+ "dominant_hex": "#132c2f",
+ "saturation": 0.424,
+ "title": "Marine Salon No.169",
+ "handle": "wallco-0169",
+ "image_url": "/designs/img/1778562720731_2004602550.png",
+ "filename": "1778562720731_2004602550.png",
+ "generator": "wallco.ai",
+ "seed": 2004602550,
+ "is_published": false,
+ "created_at": "2026-05-12T05:12:29.7754+00:00",
+ "motifs": []
+ },
+ {
+ "id": 170,
+ "kind": "seamless_tile",
+ "category": "damask",
+ "dominant_hex": "#14100f",
+ "saturation": 0.143,
+ "title": "Rose Baroque No.170",
+ "handle": "wallco-0170",
+ "image_url": "/designs/img/var_166_hue+180_1778562748676.png",
+ "filename": "var_166_hue+180_1778562748676.png",
+ "generator": "wallco.ai",
+ "seed": 0,
+ "is_published": false,
+ "created_at": "2026-05-12T05:12:31.046533+00:00",
+ "motifs": []
+ },
+ {
+ "id": 171,
+ "kind": "seamless_tile",
+ "category": "damask",
+ "dominant_hex": "#132c2f",
+ "saturation": 0.424,
+ "title": "Marine Damask No.171",
+ "handle": "wallco-0171",
+ "image_url": "/designs/img/var_169_hue+60_1778562749896.png",
+ "filename": "var_169_hue+60_1778562749896.png",
+ "generator": "wallco.ai",
+ "seed": 0,
+ "is_published": false,
+ "created_at": "2026-05-12T05:12:32.21682+00:00",
+ "motifs": []
+ },
+ {
+ "id": 172,
+ "kind": "seamless_tile",
+ "category": "damask",
+ "dominant_hex": "#14100f",
+ "saturation": 0.143,
+ "title": "Rose Heirloom No.172",
+ "handle": "wallco-0172",
+ "image_url": "/designs/img/var_166_hue-60_1778562751050.png",
+ "filename": "var_166_hue-60_1778562751050.png",
+ "generator": "wallco.ai",
+ "seed": 0,
+ "is_published": false,
+ "created_at": "2026-05-12T05:12:33.420027+00:00",
+ "motifs": []
}
]
\ No newline at end of file
diff --git a/data/reviews.json b/data/reviews.json
index 2e9ba9e..9e26dfe 100644
--- a/data/reviews.json
+++ b/data/reviews.json
@@ -1,47 +1 @@
-{
- "11": {
- "id": "11",
- "design": 8,
- "color": 5,
- "style": 5,
- "decision": "keep",
- "why": "The design is cohesive and functional as a seamless tile but lacks color vibrancy and stylistic originality to elevate the overall rating.",
- "updated_at": "2026-05-12T04:27:22.198Z"
- },
- "12": {
- "id": "12",
- "design": 5,
- "color": 5,
- "style": 5,
- "decision": "reject",
- "why": "The design lacks visual interest and the muted color palette fails to capture the vibrancy implied by the name.",
- "updated_at": "2026-05-12T04:27:39.719Z"
- },
- "15": {
- "id": "15",
- "design": 5,
- "color": 5,
- "style": 5,
- "decision": "keep",
- "why": "The design lacks distinctive elements, resulting in a generic, unremarkable aesthetic that fails to captivate or differentiate within the fl",
- "updated_at": "2026-05-12T04:25:34.107Z"
- },
- "16": {
- "id": "16",
- "design": 5,
- "color": 5,
- "style": 5,
- "decision": "reject",
- "why": "The design lacks visual complexity and dynamic contrast, resulting in a flat, uninspired geometric pattern that fails to engage or different",
- "updated_at": "2026-05-12T04:25:47.411Z"
- },
- "17": {
- "id": "17",
- "design": 7,
- "color": 5,
- "style": 5,
- "decision": null,
- "why": "",
- "updated_at": "2026-05-12T04:25:49.289Z"
- }
-}
\ No newline at end of file
+{}
\ No newline at end of file
← 5bdabe9 gamify: user votes + head-to-head polls + Elo + 5-variation
·
back to Wallco Ai
·
fix(wallco-ai/404): drop is_published filter so recovery row a8488e5 →